adding data and first draft of the app

app.py

@@ -0,0 +1,14 @@
+import gradio as gr
+import pandas as pd
+
+data = pd.read_csv('data/env_disclosure_data.csv')
+data = data.drop('Unnamed: 0', axis=1)
+
+
+with gr.Blocks() as demo:
+    gr.Markdown("# Environmental Transparency Explorer Tool")
+    gr.Markdown("## Explore the data from 'Misinformation by Omission: The Need for More Environmental Transparency in AI'")
+    with gr.Row():
+        gr.BarPlot(data, x="Year", color="Environmental Transparency")
+
+demo.launch()

data/.~lock.env_disclosure_data.csv#

@@ -0,0 +1 @@
+,sasha,Sasha-Thinkpad,11.06.2025 12:48,file:///home/sasha/.config/libreoffice/4;

data/env_disclosure_data.csv

@@ -0,0 +1,755 @@
+,Model,Organization,Publication date,Training dataset,Confidence,Model accessibility,Training code accessibility,Training compute estimation method,Environmental Transparency,Year
+753,Super-vector coding,"University of Illinois Urbana-Champaign (UIUC),NEC Laboratories,Rutgers University",1/1/10,"PASCAL VOC 2007,PASCAL VOC 2009",Speculative,,,,None,2010
+742,YouTube Video Recommendation System,Google,9/26/10,,,,,,None,2010
+743,RNN LM,Johns Hopkins University,9/26/10,WSJ,Speculative,,,Operation counting,None,2010
+744,Fisher-Boost,Xerox Research Centre Europe (XRCE),9/5/10,,Unknown,,,,None,2010
+745,ReLU (NORB),University of Toronto,6/15/10,,,,,,None,2010
+746,ReLU (LFW),University of Toronto,6/15/10,,Unknown,,,,None,2010
+752,Stacked Denoising Autoencoders,"University of Montreal / Université de Montréal,University of Toronto",1/3/10,,Unknown,,,,None,2010
+748,Deconvolutional Network,New York University (NYU),6/13/10,,Unknown,,,,None,2010
+749,Word Representations,"University of Montreal / Université de Montréal,University of Illinois Urbana-Champaign (UIUC)",6/1/10,,,,,,None,2010
+750,Feedforward NN,University of Montreal / Université de Montréal,5/13/10,MNIST,,,,Operation counting,None,2010
+751,6-layer MLP (MNIST),"IDSIA,University of Lugano,SUPSI",3/1/10,MNIST,Likely,,,Operation counting,None,2010
+747,Mid-level Features,"INRIA,Ecole Normale Supèrieure,New York University (NYU)",6/13/10,,Unknown,,,,None,2010
+730,HOGWILD!,University of Wisconsin Madison,11/11/11,,Unknown,,,,None,2011
+731,NLP from scratch,"NEC Laboratories,Princeton University",11/8/11,,,,,,None,2011
+732,Domain Adaptation,University of Maryland,11/6/11,Dataset introduced in 'Adapting Visual Category Models to New Domains',,,,,None,2011
+733,Adaptive Subgrad,"Technion - Israel Institute of Technology,Google,University of California (UC) Berkeley",10/3/11,Reuters RCV1,Unknown,,,,None,2011
+735,Recursive Neural Network,Stanford University,6/28/11,WSJ,Confident,,,,Indirect,2011
+734,Recursive sentiment autoencoder,Stanford University,7/1/11,,Unknown,,,,None,2011
+737,Cross-Lingual POS Tagger,"Carnegie Mellon University (CMU),Google Research",6/19/11,,Unknown,,,,None,2011
+738,RNN-SpeedUp,"Brno University of Technology,Johns Hopkins University",5/22/11,Penn TreeBank,,,,,None,2011
+739,Deep Autoencoders,University of Toronto,4/29/11,,Confident,,,Hardware,Indirect,2011
+740,Deep rectifier networks,University of Montreal / Université de Montréal,4/13/11,"CIFAR-10,MNIST,NISTP,NORB",Unknown,,,,None,2011
+741,Optimized Single-layer Net,"University of Michigan,Stanford University",4/11/11,,Unknown,,,,None,2011
+736,Vector Space Model,Stanford University,6/19/11,IMDb,Confident,,,,Indirect,2011
+720,LSTM LM,RWTH Aachen University,9/9/12,,Speculative,,,Operation counting,None,2012
+715,DistBelief Vision,Google,12/3/12,ImageNet,Likely,,,,None,2012
+716,DistBelief Speech,Google,12/3/12,,Speculative,,,Operation counting,None,2012
+717,Bayesian automated hyperparameter tuning,"University of Toronto,University of Sherbrooke,Harvard University",12/2/12,,Unknown,,,,None,2012
+718,RNN+LDA+KN5+cache,"Microsoft,Brno University of Technology",12/1/12,Penn TreeBank,,Unreleased,Unreleased,,None,2012
+719,AlexNet,University of Toronto,9/30/12,ImageNet,Confident,,,"Operation counting,Hardware,Third-party estimation",Indirect,2012
+721,LSTM-300units,RWTH Aachen University,9/1/12,,,Unreleased,Unreleased,,None,2012
+724,MV-RNN,Stanford University,7/12/12,,,,,,None,2012
+723,Unsupervised High-level Feature Learner,Google,7/12/12,,Likely,,,Operation counting,None,2012
+725,Dropout (TIMIT),University of Toronto,6/3/12,TIMIT,,Unreleased,Open (non-commercial),,None,2012
+726,Dropout (MNIST),University of Toronto,6/3/12,MNIST,,Unreleased,Open (non-commercial),Operation counting,None,2012
+727,Dropout (ImageNet),University of Toronto,6/3/12,ImageNet,,Unreleased,Unreleased,Hardware,None,2012
+728,Dropout (CIFAR),University of Toronto,6/3/12,CIFAR-10,,Unreleased,Open (non-commercial),Hardware,None,2012
+729,MCDNN (MNIST),IDSIA,2/13/12,MNIST,,,,Operation counting,None,2012
+722,Context-dependent RNN,"Microsoft Research,Brno University of Technology",7/27/12,,Unknown,,,,None,2012
+698,Visualizing CNNs,New York University (NYU),11/12/13,,,,,"Hardware,Third-party estimation",None,2013
+697,TensorReasoner,Stanford University,12/1/13,,Unknown,,,,None,2013
+696,DeViSE,Google,12/5/13,,Confident,,,,Indirect,2013
+695,TransE,"Universite de Technologie de Compiègne – CNRS,Google",12/5/13,,Speculative,,,Hardware,None,2013
+693,RNN for 1B words,Google,12/11/13,One Billion Word benchmark,Speculative,,,,None,2013
+690,DOT(S)-RNN,"Aalto University,University of Montreal / Université de Montréal",12/20/13,,,Unreleased,Unreleased,,None,2013
+691,DQN,DeepMind,12/19/13,,,,,Operation counting,None,2013
+689,Image generation,University of Amsterdam,12/20/13,MNIST,,,,Third-party estimation,None,2013
+688,OverFeat,New York University (NYU),12/21/13,,Unknown,,,,None,2013
+699,R-CNN (T-net),University of California (UC) Berkeley,11/11/13,,,,,,None,2013
+692,Network in Network,National University of Singapore,12/16/13,,Unknown,,,,None,2013
+700,Word2Vec (small),Google,10/16/13,,,,,,None,2013
+694,DBLSTM,University of Toronto,12/8/13,,,,,,None,2013
+702,RNTN,Stanford University,10/1/13,,Likely,Unreleased,Unreleased,,None,2013
+713,Textual Imager,Stanford University,1/16/13,,Unknown,,,,None,2013
+712,Maxout Networks,University of Montreal / Université de Montréal,2/18/13,,Unknown,,,,None,2013
+711,PreTrans-3L-250H,University of Toronto,3/22/13,,,,,,None,2013
+710,Selective Search,"University of Trento,University of Amsterdam",4/2/13,,Unknown,,,,None,2013
+709,Multilingual DNN,Google,5/26/13,,Confident,,,,Indirect,2013
+708,ReLU-Speech,"Google,University of Toronto,New York University (NYU)",5/26/13,,Likely,,,Hardware,None,2013
+701,Word2Vec (large),Google,10/16/13,,,,,Third-party estimation,None,2013
+707,SemVec,Microsoft Research,6/9/13,,Unknown,,,,None,2013
+706,Fisher Vector image classifier,"Universidad Nacional de Cordoba,Inteligent Systems Lab Amsterdam,University of Amsterdam,LEAR Team,INRIA,Xerox Research Centre Europe (XRCE)",6/12/13,ImageNet,,,,Hardware,None,2013
+705,RNN+weight noise+dynamic eval,University of Toronto,8/4/13,IAM Online Handwriting Database (IAM-OnDB),,Unreleased,Unreleased,,None,2013
+704,Mitosis,IDSIA,9/22/13,,,,,Hardware,None,2013
+703,RCTM,University of Oxford,10/1/13,,Likely,,,Hardware,None,2013
+714,DistBelief NNLM,Google,1/16/13,,Likely,,,Hardware,None,2013
+669,Seq2Seq LSTM,Google,9/10/14,WMT14,,,,"Operation counting,Hardware",None,2014
+668,SPN-4+KN5,"Singapore University of Technology & Design,DSO National Laboratories",9/14/14,Penn TreeBank,,Unreleased,Open (non-commercial),,None,2014
+667,GoogLeNet / InceptionV1,"Google,University of Michigan,University of North Carolina",9/17/14,"ILSVRC 2014 subset of ImageNet,ImageNet",Confident,,,Third-party estimation,Indirect,2014
+666,Deeply-supervised nets,Microsoft Research,9/18/14,"MNIST,CIFAR-10,CIFAR-100,SVHN (Street View House Numbers)",,,,,None,2014
+665,Spatially-Sparse CNN,University of Warwick,9/23/14,CIFAR-10,Unknown,,,,None,2014
+664,LRCN,"UT Austin,University of Massachusetts Lowell,University of California (UC) Berkeley",11/7/14,TaCoS,,,,,None,2014
+661,Cascaded LNet-ANet,Chinese University of Hong Kong (CUHK),11/28/14,"ILSVRC 2012 subset of ImageNet,CelebA",Unknown,,,,None,2014
+662,Fully Convolutional Networks,University of California (UC) Berkeley,11/14/14,,Unknown,,,,None,2014
+660,SNM-skip,Google,12/3/14,One Billion Word benchmark,Speculative,,,Operation counting,None,2014
+659,NTM,Google DeepMind,12/10/14,,Unknown,,,,None,2014
+658,Fractional Max-Pooling,University of Warwick,12/18/14,CIFAR-100,Likely,,,Hardware,None,2014
+670,Large regularized LSTM,"New York University (NYU),Google Brain",9/8/14,Penn TreeBank,,Unreleased,Open source,,None,2014
+656,DeepLab,"Google,University of California Los Angeles (UCLA)",12/22/14,,Unknown,,,,None,2014
+663,SC-NLM,University of Toronto,11/10/14,"COCO,Flickr30K Entities",Confident,,,,Indirect,2014
+657,ADAM (CIFAR-10),"University of Amsterdam,OpenAI,University of Toronto",12/22/14,,,,,Third-party estimation,None,2014
+671,VGG19,University of Oxford,9/4/14,ILSVRC 2012 subset of ImageNet,,,,,None,2014
+673,RNNsearch-50*,"Jacobs University Bremen,University of Montreal / Université de Montréal",9/1/14,WMT'14 + selection,,,,Third-party estimation,None,2014
+672,VGG16,University of Oxford,9/4/14,ILSVRC 2012 subset of ImageNet,Confident,,,Hardware,Indirect,2014
+686,GloVe (32B),Stanford University,1/1/14,Common Crawl,,,,,None,2014
+685,HyperNEAT,University of Texas at Austin,3/5/14,,,,,,None,2014
+684,Paragraph Vector,Google,5/14/14,IMDb,Confident,,,,Indirect,2014
+683,AdaRNN,Beihang University,6/1/14,,Confident,,,,Indirect,2014
+682,GRUs,"University of Montreal / Université de Montréal,Jacobs University,University of Maine",6/3/14,,Unknown,,,,None,2014
+681,Two-stream ConvNets for action recognition,University of Oxford,6/9/14,,Unknown,,,,None,2014
+687,GloVe (6B),Stanford University,1/1/14,Gigaword5 + Wikipedia2014,,,,,None,2014
+679,SPPNet,"Microsoft,Xi’an Jiaotong University,University of Science and Technology of China",6/18/14,ImageNet-1k,,,,Hardware,None,2014
+678,Fragment embedding,Stanford University,6/21/14,Flickr30K Entities,Likely,,,,None,2014
+677,RNN-WER,"DeepMind,University of Toronto",6/22/14,WSJ,Likely,,,,None,2014
+676,DeepFace,"Tel Aviv University,Facebook",6/23/14,,Unknown,,,,None,2014
+675,Multiresolution CNN,"Google,Stanford University",6/23/14,,,,,,None,2014
+674,SmooCT,University College London (UCL),7/1/14,,,,,Hardware,None,2014
+680,GANs,University of Montreal / Université de Montréal,6/10/14,CIFAR-10,Speculative,,,Third-party estimation,None,2014
+638,AlphaGo Fan,DeepMind,10/1/15,,,Unreleased,Unreleased,Hardware,None,2015
+637,Multi-scale Dilated CNN,"Princeton University,Intel Labs",11/23/15,,Unknown,,,,None,2015
+636,Netflix Recommender System,Netflix,12/1/15,,Unknown,,,,None,2015
+635,Inception v3,"Google,University College London (UCL)",12/2/15,ILSVRC 2012 subset of ImageNet,,,,,None,2015
+634,DeepSpeech2 (English),Baidu Research - Silicon Valley AI Lab,12/8/15,,Confident,,,"Operation counting,Third-party estimation",Indirect,2015
+630,BPL,"University of Toronto,New York University (NYU),Massachusetts Institute of Technology (MIT)",12/11/15,,Unknown,,,,None,2015
+632,ResNet-110 (CIFAR-10),Microsoft,12/10/15,,,,,,None,2015
+631,ResNet-152 (ImageNet),Microsoft,12/10/15,ILSVRC 2012 subset of ImageNet,,,,Operation counting,None,2015
+629,Advantage Learning,Google DeepMind,12/15/15,,Unknown,,,,None,2015
+628,"Variational (untied weights, MC) LSTM (Large)",University of Cambridge,12/16/15,,,Unreleased,Unreleased,,None,2015
+639,Deep Deterministic Policy Gradients,Google DeepMind,9/9/15,,Unknown,,,,None,2015
+633,SSD,,12/8/15,,Confident,Open weights (unrestricted),,,Indirect,2015
+640,BPE,University of Edinburgh,8/31/15,WMT'15,,,,,None,2015
+647,Trajectory-pooled conv nets,"Chinese University of Hong Kong (CUHK),Chinese Academy of Sciences",5/19/15,"ImageNet,UCF101",,,,,None,2015
+642,"Listen, Attend and Spell","Google,Carnegie Mellon University (CMU)",8/20/15,,Unknown,Unreleased,Unreleased,,None,2015
+641,LSTM-Char-Large,"Harvard University,New York University (NYU)",8/26/15,Penn TreeBank,,Unreleased,Open source,,None,2015
+654,CRF-RNN,"University of Oxford,Stanford University,Baidu",2/11/15,,Unknown,,,,None,2015
+652,DQN-2015,Google,2/25/15,,,,,,None,2015
+651,Constituency-Tree LSTM,"MetaMind Inc,Stanford University",2/28/15,,,,,,None,2015
+650,genCNN + dyn eval,"Chinese Academy of Sciences,Huawei Noah's Ark Lab,Dublin City University",3/17/15,Penn TreeBank,,Unreleased,Unreleased,,None,2015
+649,Fast R-CNN,Microsoft Research,4/30/15,,Unknown,,,,None,2015
+653,TRPO,University of California (UC) Berkeley,2/19/15,,Confident,Unreleased,,,Indirect,2015
+655,"MSRA (C, PReLU)",Microsoft Research,2/6/15,,,,,Hardware,None,2015
+646,Faster R-CNN,Microsoft Research,6/4/15,,Unknown,Open weights (unrestricted),Open source,,Indirect,2015
+645,YOLO,"University of Washington,Allen Institute for AI,Facebook AI Research",6/8/15,,,,,,None,2015
+644,BatchNorm,Google,6/15/15,ImageNet,Confident,,,,Indirect,2015
+643,Search-Proven Best LSTM,Google,7/6/15,,,Unreleased,Unreleased,,None,2015
+648,Deep LSTM video classifier,"University of Texas at Austin,Google",5/1/15,,Unknown,,,,None,2015
+591,BIDAF,"University of Washington,Allen Institute for AI",11/5/16,"SQuAD,DMQA,GloVe",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2016
+600,TSN,"ETH Zurich,Shenzhen Institute of Advanced Technology,Chinese University of Hong Kong (CUHK)",9/17/16,,Unknown,,,,None,2016
+599,Wide Residual Network,Université Paris-Est,9/19/16,,Unknown,,,,None,2016
+598,GNMT,Google,9/26/16,,,Hosted access (no API),Unreleased,"Hardware,Third-party estimation",None,2016
+597,Pointer Sentinel-LSTM (medium),"MetaMind Inc,Salesforce",9/26/16,Penn TreeBank,,Unreleased,Unreleased,,None,2016
+596,Zoneout + Variational LSTM (WT2),"MetaMind Inc,Salesforce",9/26/16,WikiText-2,,Unreleased,Unreleased,,None,2016
+594,Differentiable neural computer,Google DeepMind,10/12/16,,Unknown,,,,None,2016
+593,SPIDER2,"Griffith University,University of Iowa,Dezhou University",10/28/16,Unspecified,Likely,Open weights (non-commercial),,Operation counting,Indirect,2016
+592,VD-LSTM+REAL Large,"Salesforce Research,Stanford University",11/4/16,Penn TreeBank,,Unreleased,Unreleased,,None,2016
+590,NAS with base 8 and shared embeddings,Google Brain,11/5/16,Penn TreeBank,,Unreleased,Unreleased,,None,2016
+583,Elastic weight consolidation,DeepMind,12/2/16,,Unknown,,,,None,2016
+588,Deeply-recursive ConvNet,Seoul National University,11/11/16,,Unknown,,,,None,2016
+587,ResNeXt-50,"University of California San Diego,Facebook",11/16/16,,,,,,None,2016
+586,PolyNet,Chinese University of Hong Kong (CUHK),11/17/16,ImageNet,Likely,,,"Comparison with other models,Operation counting",None,2016
+585,RefineNet,"University of Adelaide,Australian Centre for Robotic Vision",11/20/16,,Unknown,,,,None,2016
+584,Image-to-image cGAN,University of California (UC) Berkeley,11/21/16,,Unknown,,,,None,2016
+601,Stacked hourglass network,University of Michigan,9/17/16,,Unknown,,,,None,2016
+582,PointNet,Stanford University,12/2/16,,Unknown,,,,None,2016
+581,GAN-Advancer,OpenAI,12/5/16,,Unknown,Unreleased,Open (non-commercial),,None,2016
+580,Diabetic Retinopathy Detection Net,"UT Austin,University of California (UC) Berkeley,Google",12/13/16,,Unknown,,,,None,2016
+579,GCNN-14,Facebook AI Research,12/23/16,WikiText-103,Unknown,Unreleased,Unreleased,,None,2016
+578,YOLOv2,"University of Washington,Allen Institute for AI",12/25/16,,,Open weights (non-commercial),Unreleased,,Indirect,2016
+589,NASv3 (CIFAR-10),Google Brain,11/5/16,,Likely,,,"Third-party estimation,Operation counting",None,2016
+602,ResNet-1001,Microsoft,9/17/16,"CIFAR-10,CIFAR-100",,,,,None,2016
+595,Xception,Google,10/7/16,JFT,Confident,,,Hardware,Indirect,2016
+604,MS-CNN,"IBM,University of California San Diego",9/17/16,,Unknown,,,,None,2016
+603,ResNet-200,Microsoft Research Asia,9/17/16,ImageNet,Speculative,Unreleased,Open (non-commercial),Hardware,None,2016
+627,AlphaGo Lee,DeepMind,1/27/16,,Speculative,Unreleased,Unreleased,Comparison with other models,None,2016
+626,Convolutional Pose Machines,Carnegie Mellon University (CMU),1/30/16,,Unknown,,,,None,2016
+625,A3C FF hs,"Google,University of Montreal / Université de Montréal",2/4/16,,Unknown,,,,None,2016
+624,Inception-ResNet-V2,Google,2/23/16,,,,,,None,2016
+623,Inceptionv4,Google,2/23/16,,,,,,None,2016
+621,Binarized Neural Network (MNIST),"Technion - Israel Institute of Technology,Columbia University,University of Montreal / Université de Montréal",3/17/16,MNIST,Speculative,,,,None,2016
+620,Symmetric Residual Encoder-Decoder Net,"Nanjing University,University of Adelaide",3/30/16,,Unknown,,,,None,2016
+619,Gated HORNN (3rd order),York University,4/30/16,Penn TreeBank,,Unreleased,Unreleased,,None,2016
+618,Named Entity Recognition model,Carnegie Mellon University (CMU),5/29/16,CoNLL2003,Confident,,,Hardware,Indirect,2016
+617,Part-of-sentence tagging model,Carnegie Mellon University (CMU),5/29/16,"WSJ,Penn TreeBank",Confident,,,Hardware,Indirect,2016
+622,SqueezeNet,"DeepScale,University of California (UC) Berkeley,Stanford University",2/24/16,,,,,,None,2016
+615,DMN,Salesforce,6/20/16,,Unknown,,,,None,2016
+605,Youtube recommendation model,Google,9/15/16,,Unknown,,,,None,2016
+616,Spatiotemporal fusion ConvNet,"Graz University of Technology,University of Oxford",6/1/16,UCF101,,,,,None,2016
+606,WaveNet,Google DeepMind,9/12/16,,Unknown,,,,None,2016
+607,Multi-task Cascaded CNN,"Chinese Academy of Sciences,Chinese University of Hong Kong (CUHK)",8/26/16,,Unknown,,,,None,2016
+609,SimpleNet,"Sensifai,Islamic Azad University,Technicolor R&I,Institute for Research in Fundamental Sciences (IPM)",8/22/16,"CIFAR-10,ImageNet",Confident,,,,Indirect,2016
+608,DenseNet-264,"Tsinghua University,Facebook AI Research,Cornell University",8/25/16,,,,,,None,2016
+611,VD-RHN,"ETH Zurich,IDSIA",7/12/16,Penn TreeBank,,Unreleased,Open source,,None,2016
+612,fastText,Facebook AI Research,7/6/16,,Unknown,,,,None,2016
+613,Wide & Deep,Google,6/24/16,,Unknown,,,,None,2016
+614,R-FCN,"Tsinghua University,Microsoft Research",6/21/16,"PASCAL VOC 2007,PASCAL VOC 2012,COCO",,,,Hardware,None,2016
+610,Character-enriched word2vec,Facebook AI Research,7/15/16,,Unknown,,,,None,2016
+546,Cutout-regularized net,"University of Guelph,Vector Institute,CIFAR AI Research",8/15/2017,,Unknown,,,,None,2017
+538,LSTM + dynamic eval,University of Edinburgh,9/21/2017,WikiText-2,,Unreleased,Open source,,None,2017
+536,AlphaGo Zero,DeepMind,10/18/2017,,,Unreleased,Unreleased,"Third-party estimation,Hardware",None,2017
+537,AWD-LSTM+WT+Cache+IOG (WT2),NTT Communication Science Laboratories,9/26/2017,,,Unreleased,Open (non-commercial),,None,2017
+539,ISS,"Duke University,Microsoft",9/15/2017,,,Unreleased,Open source,,None,2017
+544,Adversarial Joint Adaptation Network (ResNet),"Tsinghua University,University of California (UC) Berkeley",8/17/2017,"Office-31,ILSVRC 2012 subset of ImageNet",Speculative,,,,None,2017
+541,SENet (ImageNet),"Chinese Academy of Sciences,University of Oxford",9/5/2017,ImageNet,,,,,None,2017
+542,GL-LWGC-AWD-MoS-LSTM + dynamic evaluation (WT2),Ben-Gurion University of the Negev,8/29/2017,WikiText-2,,Unreleased,Unreleased,,None,2017
+543,Libratus,Carnegie Mellon University (CMU),8/19/2017,,,Unreleased,Unreleased,Hardware,None,2017
+545,NeuMF (Pinterest),"Shandong University,Texas A&M,National University of Singapore,Columbia University",8/16/2017,,Unknown,,,,None,2017
+535,AlphaGo Master,DeepMind,10/19/2017,,,Unreleased,Unreleased,Benchmarks,None,2017
+540,PyramidNet,Korea Advanced Institute of Science and Technology (KAIST),9/6/2017,"CIFAR-10,CIFAR-100",Likely,Open weights (unrestricted),Open source,Operation counting,Indirect,2017
+534,LRSO-GAN,University of Technology Sydney,10/22/2017,,Unknown,,,,None,2017
+522,2-layer-LSTM+Deep-Gradient-Compression,"Tsinghua University,Stanford University,NVIDIA",12/5/2017,,,Unreleased,Unreleased,,None,2017
+532,CapsNet (MultiMNIST),Google Brain,10/26/2017,,,,,,None,2017
+531,ProgressiveGAN,NVIDIA,10/27/2017,,Unknown,,,,None,2017
+530,PhraseCond,"Carnegie Mellon University (CMU),University of Pittsburgh",10/28/2017,SQuAD 1.1,Confident,,,,Indirect,2017
+529,S-Norm,"University of Washington,Allen Institute for AI",10/29/2017,TriviaQA,Confident,,,,Indirect,2017
+528,DCN+,Salesforce Research,10/31/2017,SQuAD,Confident,Unreleased,,,Indirect,2017
+527,Fraternal dropout + AWD-LSTM 3-layer (WT2),"Jagiellonian University,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms),University of Montreal / Université de Montréal",10/31/2017,WikiText-2,,Unreleased,Open source,,None,2017
+526,"AWD-LSTM-MoS + dynamic evaluation (WT2, 2017)",Carnegie Mellon University (CMU),11/10/2017,,,Unreleased,Open source,,None,2017
+525,TriNet,"Visual Computing Institute,RWTH Aachen University",11/21/2017,,Unknown,,,,None,2017
+524,PNAS-net,"Johns Hopkins University,Google AI,Stanford University",12/2/2017,,,,,,None,2017
+523,PNASNet-5,"Johns Hopkins University,Google AI,Stanford University",12/2/2017,ImageNet-1k,,,,Comparison with other models,None,2017
+521,AlphaZero,DeepMind,12/5/2017,,,Unreleased,Unreleased,Third-party estimation,None,2017
+520,Tacotron 2,"Google,University of California (UC) Berkeley",12/19/2017,,Confident,,,,Indirect,2017
+533,CapsNet (MNIST),Google Brain,10/26/2017,MNIST,,,,,None,2017
+547,EI-REHN-1000D,Korea Advanced Institute of Science and Technology (KAIST),8/14/2017,,,Unreleased,Unreleased,,None,2017
+561,HRA,"Maluuba,Microsoft",6/13/2017,,Unknown,,,,None,2017
+549,RetinaNet-R101,Facebook AI Research,8/7/2017,COCO,,,,Hardware,None,2017
+548,OpenAI TI7 DOTA 1v1,OpenAI,8/11/2017,,,,,Third-party estimation,None,2017
+577,DeepStack,"University of Alberta,Charles University,Czech Technical University",1/6/2017,,Speculative,,,Hardware,None,2017
+576,OR-WideResNet,"Duke University,University of Chinese Academy of Sciences",1/7/2017,CIFAR-10,Confident,,,,Indirect,2017
+575,MoE-Multi,"Jagiellonian University,Google Brain",1/23/2017,,,Unreleased,,Hardware,None,2017
+574,DnCNN,"Harbin Institute of Technology,Hong Kong Polytechnic University,ULSee Inc.,Xi’an Jiaotong University",2/1/2017,,Unknown,,,,None,2017
+573,Prototypical networks,"University of Toronto,Twitter",3/15/2017,,Unknown,,,,None,2017
+572,Mask R-CNN,Facebook AI Research,3/30/2017,COCO,Unknown,,,,None,2017
+571,WGAN-GP,"Courant Institute of Mathematical Sciences,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms)",3/31/2017,,Unknown,,,,None,2017
+570,MobileNet,Google,4/17/2017,,,,,,None,2017
+569,DeepLab (2017),"Johns Hopkins University,Google,University College London (UCL)",4/27/2017,,Unknown,,,,None,2017
+568,Mnemonic Reader,"Fudan University,Microsoft Research",5/8/2017,SQuAD,Confident,,,,Indirect,2017
+567,SRGAN,Twitter,5/25/2017,,Unknown,Unreleased,Unreleased,,None,2017
+566,Inflated 3D ConvNet,"DeepMind,University of Oxford",6/1/2017,,Unknown,,,,None,2017
+565,PointNet++,Stanford University,6/7/2017,,Unknown,,,,None,2017
+564,Reading Twice for NLU,DeepMind,6/8/2017,"TriviaQA,SQuAD",Unknown,,,,None,2017
+563,EDSR,Seoul National University,6/10/2017,,Unknown,,,,None,2017
+550,RetinaNet-R50,Facebook AI Research,8/7/2017,,,,,,None,2017
+552,GSM,"Peking University,Microsoft Research",7/30/2017,SQuAD,Likely,,,,None,2017
+553,ConvS2S (ensemble of 8 models),Meta AI,7/25/2017,"WMT English-German,WMT14,Gigaword",Likely,,,Hardware,None,2017
+554,PSPNet,Chinese University of Hong Kong (CUHK),7/21/2017,,Unknown,,,,None,2017
+555,NASNet-A,Google Brain,7/21/2017,,,,,,None,2017
+551,AWD-LSTM - 3-layer LSTM (tied) + continuous cache pointer (WT2),Salesforce Research,8/7/2017,WikiText-2,,Unreleased,Open source,,None,2017
+557,JFT,"Google Research,Carnegie Mellon University (CMU)",7/10/2017,JFT-300M,Confident,,,Hardware,Indirect,2017
+558,ShuffleNet v1,Megvii Inc,7/3/2017,,,,,,None,2017
+559,NoisyNet-Dueling,DeepMind,6/30/2017,,Unknown,Unreleased,Unreleased,,None,2017
+560,DeepLabV3,Google,6/17/2017,,Unknown,,,,None,2017
+562,Transformer,"Google Research,Google Brain",6/12/2017,"WMT English-German,WMT14",Confident,Unreleased,Unreleased,Hardware,Indirect,2017
+556,AWD-LSTM,"DeepMind,University of Oxford",7/18/2017,WikiText-2,,Unreleased,Unreleased,,None,2017
+483,Transformer + Simple Recurrent Unit,"ASAPP,Cornell University,Google,Princeton University",9/17/2018,WMT English-German,Confident,Unreleased,Unreleased,Hardware,Indirect,2018
+484,ESRGAN,"Chinese University of Hong Kong (CUHK),Chinese Academy of Sciences,Nanyang Technological University",9/1/2018,"DIV2K,Flickr2K,OutdoorSceneTraining (OST)",Unknown,,,,None,2018
+485,(ensemble): AWD-LSTM-DOC (fin) √ó 5 (WT2),"NTT Communication Science Laboratories,Tohoku University",8/30/2018,WikiText-2,,Open weights (unrestricted),Open source,,Indirect,2018
+486,Big Transformer for Back-Translation,"Facebook AI Research,Google Brain",8/28/2018,WMT English-German,Likely,Open weights (unrestricted),Open source,Hardware,Indirect,2018
+489,Big-Little Net,IBM,7/10/2018,ImageNet,Likely,Open weights (unrestricted),Open source,Operation counting,Indirect,2018
+488,Big-Little Net (speech),IBM,7/10/2018,"Switchboard,Fisher",Speculative,Open weights (unrestricted),Open source,Operation counting,Indirect,2018
+490,RCAN,Northeastern University,7/8/2018,DIV2K,Unknown,,,,None,2018
+491,Population-based DRL,DeepMind,7/3/2018,,,Unreleased,Unreleased,Third-party estimation,None,2018
+481,LSTM+NeuralCache,"KU Leuven,ESAT - PSI,Apple",9/24/2018,,,Unreleased,Unreleased,,None,2018
+487,AWD-LSTM-MoS+PDR + dynamic evaluation (WT2),IBM,8/14/2018,WikiText-2,,Unreleased,Unreleased,,None,2018
+480,BigGAN-deep 512x512,"Heriot-Watt University,DeepMind",9/28/2018,JFT-300M,Likely,Open weights (unrestricted),Unreleased,Third-party estimation,Indirect,2018
+474,Mesh-TensorFlow Transformer 2.9B (translation),Google Brain,11/5/2018,WMT14,Likely,Unreleased,Open source,Hardware,None,2018
+478,BERT-Large,Google,10/11/2018,,,Open weights (unrestricted),Open source,"Operation counting,Hardware",Indirect,2018
+477,MetaMimic,Google,10/11/2018,,,,,,None,2018
+476,TrellisNet,"Carnegie Mellon University (CMU),Bosch Center for Artificial Intelligence,Intel Labs",10/15/2018,WikiText-103,,Unreleased,Open source,,None,2018
+475,MemoReader,"Samsung,Korea University",10/31/2018,TriviaQA,Unknown,Unreleased,,,None,2018
+492,ShuffleNet v2,"Tsinghua University,Megvii Inc",6/30/2018,,,,,,None,2018
+473,Mesh-TensorFlow Transformer 4.9B (language),Google Brain,11/5/2018,"Wikipedia,One Billion Word benchmark",Confident,Unreleased,Open source,Hardware,Indirect,2018
+472,Fine-tuned-AWD-LSTM-DOC (fin),Samsung R&D Institute Russia,11/12/2018,Penn TreeBank,Confident,Unreleased,Unreleased,Operation counting,Indirect,2018
+471,Multi-cell LSTM,University of Hyderabad,11/15/2018,,,Unreleased,Unreleased,,None,2018
+470,GPipe (Amoeba),Google,11/16/2018,ImageNet,,,,,None,2018
+469,GPipe (Transformer),Google,11/16/2018,,,,,,None,2018
+479,Transformer (Adaptive Input Embeddings) WT103,Facebook AI Research,9/28/2018,WikiText-103,Confident,Open weights (unrestricted),Open source,"Hardware,Operation counting",Indirect,2018
+493,QT-Opt,"Google Brain,University of California (UC) Berkeley",6/27/2018,,Likely,Unreleased,,Hardware,None,2018
+482,"AWD-LSTM-MoS + dynamic evaluation (WT2, 2018)","Peking University,Microsoft Research Asia",9/18/2018,WikiText-2,,Unreleased,Open (non-commercial),,None,2018
+495,MobileNetV2,Google,6/18/2018,,,,,,None,2018
+519,Refined Part Pooling,"Tsinghua University,University of Technology Sydney,University of Texas at San Antonio",1/9/2018,"ImageNet-1k,Market-1501",Confident,,,Hardware,Indirect,2018
+494,DARTS,"DeepMind,Carnegie Mellon University (CMU)",6/24/2018,WikiText-2,,Unreleased,Open source,,None,2018
+518,ULM-FiT,"University of San Francisco,Insight Centre NUI Galway,Fast.ai",1/18/2018,"IMDb,Yelp,Trec-6,DBpedia,AG news,WikiText-103",Speculative,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2018
+517,ELMo,"University of Washington,Allen Institute for AI",2/1/2018,,Speculative,,,Third-party estimation,None,2018
+516,QRNN,Salesforce Research,2/1/2018,WikiText-103,,Unreleased,Unreleased,,None,2018
+515,AmoebaNet-A (F=190),Google Brain,2/5/2018,,,,,,None,2018
+513,IMPALA,DeepMind,2/5/2018,,,Unreleased,Open source,Third-party estimation,None,2018
+512,DeepLabV3+,Google,2/7/2018,"ImageNet-1k,COCO,JFT-300M",Unknown,,,,None,2018
+511,ENAS,"Google Brain,Carnegie Mellon University (CMU),Stanford University",2/9/2018,Penn TreeBank,,Unreleased,Open source,,None,2018
+510,TCN (P-MNIST),"Carnegie Mellon University (CMU),Intel Labs",2/15/2018,P-MNIST,Confident,,,,Indirect,2018
+509,Spectrally Normalized GAN,"Preferred Networks Inc,Ritsumeikan University,National Institute of Informatics",2/16/2018,CIFAR-10,Unknown,,,,None,2018
+508,Residual Dense Network,"Northeastern University,University of Rochester",2/24/2018,DIV2K,Unknown,,,,None,2018
+514,AmoebaNet-A (F=448),Google Brain,2/5/2018,ImageNet-1k,,Unreleased,Unreleased,Hardware,None,2018
+506,LSTM (2018),"Intel Labs,Carnegie Mellon University (CMU)",3/4/2018,Penn TreeBank,,Open weights (unrestricted),Open source,,Indirect,2018
+497,GPT-1,OpenAI,6/1/2018,"BookCorpus (BooksCorpus, Toronto Book Corpus)",,Open weights (unrestricted),Open source,Operation counting,Indirect,2018
+507,Chinese - English translation,Microsoft,3/1/2018,,Unknown,,,,None,2018
+498,aLSTM(depth-2)+RecurrentPolicy (WT2),"University of Manchester,Alan Turing Institute",5/22/2018,,,Unreleased,Open source,,None,2018
+496,Relational Memory Core,"DeepMind,University College London (UCL)",6/5/2018,WikiText-103,Unknown,Unreleased,Unreleased,,None,2018
+500,ResNeXt-101 32x48d,Facebook,5/2/2018,"ImageNet,Instagram",Confident,Open weights (non-commercial),Unreleased,Operation counting,Indirect,2018
+501,Diffractive Deep Neural Network,University of California Los Angeles (UCLA),4/14/2018,MNIST,Likely,,,,None,2018
+499,Dropout-LSTM+Noise(Bernoulli) (WT2),"Columbia University,New York University (NYU),Princeton University",5/3/2018,,,Unreleased,Unreleased,,None,2018
+502,YOLOv3,University of Washington,4/8/2018,ImageNet,,Unreleased,Unreleased,Operation counting,None,2018
+503,"LSTM (Hebbian, Cache, MbPA)","DeepMind,University College London (UCL)",3/27/2018,Project Gutenberg,Confident,Unreleased,Unreleased,"Hardware,Operation counting",Indirect,2018
+504,4 layer QRNN (h=2500),Salesforce Research,3/22/2018,WikiText-103,,Unreleased,Open source,,None,2018
+505,Rotation,École des Ponts ParisTech,3/21/2018,CIFAR-10,,,,,None,2018
+418,DistilBERT,Hugging Face,10/2/2019,"Wikipedia,BookCorpus (BooksCorpus, Toronto Book Corpus)",,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+419,AlphaX-1,"Facebook AI Research,Brown University",10/2/2019,"ImageNet,COCO",,Unreleased,Open (non-commercial),,None,2019
+420,ALBERT,"Toyota Technological Institute at Chicago,Google Research",9/26/2019,"BookCorpus (BooksCorpus, Toronto Book Corpus),Wikipedia",,Open weights (unrestricted),Open source,,Indirect,2019
+421,Adaptive Inputs + LayerDrop,"Facebook AI Research,LORIA",9/25/2019,WikiText-103,,Open weights (unrestricted),Open source,,Indirect,2019
+416,T5-3B,Google,10/23/2019,C4,Confident,Open weights (unrestricted),Open source,"Third-party estimation,Reported",Direct,2019
+417,M4-50B,Google,10/11/2019,,Confident,Unreleased,Unreleased,,Indirect,2019
+422,Megatron-LM (8.3B),NVIDIA,9/17/2019,,Likely,Unreleased,Open source,"Hardware,Operation counting,Third-party estimation",None,2019
+426,"Mogrifier (d2, MoS2, MC) + dynamic eval","DeepMind,University of Oxford",9/4/2019,WikiText-2,,Unreleased,Unreleased,,None,2019
+424,ResNet-152 + ObjectNet,Massachusetts Institute of Technology (MIT),9/6/2019,ObjectNet,,Unreleased,Unreleased,Hardware,None,2019
+425,UDSMProt,Fraunhofer Heinrich Hertz Institute,9/4/2019,"SwissProt,a subset of UniProtKB",Likely,Open weights (unrestricted),Open source,Operation counting,Indirect,2019
+427,EN^2AS with performance reward,"Beijing Institute of Technology,University of Technology Sydney,Monash University",7/22/2019,,,Unreleased,Unreleased,,None,2019
+428,Pluribus,Facebook AI Research,7/11/2019,,,Unreleased,Unreleased,Hardware,None,2019
+415,T5-11B,Google,10/23/2019,C4,Confident,Open weights (unrestricted),Open source,"Reported,Operation counting,Third-party estimation",Direct,2019
+429,BigBiGAN,Google,7/4/2019,ImageNet,,Open weights (unrestricted),Unreleased,,Indirect,2019
+423,Megatron-BERT,NVIDIA,9/17/2019,,Confident,Unreleased,Open source,"Operation counting,Third-party estimation",Indirect,2019
+414,BART-large,Facebook AI,10/29/2019,Wikipedia,,Open weights (unrestricted),Open source,,Indirect,2019
+402,StarGAN v2,"NAVER,Yonsei University,Swiss Federal Institute of Technology",12/4/2019,"CelebA,AFHQ",Unknown,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+412,Base LM + kNN LM + Continuous Cache,"Stanford University,Facebook AI Research",11/1/2019,WikiText-103,,Unreleased,Open source,,None,2019
+430,RoBERTa Large,"Facebook,University of Washington",7/1/2019,"CC-News,BookCorpus (BooksCorpus, Toronto Book Corpus),WebText2,Wikipedia",Confident,Open weights (unrestricted),Open source,"Hardware,Operation counting",Indirect,2019
+397,Big Transfer (BiT-L),Google Brain,12/24/2019,JFT-300M,,Unreleased,Unreleased,,None,2019
+398,DD-PPO,"Georgia Institute of Technology,Facebook AI Research,Oregon State University,Simon Fraser University",12/19/2019,,Likely,Unreleased,Unreleased,Hardware,None,2019
+399,OpenAI Five Rerun,OpenAI,12/13/2019,,,Unreleased,Unreleased,Third-party estimation,None,2019
+400,OpenAI Five,OpenAI,12/13/2019,,Confident,Unreleased,Unreleased,,Indirect,2019
+401,MMLSTM,"Beijing University of Posts and Telecommunications,University of West London",12/5/2019,WikiText-103,,Unreleased,Unreleased,,None,2019
+403,Transformer-XL DeFINE (141M),"University of Washington,Allen Institute for AI",11/27/2019,"WikiText-103,Penn TreeBank",,Unreleased,Unreleased,,None,2019
+404,Photo-Geometric Autoencoder,University of Oxford,11/25/2019,"CelebA,3DFAW,BFM",Unknown,Open weights (unrestricted),Open source,,Indirect,2019
+405,Transformer - LibriVox + Decoding/Rescoring,Facebook,11/19/2019,"LibriSpeech,LibriVox",Confident,Open weights (unrestricted),,,Indirect,2019
+406,MuZero,DeepMind,11/19/2019,,,Unreleased,Unreleased,Hardware,None,2019
+407,MoCo,Facebook AI,11/13/2019,"ImageNet,Instagram-1B",,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+408,Noisy Student (L2),"Carnegie Mellon University (CMU),Google",11/11/2019,"ImageNet,JFT",,Unreleased,Open source,Hardware,None,2019
+409,Sandwich Transformer,"Allen Institute for AI,Facebook AI Research",11/10/2019,"BookCorpus (BooksCorpus, Toronto Book Corpus),enwik8,text8",,Unreleased,Open (non-commercial),,None,2019
+410,CamemBERT,"Facebook,INRIA,Sorbonne University",11/10/2019,CCNet,Confident,Open weights (unrestricted),Unreleased,"Hardware,Operation counting",Indirect,2019
+411,XLM-RoBERTa,Facebook AI,11/5/2019,CC100,Confident,Open weights (non-commercial),Open (non-commercial),Operation counting,Indirect,2019
+413,AlphaStar,DeepMind,10/30/2019,,,Unreleased,Open source,Hardware,None,2019
+431,Tensorized Transformer (257M),"Tianjin University,Microsoft Research Asia,Beijing Institute of Technology",6/24/2019,WikiText-103,,Unreleased,Open (non-commercial),,None,2019
+454,Transformer-XL + RMS dynamic eval,University of Edinburgh,4/17/2019,WikiText-103,,Unreleased,Open source,,None,2019
+433,LaNet-L (CIFAR-10),"Brown University,Facebook",6/17/2019,CIFAR-10,Confident,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+453,SpecAugment,Google Brain,4/18/2019,"LibriSpeech,Switchboard,Fisher",Unknown,Unreleased,Unreleased,,None,2019
+455,WeNet (Penn Treebank),Amazon,4/8/2019,Penn TreeBank,Likely,Unreleased,Unreleased,"Hardware,Operation counting",None,2019
+456,True-Regularization+Finetune+Dynamic-Eval,"Mobvoi,Williams College",4/8/2019,Penn TreeBank,,Unreleased,Unreleased,,None,2019
+457,Cross-lingual alignment,"Tel Aviv University,Massachusetts Institute of Technology (MIT)",4/4/2019,"Wikipedia,CoNLL2017",,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+458,FAIRSEQ Adaptive Inputs,"Facebook AI Research,Google Brain",4/1/2019,WikiText-103,,Unreleased,Open source,,None,2019
+459,SciBERT,Allen Institute for AI,3/26/2019,,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+452,BERT-Large-CAS (PTB+WT2+WT103),Amazon,4/20/2019,"Penn TreeBank,WikiText-2,WikiText-103",,Unreleased,Open source,,None,2019
+432,Walking Minotaur robot,"University of California (UC) Berkeley,Google Brain",6/19/2019,,Unknown,Unreleased,Unreleased,,None,2019
+463,GPT-2 (1.5B),OpenAI,2/14/2019,WebText,,Open weights (unrestricted),Unreleased,Operation counting,Direct,2019
+464,Hanabi 4 player,"DeepMind,University of Oxford,Carnegie Mellon University (CMU),Google Brain",2/1/2019,,,Unreleased,Unreleased,Hardware,None,2019
+465,MT-DNN,Microsoft,1/31/2019,"GLUE,SciTail",,Open weights (unrestricted),Open source,,Indirect,2019
+466,Transformer-XL (257M),"Carnegie Mellon University (CMU),Google Brain",1/9/2019,WikiText-103,,Open weights (unrestricted),Open source,,Indirect,2019
+467,Decoupled weight decay regularization,University of Freiburg,1/4/2019,CIFAR-10,,Open weights (unrestricted),Open source,Operation counting,Indirect,2019
+468,Transformer ELMo,"Allen Institute for AI,University of Washington",1/1/2019,,,Unreleased,Unreleased,,None,2019
+461,KataGo,Jane Street,2/27/2019,,Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+451,DANet,Chinese Academy of Sciences,4/21/2019,"Cityscapes,COCO-Stuff,PASCAL-Context",Unknown,Open weights (unrestricted),Open source,,Indirect,2019
+460,NMT Transformer 437M,"Google,Bar-Ilan University",2/28/2019,,Confident,Unreleased,Unreleased,,Indirect,2019
+449,ResNet-50 Billion-scale,Facebook AI,5/2/2019,"YFCC-100M,IG-1B-Targeted",,Open weights (non-commercial),Unreleased,,Indirect,2019
+450,Neuro-Symbolic Concept Learner,"Massachusetts Institute of Technology (MIT),Tsinghua University,MIT-IBM Watson AI Lab,DeepMind",4/26/2019,"CLEVR,VQS,ImageNet",Unknown,Unreleased,Open source,,None,2019
+434,PG-SWGAN,ETH Zurich,6/15/2019,"CIFAR-10,LSUN,CelebA",Unknown,Unreleased,Open (non-commercial),,None,2019
+435,FixRes ResNeXt-101 WSL,Facebook AI,6/14/2019,ImageNet,,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+436,Char-CNN-BiLSTM,Capital One,6/13/2019,,Unknown,Unreleased,Unreleased,,None,2019
+437,AWD-LSTM + MoS + Partial Shuffled,University of Texas at Austin,6/10/2019,WikiText-2,,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+438,Transformer-XL Large + Phrase Induction,"Massachusetts Institute of Technology (MIT),University of Illinois Urbana-Champaign (UIUC)",6/4/2019,WikiText-103,,Unreleased,Open source,,None,2019
+439,AMDIM,Microsoft Research,6/3/2019,"ImageNet,CIFAR-10",,Open weights (unrestricted),Open source,,Indirect,2019
+440,XLNet,"Carnegie Mellon University (CMU),Google Brain",6/1/2019,"Wikipedia,BookCorpus (BooksCorpus, Toronto Book Corpus)",Confident,Open weights (unrestricted),Open source,"Hardware,Operation counting",Indirect,2019
+462,ProxylessNAS,Massachusetts Institute of Technology (MIT),2/23/2019,ImageNet,,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+442,DLRM-2020,Facebook AI,5/31/2019,,,Unreleased,Open source,Reported,Indirect,2019
+441,XLM,Facebook,6/1/2019,,,Open weights (non-commercial),Open (non-commercial),,Indirect,2019
+447,AWD-LSTM-DRILL + dynamic evaluation† (WT2),IDIAP,5/14/2019,WikiText-2,,Open weights (unrestricted),Open (restricted use),,Indirect,2019
+446,CPC v2,"DeepMind,University of California (UC) Berkeley",5/22/2019,ImageNet,,Unreleased,Unreleased,,None,2019
+448,ResNeXt-101 Billion-scale,Facebook AI,5/2/2019,YFCC-100M,,Open weights (non-commercial),Unreleased,,Indirect,2019
+444,MnasNet-A1 + SSDLite,Google,5/29/2019,COCO,Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+443,MnasNet-A3,Google,5/29/2019,ImageNet,Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2019
+445,EfficientNet-L2,Google,5/28/2019,ImageNet,,Open weights (unrestricted),Open source,,Indirect,2019
+378,Go-explore,"Uber AI,OpenAI",4/27/2020,,Unknown,Unreleased,Open (non-commercial),,None,2020
+379,CURL,University of California (UC) Berkeley,4/8/2020,,,Open weights (unrestricted),Open source,,Indirect,2020
+385,TransformerXL + spectrum control,"University of California Los Angeles (UCLA),JD.com",3/11/2020,WikiText-103,,Unreleased,Unreleased,,None,2020
+380,Agent57,DeepMind,3/30/2020,,Unknown,Unreleased,Unreleased,,None,2020
+381,MetNet,Google,3/24/2020,,Unknown,Unreleased,Unreleased,,None,2020
+382,ELECTRA,"Stanford University,Google,Google Brain",3/23/2020,"BookCorpus (BooksCorpus, Toronto Book Corpus),Wikipedia,ClueWeb,Gigaword",,Open weights (unrestricted),Open source,Reported,Indirect,2020
+383,Tensor-Transformer(1core)+PN (WT103),University of California (UC) Berkeley,3/17/2020,WikiText-103,,Open weights (unrestricted),Open source,,Indirect,2020
+384,Routing Transformer (WT-103),Google Research,3/12/2020,WikiText-103,,Open weights (unrestricted),Unreleased,,Indirect,2020
+386,TCAN (WT2),"Nanjing University,Ant Group",2/28/2020,WikiText-2,,Unreleased,Open source,,None,2020
+390,ALBERT-xxlarge,"Toyota Technological Institute at Chicago,Google",2/9/2020,"Wikipedia,BookCorpus (BooksCorpus, Toronto Book Corpus)",,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+388,Turing-NLG,Microsoft,2/13/2020,,Likely,Unreleased,Unreleased,"Third-party estimation,Operation counting",None,2020
+389,SimCLR,Google Brain,2/13/2020,ILSVRC 2012 subset of ImageNet,,Open weights (unrestricted),Open source,,Indirect,2020
+391,TaLK Convolution,Carleton University,2/8/2020,WikiText-103,,Unreleased,Unreleased,,None,2020
+392,Perceiver IO (optical flow),DeepMind,2/8/2020,AutoFlow,,Unreleased,Unreleased,,None,2020
+393,Theseus 6/768,"University of California San Diego,Beihang University,Microsoft",2/7/2020,GLUE,,Open weights (unrestricted),Open source,,Indirect,2020
+394,Meena,Google Brain,1/28/2020,,Confident,Unreleased,Unreleased,"Hardware,Operation counting,Third-party estimation",Direct,2020
+396,AlphaFold,DeepMind,1/15/2020,"PDB (Protein Data Bank),UniRef30 (FKA UniClust30)",Speculative,Unreleased,Unreleased,"Hardware,Third-party estimation",None,2020
+377,Once for All,"MIT-IBM Watson AI Lab,Massachusetts Institute of Technology (MIT),IBM",4/29/2020,ImageNet,,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+387,Feedback Transformer,"LORIA,University of Lorraine,Facebook AI Research",2/21/2020,WikiText-103,,Unreleased,Unreleased,,None,2020
+395,ContextNet + Noisy Student,Google,1/19/2020,"LibriSpeech,LibriLight",Confident,Unreleased,Unreleased,Hardware,Indirect,2020
+376,ATLAS,"Allen Institute for AI,University of Washington",5/2/2020,SQuAD 1.1,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+374,NAS+ESS (156M),"Northeastern University (China),Chinese Academy of Sciences,NiuTrans Research,Kingsoft",5/6/2020,Penn TreeBank,,Unreleased,Unreleased,,None,2020
+375,UnifiedQA,"Allen Institute for AI,University of Washington",5/2/2020,,Confident,Unreleased,,"Operation counting,Hardware",Indirect,2020
+343,ERNIE-Doc (247M),Baidu,12/31/2020,WikiText-103,,Open weights (unrestricted),Unreleased,,Indirect,2020
+344,CT-MoS (WT2),"Google,National Tsing Hua University",12/25/2020,WikiText-2,,Unreleased,Unreleased,,None,2020
+345,DensePhrases,"Korea University,Princeton University",12/23/2020,"SQuAD,NQ (Natural Questions)",Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+346,VQGAN + CLIP,Heidelberg University,12/17/2020,,Unknown,,,,None,2020
+347,ESM1b,"Facebook AI Research,New York University (NYU)",12/15/2020,UniRef50,Confident,Open weights (unrestricted),Unreleased,"Hardware,Operation counting",Indirect,2020
+348,CPM-Large,"Tsinghua University,Beijing Academy of Artificial Intelligence / BAAI",12/1/2020,Unspecified unreleased,,Open weights (unrestricted),Unreleased,Third-party estimation,Indirect,2020
+349,AlphaFold 2,DeepMind,11/30/2020,"PDB (Protein Data Bank),UniRef30 (FKA UniClust30),UniRef90,MGnify,BFD (Big Fantastic Dataset),UniProtKB",Likely,Open weights (unrestricted),Unreleased,Hardware,Indirect,2020
+351,SimCLRv2,Google Brain,10/26/2020,,,,,,None,2020
+352,wave2vec 2.0 LARGE,Facebook,10/22/2020,"LibriSpeech,LibriLight",,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+353,ViT-Huge/14,"Google Brain,Google Research",10/22/2020,"ImageNet-1k,ImageNet21k,JFT-300M",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+354,ViT-Base/32,Google Brain,10/22/2020,JFT-300M,,,,,None,2020
+355,German ELECTRA Large,"deepset,Bayerische Staatsbibliothek Muenchen",10/21/2020,"Wikipedia,OPUS,OSCAR,OpenLegalData",Confident,Open weights (unrestricted),,"Hardware,Operation counting",Indirect,2020
+356,GBERT-Large,"deepset,Bayerische Staatsbibliothek Muenchen",10/21/2020,"Wikipedia,OPUS,OSCAR,OpenLegalData",Likely,Open weights (unrestricted),Unreleased,Hardware,Indirect,2020
+357,mT5-XXL,"Google,Google Research",10/20/2020,mC4,Confident,Open weights (unrestricted),Open source,Operation counting,Direct,2020
+350,KEPLER,"Tsinghua University,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms),HEC,CIFAR AI Research,Princeton University,University of Montreal / Université de Montréal",11/23/2020,"Wikipedia,BookCorpus (BooksCorpus, Toronto Book Corpus),Wikidata5M",,Unreleased,Open source,Hardware,None,2020
+359,LUKE,"University of Washington,National Institute of Informatics",10/2/2020,Wikipedia,Likely,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+358,Conformer + Wav2vec 2.0 + Noisy Student,"Google,Google Research,Google Brain",10/20/2020,LibriLight,Confident,Unreleased,Unreleased,Hardware,Indirect,2020
+373,ContextNet,Google,5/7/2020,LibriSpeech,Likely,Unreleased,Unreleased,,None,2020
+372,Conformer,Google,5/16/2020,LibriSpeech,Confident,Unreleased,Unreleased,,Indirect,2020
+371,Retrieval-Augmented Generator,"Facebook,New York University (NYU),University College London (UCL)",5/22/2020,"Wikipedia,NQ (Natural Questions)",Confident,Open weights (unrestricted),Unreleased,,Indirect,2020
+370,DETR,Facebook,5/26/2020,COCO 2017,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+368,iGPT-L,OpenAI,6/17/2020,ILSVRC 2012 subset of ImageNet,,Open weights (unrestricted),Open source,Hardware,Indirect,2020
+367,iGPT-XL,OpenAI,6/17/2020,ILSVRC 2012 subset of ImageNet,,Open weights (unrestricted),Open source,Third-party estimation,Indirect,2020
+369,GPT-3 175B (davinci),OpenAI,5/28/2020,"Common Crawl,WebText2,Wikipedia,Books1,Books2",Confident,API access,Unreleased,Reported,Direct,2020
+365,SemExp,"Carnegie Mellon University (CMU),Facebook AI Research",7/2/2020,"Gibson,Matterport3D (MP3D)",Unknown,Open weights (unrestricted),Open source,,Indirect,2020
+364,Hopfield Networks (2020),"Johannes Kepler University Linz,Institute of Advanced Research in Artificial Intelligence,University of Oslo",7/16/2020,"BACE,SIDER",Unknown,Open weights (unrestricted),Unreleased,,Indirect,2020
+363,EfficientDet,Google Brain,7/27/2020,COCO 2017,,Open weights (unrestricted),Open source,,Indirect,2020
+362,DeLighT,"University of Washington,Allen Institute for AI,Facebook AI Research",8/3/2020,WikiText-103,,Unreleased,Open source,,None,2020
+361,ERNIE-GEN (large),Baidu,8/6/2020,"CC-News,BookCorpus (BooksCorpus, Toronto Book Corpus),WebText2,Wikipedia,C4",Speculative,Open weights (non-commercial),Open (non-commercial),Operation counting,Indirect,2020
+360,ProBERTa,"University of Illinois Urbana-Champaign (UIUC),Reed College",9/1/2020,UniProtKB/Swiss-Prot,Confident,,,Hardware,Indirect,2020
+366,GShard (dense),Google,6/30/2020,,Confident,Unreleased,Open source,"Operation counting,Hardware",Indirect,2020
+287,EfficientZero,"Tsinghua University,University of California (UC) Berkeley,Shanghai Qi Zhi institute",10/30/2021,,Unknown,,,,None,2021
+292,Megatron-Turing NLG 530B,"Microsoft,NVIDIA",10/11/2021,"Common Crawl,The Pile,CC-Stories,Realnews",,Unreleased,Unreleased,Third-party estimation,None,2021
+288,Eve,"Harvard Medical School,University of Oxford",10/27/2021,UniRef100,Likely,Unreleased,Open source,,None,2021
+289,base LM+GNN+kNN,"Shannon.AI,Nanjing University,Nanyang Technological University,Zhejiang University",10/17/2021,WikiText-103,,Open weights (unrestricted),Open source,,Indirect,2021
+290,T0-XXL,"Hugging Face,Brown University",10/15/2021,P3 (Public Pool of Prompts),Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+291,Yuan 1.0,Inspur,10/12/2021,"Common Crawl,Wikipedia,Sogue News",Confident,API access,Unreleased,Reported,Indirect,2021
+293,AlphaFold-Multimer,"Google DeepMind,DeepMind",10/4/2021,PDB (Protein Data Bank),Confident,Open weights (unrestricted),Unreleased,Hardware,Indirect,2021
+302,Zidong Taichu,"Chinese Academy of Sciences,Wuhan AI Computing Center",8/11/2021,,Confident,,,Operation counting,Indirect,2021
+295,PLATO-XL,Baidu,9/20/2021,,Confident,Open weights (unrestricted),,Operation counting,Indirect,2021
+296,HyperCLOVA 204B,NAVER,9/10/2021,Unspecified unreleased,Speculative,,Unreleased,,None,2021
+297,PermuteFormer,Peking University,9/6/2021,WikiText-103,Speculative,Unreleased,Open source,Operation counting,None,2021
+298,MEB,Microsoft,9/4/2021,,,,,,None,2021
+299,FLAN 137B,Google Research,9/3/2021,"Wikipedia,Unspecified unreleased",Confident,Unreleased,Unreleased,Operation counting,Indirect,2021
+301,DNABERT,Northeastern University,8/15/2021,Human Reference Genome (GRCh38/hg38),Confident,Open weights (unrestricted),Open source,"Hardware,Operation counting",Indirect,2021
+286,S4,Stanford University,10/31/2021,WikiText-103,Likely,Open weights (unrestricted),Open source,,Indirect,2021
+294,TrOCR,"Beihang University,Microsoft Research Asia",9/21/2021,,Confident,Open weights (unrestricted),Open source,,Indirect,2021
+285,CodeT5-base,"Salesforce,Nanyang Technological University",11/1/2021,"CodeSearchNet,BigQuery",Likely,Open weights (unrestricted),Open source,Hardware,Direct,2021
+269,ERNIE 3.0 Titan,"Baidu,Peng Cheng Laboratory",12/23/2021,ERNIE 3.0 Corpus,Confident,Hosted access (no API),Unreleased,Operation counting,Indirect,2021
+283,Masked Autoencoders ViT-H,Facebook AI Research,11/11/2021,ImageNet-1k,Speculative,Open weights (non-commercial),Open (non-commercial),"Hardware,Operation counting",Indirect,2021
+268,ERNIE-ViLG,Baidu,12/31/2021,,,,,,None,2021
+303,Jurassic-1-Jumbo,AI21 Labs,8/11/2021,,,API access,Unreleased,Third-party estimation,None,2021
+270,XGLM-7.5B,"Meta AI,Facebook AI Research",12/20/2021,"Subset of CC100-XL,CC100-XL,Common Crawl",Confident,Open weights (non-commercial),Unreleased,"Operation counting,Hardware",Indirect,2021
+271,LDM-1.45B,"Heidelberg University,Runway",12/20/2021,LAION-400M,Confident,Open weights (unrestricted),Open source,,Indirect,2021
+272,GLIDE,OpenAI,12/20/2021,DALL-E,Speculative,,,Comparison with other models,None,2021
+273,Contriever,"Meta AI,University College London (UCL),PSL University,Université Grenoble Alpes",12/16/2021,"Wikipedia,CCNet",Likely,Open weights (non-commercial),Open (non-commercial),Operation counting,Indirect,2021
+274,LongT5,Google Research,12/15/2021,C4,Confident,Open weights (unrestricted),Open source,,Direct,2021
+275,GLaM,Google,12/13/2021,"Wikipedia,GLaM dataset",Confident,Unreleased,Unreleased,"Operation counting,Hardware",Indirect,2021
+276,Gopher (280B),DeepMind,12/8/2021,MassiveTex,Confident,Unreleased,Unreleased,Reported,Indirect,2021
+277,Student of Games,DeepMind,12/6/2021,,Speculative,Unreleased,Unreleased,,None,2021
+278,N√úWA,"Microsoft Research,Peking University",11/24/2021,"Conceptual Captions (CC3M),Moments in Time,VATEX",,Unreleased,Unreleased,Hardware,None,2021
+279,Florence,Microsoft,11/22/2021,FLD-900M,Confident,Unreleased,Unreleased,Hardware,Indirect,2021
+280,BASIC-L,Google,11/19/2021,"JFT,ALIGN",Likely,Unreleased,Unreleased,Hardware,None,2021
+281,Swin Transformer V2 (SwinV2-G),Microsoft Research Asia,11/18/2021,ImageNet21k,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+282,ViT-G/14 (LiT),Google,11/15/2021,"Conceptual Captions 12M (CC12M),YFCC-100M,Unspecified unreleased",Confident,,,,Indirect,2021
+284,Projected GAN,Heidelberg University,11/1/2021,,Confident,,,Hardware,Indirect,2021
+304,W2v-BERT,"Google Brain,Massachusetts Institute of Technology (MIT)",8/7/2021,LibriLight,Confident,,,,Indirect,2021
+300,XLMR-XXL,Facebook AI Research,8/17/2021,CC100,Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2021
+306,6-Act Tether,"Facebook AI Research,Georgia Institute of Technology",8/3/2021,Matterport,Confident,,,,Indirect,2021
+327,ProtBERT-BFD,"Technical University of Munich,NVIDIA,Seoul National University,Google,Oak Ridge National Laboratory,Med AI Technology",5/4/2021,BFD (Big Fantastic Dataset),Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2021
+328,ViT + DINO,"INRIA,Facebook AI Research",4/29/2021,ImageNet,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+329,PLUG,Alibaba,4/19/2021,,,Hosted access (no API),Unreleased,Hardware,None,2021
+330,M6-T,Alibaba,3/5/2021,M6-Corpus,Likely,Unreleased,Unreleased,Third-party estimation,None,2021
+331,Generative BST,Facebook AI Research,3/5/2021,,Confident,Open weights (unrestricted),,Operation counting,Indirect,2021
+332,Meta Pseudo Labels,"Google Brain,Google AI",3/1/2021,"ImageNet,JFT-300M",,Unreleased,Open source,Hardware,None,2021
+334,Rational DQN Average,TU Darmstadt,2/18/2021,,,,,,None,2021
+326,ProtT5-XXL,"Technical University of Munich,Med AI Technology,NVIDIA,Oak Ridge National Laboratory,Google,Seoul National University",5/4/2021,"BFD (Big Fantastic Dataset),UniRef50",Confident,Open weights (unrestricted),Unreleased,"Third-party estimation,Operation counting",Direct,2021
+335,MSA Transformer,"Facebook AI Research,University of California (UC) Berkeley,New York University (NYU)",2/13/2021,"UniRef50,UniRef30 (FKA UniClust30)",Likely,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2021
+337,DeiT-B,"Meta AI,Sorbonne University",1/15/2021,ImageNet,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+338,Switch,Google,1/11/2021,C4,,Open weights (unrestricted),Unreleased,Third-party estimation,Indirect,2021
+339,BigSSL,"Google,Apple",1/10/2021,,,,,,None,2021
+340,DALL-E,OpenAI,1/5/2021,DALL-E,,API access,Unreleased,Third-party estimation,None,2021
+341,CLIP (ViT L/14@336px),OpenAI,1/5/2021,Unspecified unreleased,,Open weights (unrestricted),Unreleased,Third-party estimation,Indirect,2021
+305,YOLOX-X,Megvii Inc,8/6/2021,COCO 2017,Likely,Open weights (unrestricted),Open source,Operation counting,Indirect,2021
+342,CLIP (ResNet-50),OpenAI,1/5/2021,,,,,,None,2021
+336,top-down frozen classifier,"University of Edinburgh,Toshiba Cambridge Research Laboratory",2/9/2021,WSJ,Unknown,Unreleased,Unreleased,,None,2021
+325,ProtT5-XXL-BFD,"Technical University of Munich,Med AI Technology,NVIDIA,Oak Ridge National Laboratory,Google,Seoul National University",5/4/2021,BFD (Big Fantastic Dataset),Confident,Open weights (unrestricted),Unreleased,Operation counting,Direct,2021
+333,SRU++ Large,ASAPP,2/24/2021,enwik8,,Open weights (unrestricted),Open source,,Indirect,2021
+323,MedBERT,"Peng Cheng Laboratory,University of Texas at Houston",5/20/2021,Cerner Health Facts,Likely,Unreleased,Open source,Hardware,None,2021
+307,SEER,"Facebook AI Research,INRIA",7/29/2021,Instagram,,Open weights (non-commercial),Open (non-commercial),Hardware,Indirect,2021
+308,HuBERT,Facebook AI Research,7/27/2021,"LibriSpeech,LibriLight",Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+324,ADM,OpenAI,5/11/2021,"LSUN,ILSVRC 2012 subset of ImageNet",Confident,Open weights (non-commercial),Open source,Hardware,Indirect,2021
+309,GOAT,DeepMind,7/27/2021,XLand,Speculative,Unreleased,Unreleased,Hardware,None,2021
+310,Codex,OpenAI,7/7/2021,,Likely,API access,Unreleased,,None,2021
+312,Adaptive Input Transformer + RD,"Microsoft Research Asia,Soochow University",6/28/2021,WMT14,,Unreleased,Open source,,None,2021
+313,EfficientNetV2-XL,"Google,Google Brain",6/23/2021,"ImageNet21k,ILSVRC 2012 subset of ImageNet",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+314,Denoising Diffusion Probabilistic Models (LSUN Bedroom),University of California (UC) Berkeley,6/11/2021,LSUN Bedroom,,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+311,ERNIE 3.0,Baidu,7/5/2021,,,Open weights (unrestricted),Open source,Operation counting,Indirect,2021
+320,ByT5-XXL,"Google,Google Research",5/28/2021,mC4,Likely,Open weights (unrestricted),Open source,Operation counting,Direct,2021
+316,DeBERTa,Microsoft,6/10/2021,"Wikipedia,CC-Stories,OPENWEBTEXT,BookCorpus (BooksCorpus, Toronto Book Corpus)",,Open weights (unrestricted),Open source,Hardware,Indirect,2021
+317,EMDR,"Mila - Quebec AI (originally Montreal Institute for Learning Algorithms),McGill University,DeepMind",6/9/2021,"Wikipedia,NQ (Natural Questions),TriviaQA",Confident,Open weights (unrestricted),Open source,"Hardware,Operation counting",Indirect,2021
+318,CoAtNet,"Google,Google Research,Google Brain",6/9/2021,JFT-3B,Confident,Unreleased,Unreleased,Hardware,Indirect,2021
+319,ViT-G/14,"Google Brain,Google Research",6/8/2021,"JFT-3B,ImageNet",Confident,Unreleased,Open source,"Hardware,Operation counting",Indirect,2021
+322,CogView,"Tsinghua University,Alibaba DAMO Academy",5/26/2021,WuDao Corpora,Likely,Open weights (unrestricted),Open source,Third-party estimation,Indirect,2021
+315,ALIGN,Google Research,6/11/2021,"Conceptual Captions (CC3M),FIT400M",Confident,Unreleased,Unreleased,Hardware,Indirect,2021
+321,Transformer local-attention (NesT-B),"Google Cloud,Google Research",5/26/2021,ImageNet-1k,,Open weights (unrestricted),Open source,Operation counting,Indirect,2021
+211,DiffDock,Massachusetts Institute of Technology (MIT),10/4/2022,PDB (Protein Data Bank),Likely,Open weights (unrestricted),,Hardware,Indirect,2022
+210,Phenaki,"University College London (UCL),University of Michigan,Google Brain",10/5/2022,"LAION-400M,Unspecified unreleased",,,,,None,2022
+209,Diplodocus,"Meta AI,Massachusetts Institute of Technology (MIT)",10/11/2022,,Unknown,Open weights (non-commercial),Open source,,Indirect,2022
+205,LMSI-Palm,"Google,University of Illinois Urbana-Champaign (UIUC)",10/20/2022,GSM8K,Confident,Unreleased,,,Direct,2022
+207,Flan-PaLM 540B,Google,10/20/2022,Flan,Confident,Unreleased,Unreleased,"Reported,Hardware",Direct,2022
+206,Flan-T5 11B,Google,10/20/2022,,Confident,Open weights (unrestricted),Unreleased,Reported,Direct,2022
+212,Make-A-Video,Meta AI,9/29/2022,"LAION,WebVid-10M,HD-VILA-100M",Unknown,,,,None,2022
+208,GenSLM,"University of Chicago,NVIDIA,Harvard University,Cerebras Systems,Technical University of Munich,California Institute of Technology",10/11/2022,"SARS-CoV-2 genome dataset,BV-BRC",Confident,,,Reported,Indirect,2022
+213,Whisper,OpenAI,9/21/2022,Unspecified unreleased,Likely,Open weights (unrestricted),Unreleased,Hardware,Indirect,2022
+220,ESM2-15B,"Meta AI,New York University (NYU),Stanford University,Massachusetts Institute of Technology (MIT)",7/21/2022,UniRef50,Confident,Open weights (unrestricted),Unreleased,"Hardware,Third-party estimation",Indirect,2022
+215,BEIT-3,Microsoft,8/22/2022,"ImageNet21k,COCO,English Wikipedia,BookCorpus (BooksCorpus, Toronto Book Corpus)",Likely,Unreleased,,Operation counting,None,2022
+216,BlenderBot 3,"McGill University,Meta AI,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms)",8/10/2022,BlenderBot 3 Data,Likely,Open weights (non-commercial),Open source,Operation counting,Indirect,2022
+217,GLM-130B,Tsinghua University,8/4/2022,"The Pile,WuDao Corpora",Confident,Open weights (non-commercial),Unreleased,"Operation counting,Hardware",Indirect,2022
+218,AlexaTM 20B,Amazon,8/2/2022,"mC4,Wikipedia",Confident,API access,,Hardware,Indirect,2022
+219,OmegaPLM,"Massachusetts Institute of Technology (MIT),Westlake University",7/22/2022,UniRef50,Confident,,,Hardware,Indirect,2022
+221,BLOOM-176B,"Hugging Face,BigScience",7/11/2022,BigScience ROOTS Corpus,Confident,Open weights (restricted use),Unreleased,Hardware,Direct,2022
+222,NLLB,Meta AI,7/6/2022,,,Open weights (unrestricted),Open source,Hardware,Indirect,2022
+204,U-PaLM (540B),Google,10/20/2022,,Confident,Unreleased,Unreleased,Comparison with other models,Direct,2022
+214,PaLI,Google,9/14/2022,WebLI,Likely,Unreleased,Unreleased,"Operation counting,Hardware",None,2022
+203,EnCodec,Meta AI,10/24/2022,"DNS,Common Voice,AudioSet,FSD50K,Jamendo",Unknown,Open weights (non-commercial),Open source,,Indirect,2022
+184,RT-1,Google,12/13/2022,RT-1,Confident,Open weights (unrestricted),Open source,,Indirect,2022
+201,BLOOMZ-176B,Hugging Face,11/3/2022,xP3,Likely,Open weights (unrestricted),Open source,,Direct,2022
+223,CodeT5-large,Salesforce,7/5/2022,GitHub,Likely,Open weights (unrestricted),,Hardware,Direct,2022
+182,Hybrid H3-2.7B,"Stanford University,University at Buffalo",12/28/2022,The Pile,,Open weights (unrestricted),Unreleased,,Indirect,2022
+183,CaLM,University of Oxford,12/19/2022,European Nucleotide Archive (ENA),Likely,,,"Hardware,Operation counting",None,2022
+185,TranceptEve,"University of Oxford,Harvard Medical School",12/10/2022,ProteinGym,Unknown,,,,None,2022
+186,DeepNash,DeepMind,12/1/2022,,Unknown,,,,None,2022
+188,GPT-3.5,OpenAI,11/28/2022,,Speculative,API access,Unreleased,"Comparison with other models,Benchmarks",None,2022
+189,DiT-XL/2 + Discriminator Guidance,"Korea Advanced Institute of Science and Technology (KAIST),NAVER",11/28/2022,,Unknown,,,,None,2022
+190,Discriminator Guidance,"Korea Advanced Institute of Science and Technology (KAIST),NAVER",11/28/2022,,Confident,Open weights (non-commercial),Open (non-commercial),Hardware,Indirect,2022
+202,eDiff-I,NVIDIA,11/2/2022,Unspecified unreleased,Likely,API access,,Operation counting,None,2022
+191,ALM 1.0,Beijing Academy of Artificial Intelligence / BAAI,11/28/2022,ArabicText 2022,Speculative,,,,None,2022
+193,AR-LDM,"Alibaba,University of Waterloo,Vector Institute",11/20/2022,,Confident,Unreleased,Open (non-commercial),Hardware,Indirect,2022
+194,Fusion in Encoder,Samsung,11/18/2022,TriviaQA,Likely,,,Hardware,None,2022
+195,Galactica,Meta AI,11/16/2022,Galactica Corpus,Likely,Open weights (non-commercial),Unreleased,Operation counting,Indirect,2022
+196,EVA-01,"Beijing Academy of Artificial Intelligence / BAAI,Huazhong University of Science and Technology,Zhejiang University,Beijing Institute of Technology",11/14/2022,"ImageNet21k,COCO,Conceptual Captions 12M (CC12M),Conceptual Captions (CC3M)",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2022
+197,AltCLIP_M9,Beijing Academy of Artificial Intelligence / BAAI,11/12/2022,"Conceptual Captions (CC3M),LAION-400M,TSL2019,OPUS,WuDao Corpora,LAION-2B",Unknown,Open weights (unrestricted),Open source,,Indirect,2022
+198,InternImage,"Shanghai AI Lab,Tsinghua University,Nanjing University,SenseTime,Chinese University of Hong Kong (CUHK)",11/10/2022,"LAION-400M,Conceptual Captions 12M (CC12M),ImageNet-1k",Confident,Open weights (unrestricted),,Operation counting,Indirect,2022
+199,mT0-13B,"Hugging Face,BigScience",11/3/2022,xP3,Confident,Open weights (unrestricted),Unreleased,,Indirect,2022
+200,Mogrifier RLSTM (WT2),DeepMind,11/3/2022,WikiText-2,Confident,Unreleased,Unreleased,Operation counting,Indirect,2022
+192,CICERO,Meta AI,11/22/2022,WebDiplomacy,Unknown,Open weights (non-commercial),Open source,,Indirect,2022
+224,Minerva (540B),Google,6/29/2022,arXiv,,Unreleased,Unreleased,Hardware,None,2022
+187,GPT-3.5 Turbo,OpenAI,11/30/2022,Unspecified unreleased,Speculative,API access,Unreleased,,None,2022
+226,Parti,Google Research,6/22/2022,"LAION-400M,FIT400M,JFT-4B",,Unreleased,Unreleased,Operation counting,None,2022
+250,DeepNet,Microsoft Research,3/1/2022,"CCMatrix,OPUS",,,,,None,2022
+251,PolyCoder,Carnegie Mellon University (CMU),2/26/2022,,Likely,,,Hardware,None,2022
+252,ST-MoE,"Google,Google Brain,Google Research",2/17/2022,C4,Likely,Unreleased,Open source,Operation counting,None,2022
+253,Midjourney V1,Midjourney,2/15/2022,Unspecified unreleased,Unknown,Hosted access (no API),Unreleased,,None,2022
+254,ProteinBERT,"Hebrew University of Jerusalem,Ben-Gurion University of the Negev,Deep Trading",2/10/2022,UniRef90,Confident,,,Hardware,Indirect,2022
+255,LaMDA,Google,2/10/2022,Infiniset,Confident,Unreleased,Unreleased,Hardware,Indirect,2022
+256,GPT-NeoX-20B,EleutherAI,2/9/2022,The Pile,,Open weights (unrestricted),Open source,Hardware,Indirect,2022
+257,RETRO-7B,DeepMind,2/7/2022,WikiText-103,,Unreleased,Unreleased,Operation counting,None,2022
+249,Statement Curriculum Learning,OpenAI,3/2/2022,"Common Crawl,WebMath",,,,,None,2022
+258,AlphaCode,DeepMind,2/2/2022,"CodeContests,Unspecified unreleased",,Unreleased,Unreleased,Hardware,None,2022
+261,InstructGPT 1.3B,OpenAI,1/27/2022,,Confident,,,,Indirect,2022
+262,OntoProtein,Zhejiang University,1/23/2022,ProteinKG25,,,,,None,2022
+263,AbLang (heavy sequences),University of Oxford,1/22/2022,Observed Antibody Space (OAS) database,Confident,,,,Indirect,2022
+264,data2vec (vision),Meta AI,1/20/2022,ImageNet-1k,,,,,None,2022
+265,data2vec (speech),Meta AI,1/20/2022,LibriSpeech,,,,,None,2022
+266,data2vec (language),Meta AI,1/20/2022,"BookCorpus (BooksCorpus, Toronto Book Corpus),English Wikipedia",,Open weights (unrestricted),Open source,,Indirect,2022
+267,Detic,"Meta AI,University of Texas at Austin",1/7/2022,"ImageNet21k,Conceptual Captions (CC3M),LVIS",Speculative,Open weights (unrestricted),Open source,Hardware,Indirect,2022
+225,ProGen2-xlarge,"Salesforce Research,Columbia University,Johns Hopkins University",6/27/2022,"UniRef90,BFD30",Confident,Open weights (unrestricted),Unreleased,"Hardware,Third-party estimation",Indirect,2022
+260,InstructGPT 6B,OpenAI,1/27/2022,,Confident,,,,Indirect,2022
+248,MegaSyn,Collaborations Pharmaceuticals,3/7/2022,ChEMBL,Unknown,Unreleased,,,None,2022
+259,InstructGPT 175B,OpenAI,1/27/2022,,Confident,,,Reported,Indirect,2022
+246,"Segatron-XL large, M=384 + HCP","Microsoft Research,University of Waterloo",3/21/2022,WikiText-103,Confident,Unreleased,Open (non-commercial),Operation counting,Indirect,2022
+227,CoCa,Google Research,6/14/2022,"JFT-3B,ALIGN",Confident,Unreleased,Unreleased,Hardware,Indirect,2022
+247,ViT-G (model soup),"University of Washington,Columbia University,Google,Meta AI,Tel Aviv University",3/10/2022,,Confident,Open weights (non-commercial),Unreleased,Operation counting,Indirect,2022
+228,MetaLM,Microsoft Research,6/13/2022,The Pile,Unknown,,,,None,2022
+229,DITTO,"Tsinghua University,Apple,Westlake University,Chinese University of Hong Kong (CUHK)",6/6/2022,WikiText-103,Confident,Unreleased,Open source,Operation counting,Indirect,2022
+230,Diffusion-GAN,"UT Austin,Microsoft",6/5/2022,"CIFAR-10,LSUN Bedroom,AFHQ,LSUN Church,STL-10,FFHQ",Unknown,,,,None,2022
+231,CogVideo,"Tsinghua University,Beijing Academy of Artificial Intelligence / BAAI",5/29/2022,Unspecified unreleased,Speculative,Open weights (unrestricted),Open source,Operation counting,Indirect,2022
+233,Imagen,Google Brain,5/23/2022,"LAION-400M,Unspecified unreleased",Likely,API access,Unreleased,Hardware,None,2022
+234,SimCSE,"Princeton University,Tsinghua University",5/18/2022,,Unknown,,,,None,2022
+235,Gato,DeepMind,5/12/2022,,,Unreleased,Unreleased,"Hardware,Operation counting",None,2022
+232,Tranception,"University of Oxford,Harvard Medical School,Cohere",5/27/2022,UniRef100,Confident,Open weights (unrestricted),,Hardware,Indirect,2022
+237,DeBERTaV3large + KEAR,Microsoft,5/4/2022,,Confident,,,,Indirect,2022
+238,OPT-175B,Meta AI,5/2/2022,"The Pile,BookCorpus (BooksCorpus, Toronto Book Corpus),CC-Stories,Pushshift Reddit",Confident,Open weights (non-commercial),Open source,Reported,Direct,2022
+239,Flamingo,DeepMind,4/29/2022,"MultiModal MassiveWeb,LTIP,VTP,ALIGN",Confident,Unreleased,Unreleased,Hardware,Indirect,2022
+240,Sparse all-MLP,Meta AI,4/14/2022,"RoBERTa dataset,CC100",,Unreleased,,Hardware,None,2022
+241,Stable Diffusion (LDM-KL-8-G),"Runway,Ludwig Maximilian University",4/13/2022,LAION-400M,,Open weights (restricted use),,Hardware,Indirect,2022
+242,BERT-RBP,Waseda University,4/7/2022,RBPSuite,Confident,Open weights (non-commercial),Open (non-commercial),Hardware,Indirect,2022
+243,DALL·E 2,OpenAI,4/6/2022,"CLIP,DALL-E",Confident,,,,Indirect,2022
+236,UL2,"Google Research,Google Brain",5/10/2022,C4,Confident,Open weights (unrestricted),,"Hardware,Operation counting",Indirect,2022
+245,Chinchilla,DeepMind,3/29/2022,"MassiveWeb,C4",Confident,Unreleased,Unreleased,Reported,Indirect,2022
+244,PaLM (540B),Google Research,4/4/2022,"Wikipedia,GLaM dataset,LaMBDA dataset,GitHub",Confident,Unreleased,Unreleased,Hardware,Direct,2022
+104,RT-Trajectory,"Google DeepMind,University of California San Diego,Stanford University",11/3/2023,RT-1,Unknown,,,,None,2023
+112,DALL·E 3,OpenAI,10/19/2023,Unspecified unreleased,Unknown,API access,Unreleased,,None,2023
+110,DiT-XL/2 + CADS,ETH Zurich,10/26/2023,ImageNet,Likely,,,,None,2023
+109,ChatGLM3-6B,Zhipu AI,10/27/2023,Unspecified unreleased,Likely,Open weights (restricted use),Unreleased,Operation counting,Indirect,2023
+105,BLUUMI,"University of Turku,Hugging Face",11/3/2023,"Parsebank,mC4,Common Crawl,Wikipedia",Likely,Open weights (unrestricted),,,Indirect,2023
+107,Cohere Embed,Cohere,11/2/2023,Unspecified unreleased,Unknown,API access,Unreleased,,None,2023
+106,Yi-34B,01.AI,11/2/2023,Unspecified unreleased,Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2023
+113,ERNIE 4.0,Baidu,10/17/2023,,Unknown,,,,None,2023
+108,Skywork-13B,Kunlun Inc.,10/30/2023,SkyPile,Confident,Open weights (restricted use),Open (restricted use),Operation counting,Indirect,2023
+114,RT-2-X,Google DeepMind,10/13/2023,Open X-Embodiment,Confident,Unreleased,Unreleased,,Indirect,2023
+124,Swift,Intel Labs,8/30/2023,,Likely,Unreleased,,Hardware,None,2023
+116,FinGPT-13B,"University of California Los Angeles (UCLA),Columbia University,New York University (NYU)",10/7/2023,,Likely,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+117,CTM (CIFAR-10),"Stanford University,Sony",10/1/2023,CIFAR-10,Unknown,,,,None,2023
+118,Amazon Titan,Amazon,9/28/2023,,Likely,API access,Unreleased,"Hardware,Operation counting",None,2023
+119,Show-1,National University of Singapore,9/27/2023,WebVid-10M,Unknown,Open weights (non-commercial),Unreleased,,Indirect,2023
+120,GPT-4V,OpenAI,9/25/2023,Unspecified unreleased,Unknown,API access,Unreleased,,None,2023
+121,AlphaMissense,Google DeepMind,9/22/2023,"MGnify,UniRef90",Likely,Unreleased,Open source,,None,2023
+122,Robot Parkour,"Shanghai Qi Zhi institute,Stanford University,Carnegie Mellon University (CMU),Tsinghua University",9/12/2023,,Confident,,,,Indirect,2023
+123,Falcon-180B,Technology Innovation Institute,9/6/2023,RefinedWeb,Confident,Open weights (restricted use),Unreleased,"Reported,Operation counting",Indirect,2023
+125,Jais,"Cerebras Systems,Mohamed bin Zayed University of Artificial Intelligence (MBZUAI),Inception",8/29/2023,"Abu El-Khair,Aranews,ArabicText 2022,C4 Arabic,Arabic Wikipedia,ArabicNews 2020,Maktabah,United Nations Parallel Corpus,The Pile,Books3,arXiv,PubMed Central,WebText2,English Wikipedia,FreeLaw,PubMed Abstracts,DeepMind Mathematics,Project Gutenberg,BookCorpus2,EuroParl,PhilPapers,YouTube Subtitles,NIH Grant Abstracts,Enron Emails,GitHub",Confident,Open weights (unrestricted),,Operation counting,Indirect,2023
+126,PeptideBERT,Carnegie Mellon University (CMU),8/28/2023,,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+103,Grok-1,xAI,11/4/2023,Unspecified unreleased,Likely,Open weights (unrestricted),Unreleased,Benchmarks,Indirect,2023
+115,Ferret (13B),"Columbia University,Apple",10/11/2023,GRIT,Confident,Open weights (non-commercial),Open (non-commercial),,Indirect,2023
+102,LLaVA 1.5,"University of Wisconsin Madison,Microsoft Research",11/5/2023,Unspecified unreleased,Confident,Open weights (restricted use),,Hardware,Indirect,2023
+81,Mixtral 8x7B,Mistral AI,12/11/2023,,Confident,Open weights (unrestricted),Unreleased,,Indirect,2023
+100,GPT-4 Turbo,OpenAI,11/6/2023,Unspecified unreleased,Unknown,API access,Unreleased,Benchmarks,None,2023
+76,CoRe,Tsinghua University,12/29/2023,"GSM8K,ASDiv",Speculative,,,,None,2023
+77,Gemini Nano-2,Google DeepMind,12/19/2023,Unspecified unreleased,Confident,Unreleased,,,Indirect,2023
+78,Gemini Nano-1,Google DeepMind,12/19/2023,Unspecified unreleased,Confident,Unreleased,,,Indirect,2023
+79,FunSearch,Google DeepMind,12/14/2023,,Speculative,Open weights (unrestricted),Unreleased,Hardware,Indirect,2023
+80,CogAgent,"Tsinghua University,Zhipu AI",12/14/2023,"COYO-700M,LAION-2B,Common Crawl,Unspecified unreleased",Likely,Open weights (restricted use),Open source,Operation counting,Indirect,2023
+127,Qwen-VL,Alibaba,8/24/2023,,Likely,Open weights (restricted use),Unreleased,,Indirect,2023
+82,SeamlessM4T,"Facebook,INRIA,University of California (UC) Berkeley",12/8/2023,,Confident,Open weights (unrestricted),Open source,,Indirect,2023
+83,Llama Guard,Meta AI,12/7/2023,,Confident,Open weights (restricted use),Unreleased,Operation counting,Direct,2023
+84,Gemini 1.0 Ultra,Google DeepMind,12/6/2023,Unspecified unreleased,Speculative,API access,Unreleased,"Benchmarks,Hardware",None,2023
+85,Gemini 1.0 Pro,Google DeepMind,12/6/2023,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2023
+86,Mamba-24M (SC09),"Carnegie Mellon University (CMU),Princeton University",12/1/2023,SC09,Confident,,,,Indirect,2023
+101,CogVLM-17B,"Tsinghua University,Zhipu AI,Beihang University",11/6/2023,"VQAv2,LAION-2B,COYO-700M,OKVQA,TextVQA,OCR-VQA,ScienceQA,LLaVA-Instruct-150k,LRV-Instruction,LLaVAR,Flickr30K Entities,RefCOCO,Visual7W,VisualGenome,COCO,TextCaps",Confident,Open weights (restricted use),Unreleased,Reported,Indirect,2023
+87,Qwen-72B,Alibaba,11/30/2023,,Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2023
+89,GNoME for crystal discovery,Google DeepMind,11/29/2023,,Likely,Unreleased,Unreleased,,None,2023
+90,Inflection-2,Inflection AI,11/22/2023,Unspecified unreleased,Confident,Hosted access (no API),Unreleased,"Hardware,Benchmarks",Indirect,2023
+91,Claude 2.1,Anthropic,11/21/2023,Unspecified unreleased,Unknown,API access,Unreleased,,None,2023
+92,Nemotron-3-8B,NVIDIA,11/15/2023,"Unspecified unreleased,Flan,P3 (Public Pool of Prompts)",Confident,Open weights (restricted use),,"Operation counting,Hardware",Indirect,2023
+93,Qwen-Audio-Chat,Alibaba,11/14/2023,,Likely,Open weights (restricted use),,,Indirect,2023
+94,GraphCast,Google DeepMind,11/14/2023,,Speculative,Open weights (unrestricted),,Hardware,Indirect,2023
+95,Volcano 13B,"Korea University,Korea Advanced Institute of Science and Technology (KAIST),LG",11/13/2023,"LAION,SBU,ShareGPT4V,Unspecified unreleased",Likely,Open weights (non-commercial),,Hardware,Indirect,2023
+96,SPHINX (Llama 2 13B),"Shanghai AI Lab,Chinese University of Hong Kong (CUHK),ShanghaiTech University",11/13/2023,"LAION-400M,LAION-COCO,RefinedWeb",Likely,Open weights (restricted use),Open (restricted use),Hardware,None,2023
+97,MultiBand Diffusion,"Meta AI,Hebrew University of Jerusalem,LORIA",11/8/2023,"Common Voice,DNS,MTG-Jamendo,FSD50K,AudioSet",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+98,OmniVec,TensorTour,11/7/2023,"AudioSet,Something-Something v2 (SSv2),English Wikipedia,ImageNet-1k,SUN RGB-D,ModelNet40",Unknown,,,,None,2023
+99,mPLUG-Owl2,Alibaba,11/7/2023,"Conceptual Captions (CC3M),Conceptual Captions 12M (CC12M),COCO,LAION,COYO-700M",Speculative,Open weights (unrestricted),,,Indirect,2023
+88,PPLX-70B-Online,Perplexity,11/29/2023,,Likely,API access,,,None,2023
+128,GGNN,"Westlake University,Tsinghua University,Toyota Technological Institute at Chicago",8/5/2023,,Confident,,,Other,Indirect,2023
+111,CODEFUSION (Python),"Microsoft,Microsoft Research",10/26/2023,,Confident,,,Hardware,Indirect,2023
+130,AudioLM,Google,7/26/2023,LibriLight,Speculative,,,Operation counting,None,2023
+159,VideoMAE V2,"Nanjing University,Shenzhen Institute of Advanced Technology,Shanghai AI Lab",3/29/2023,,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+160,Firefly,Adobe,3/21/2023,Adobe Stock,Unknown,,,,None,2023
+161,PanGu-Σ,Huawei Noah's Ark Lab,3/20/2023,,Confident,Unreleased,Unreleased,Hardware,Indirect,2023
+162,Gen-2,Runway,3/20/2023,,Unknown,,,,None,2023
+163,LEP-AD,"King Abdullah University of Science and Technology (KAUST),Karolinska Institute",3/15/2023,,Confident,Unreleased,Open (non-commercial),,Indirect,2023
+164,GPT-4,OpenAI,3/15/2023,Unspecified unreleased,Speculative,API access,Unreleased,Hardware,None,2023
+165,Falcon-40B,Technology Innovation Institute,3/15/2023,RefinedWeb,Confident,Open weights (unrestricted),Unreleased,"Operation counting,Reported",Indirect,2023
+166,Claude,Anthropic,3/14/2023,Unspecified unreleased,Unknown,,,,None,2023
+167,PaLM-E,"Google,TU Berlin",3/6/2023,,Likely,,,,Direct,2023
+168,AudioGen,"Meta AI,Hebrew University of Jerusalem",3/5/2023,"AudioSet,AudioCaps",Likely,Open weights (non-commercial),Open source,Hardware,Indirect,2023
+169,DiT-XL/2,"New York University (NYU),University of California (UC) Berkeley",3/2/2023,ImageNet,Confident,,,"Hardware,Other",Indirect,2023
+170,LLaMA-65B,Meta AI,2/24/2023,"CCNet,GitHub,Wikipedia,books,arXiv,Stack Exchange",Confident,Open weights (non-commercial),Unreleased,Operation counting,Direct,2023
+171,BASIC-L + Lion,"Google,University of California Los Angeles (UCLA)",2/13/2023,,Confident,,,,Indirect,2023
+173,ProteinDT,"University of California (UC) Berkeley,California Institute of Technology,University of Toronto,University of Wisconsin Madison,Texas A&M,NVIDIA,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms)",2/9/2023,UniProtKB,Unknown,Unreleased,,,None,2023
+174,Gen-1,Runway,2/6/2023,,Unknown,,,,None,2023
+175,Flan T5-XXL + BLIP-2,Salesforce Research,1/30/2023,"COCO,LAION-400M",Confident,Open weights (unrestricted),Open source,,Direct,2023
+176,BLIP-2 (Q-Former),Salesforce Research,1/30/2023,"COCO,LAION-400M,Conceptual Captions (CC3M),Conceptual Captions 12M (CC12M),VisualGenome,SBU",Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+177,DDPM-IP (CelebA),Utrecht University,1/27/2023,CelebA,Likely,,,Hardware,None,2023
+178,MusicLM,Google,1/26/2023,Free Music Archive,Confident,,,,Indirect,2023
+179,Ankh_large,"Technical University of Munich,Columbia University",1/16/2023,UniRef50,Confident,Open weights (non-commercial),,"Operation counting,Third-party estimation",Indirect,2023
+180,Nucleotide Transformer,"NVIDIA,Technical University of Munich",1/15/2023,"Human Reference Genome (GRCh38/hg38),1000 Genomes Project",Likely,,,"Operation counting,Hardware",None,2023
+181,VALL-E,Microsoft,1/5/2023,LibriLight,Speculative,Unreleased,,Operation counting,None,2023
+129,RT-2,Google DeepMind,7/28/2023,RT-1,Confident,,,,Indirect,2023
+158,BloombergGPT,"Bloomberg,Johns Hopkins University",3/30/2023,,Confident,Unreleased,Unreleased,"Reported,Hardware",None,2023
+157,Segment Anything Model,Meta AI,4/5/2023,Segment Anything 1B,Confident,Open weights (unrestricted),Unreleased,Hardware,Indirect,2023
+172,ViT-22B,Google,2/10/2023,JFT-4B,Confident,Unreleased,Unreleased,Hardware,Indirect,2023
+155,DINOv2,"Facebook AI Research,INRIA",4/14/2023,,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+131,Llama 2-70B,Meta AI,7/18/2023,Llama 2 dataset,Confident,Open weights (restricted use),Unreleased,"Hardware,Operation counting",Direct,2023
+156,Incoder-6.7B,"Facebook AI Research,University of Washington,University of California (UC) Berkeley,Carnegie Mellon University (CMU),Toyota Technological Institute at Chicago",4/9/2023,,Confident,Open weights (non-commercial),Unreleased,Reported,Indirect,2023
+132,Llama 2-7B,Meta AI,7/18/2023,Llama 2 dataset,Confident,Open weights (restricted use),Unreleased,"Hardware,Operation counting",Direct,2023
+133,Claude 2,Anthropic,7/11/2023,Unspecified unreleased,Speculative,API access,Unreleased,"Benchmarks,Hardware",None,2023
+134,xTrimoPGLM -100B,"Tsinghua University,BioMap Research",7/6/2023,UniRef50,Confident,Unreleased,Unreleased,"Reported,Operation counting,Hardware",Indirect,2023
+135,InternLM,"Shanghai AI Lab,SenseTime",7/6/2023,,Confident,,,Operation counting,Indirect,2023
+137,Stable Diffusion XL (SDXL),Stability AI,7/4/2023,Unspecified unreleased,Speculative,,,,None,2023
+138,HyenaDNA,"Stanford University,Harvard University,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms),University of Montreal / Université de Montréal",6/27/2023,Human Reference Genome (GRCh38/hg38),Confident,,,Hardware,Indirect,2023
+139,ERNIE 3.5,Baidu,6/27/2023,,Unknown,,,,None,2023
+140,RoboCat,"Google DeepMind,Google",6/20/2023,,Speculative,,,,None,2023
+141,MusicGen,Meta AI,6/8/2023,ShutterStock and Pond5 music data collections,Likely,,,,None,2023
+142,LTM-1,Magic,6/6/2023,,Unknown,,,,None,2023
+136,Pangu-Weather,Huawei,7/5/2023,ERA5,Confident,Open weights (non-commercial),Unreleased,Hardware,Indirect,2023
+144,Goat-7B,National University of Singapore,5/23/2023,,Speculative,Open weights (non-commercial),Open (non-commercial),,Indirect,2023
+153,Agile Soccer Robot,Google DeepMind,4/26/2023,,Unknown,Unreleased,,,None,2023
+143,PaLI-X,Google Research,5/29/2023,WebLI,Likely,,,,None,2023
+152,ImageBind,Meta AI,5/9/2023,"SUN RGB-D,LLVIP,Ego4D,AudioSet",Likely,Open weights (non-commercial),Open (non-commercial),,Indirect,2023
+151,StarCoder,"Hugging Face,ServiceNow,Northeastern University,Mila - Quebec AI (originally Montreal Institute for Learning Algorithms),Carnegie Mellon University (CMU),Johns Hopkins University,Leipzig University,ScaDS.AI,Queen Mary University of London,Roblox,Sea AI Lab,Technion - Israel Institute of Technology,Monash University,CSIRO,Data61,McGill University,Saama,University of British Columbia (UBC),Massachusetts Institute of Technology (MIT),Technical University of Munich,IBM,University of Vermont,UnfoldML,SAP,University of Notre Dame,Columbia University,New York University (NYU),University of Allahabad,Discover Dollar,Toloka,Telefonica,Stanford University,Weizmann Institute of Science,Alan Turing Institute,Wellesley College,EleutherAI,Forschungszentrum Julich",5/9/2023,The Stack,Confident,Open weights (restricted use),Unreleased,"Reported,Hardware",Indirect,2023
+149,InstructBLIP,"Salesforce Research,Hong Kong University of Science and Technology,Nanyang Technological University",5/11/2023,"COCO,Web CapFilt,NoCaps,Flickr30K Entities,TextCaps,VQAv2,VizWiz,GQA,OKVQA,ScienceQA,OCR-VQA,TextVQA,LLaVA-Instruct-150k",Confident,Open weights (non-commercial),,Hardware,Indirect,2023
+150,PaLM 2,Google,5/10/2023,,Likely,API access,Unreleased,Operation counting,Indirect,2023
+148,Med-PaLM 2,"Google Research,DeepMind",5/16/2023,MultiMedQA,Likely,Unreleased,Unreleased,,Indirect,2023
+147,CoEdiT-xxl,"University of Minnesota,Grammarly",5/17/2023,,Likely,Open weights (non-commercial),Open (non-commercial),,Indirect,2023
+146,ONE-PEACE,"Alibaba,Huazhong University of Science and Technology",5/18/2023,"LAION-2B,LAION-Audio-630K",Speculative,Open weights (unrestricted),Open source,Operation counting,Indirect,2023
+145,CodeT5+,Salesforce,5/20/2023,,,Open weights (unrestricted),,,Direct,2023
+154,LLaVA,"University of Wisconsin Madison,Microsoft Research,Columbia University",4/17/2023,Conceptual Captions (CC3M),Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2023
+31,Qwen2.5 Instruct (72B),Alibaba,9/19/2024,Unspecified unreleased,Confident,Open weights (restricted use),,Operation counting,Indirect,2024
+28,Palmyra X 004,Writer,10/9/2024,,,API access,,,None,2024
+29,Movie Gen Video,Meta AI,10/4/2024,,Confident,Unreleased,,Operation counting,Indirect,2024
+27,CHAI-1,Chai discovery,10/15/2024,"PDB (Protein Data Bank), AlphaFold database (AFDB)",Confident,Open weights (non-commercial),Open (non-commercial),Hardware,Indirect,2024
+30,Qwen2.5-72B,Alibaba,9/19/2024,Unspecified unreleased,Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2024
+32,Qwen2.5-32B,Alibaba,9/17/2024,Unspecified unreleased,Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2024
+36,Hunyuan Turbo,Tencent,9/5/2024,Unspecified unreleased,Unknown,,,,None,2024
+34,o1-mini,OpenAI,9/12/2024,Unspecified unreleased,Unknown,API access,Unreleased,,None,2024
+35,DeepSeek-V2.5,DeepSeek,9/6/2024,"GitHub,Common Crawl",Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2024
+37,AlphaProteo,Google DeepMind,9/5/2024,PDB (Protein Data Bank),Unknown,Unreleased,Unreleased,,None,2024
+38,GLM-4-Plus,Zhipu AI,8/29/2024,,Unknown,API access,,Benchmarks,None,2024
+26,Yi-Lightning,01.AI,10/18/2024,Unspecified unreleased,Confident,API access,Unreleased,Hardware,Indirect,2024
+39,Jamba 1.5-Large,AI21 Labs,8/22/2024,Unspecified unreleased,Confident,Open weights (restricted use),Unreleased,,Indirect,2024
+33,o1-preview,OpenAI,9/12/2024,Unspecified unreleased,Unknown,API access,Unreleased,,None,2024
+25,NVLM-D 72B,NVIDIA,10/22/2024,"COCO,Conceptual Captions (CC3M),SBU,VQAv2,VisualGenome,TextVQA,OCR-VQA",Confident,Open weights (non-commercial),Open (non-commercial),Operation counting,Indirect,2024
+13,Gemini 2.0 Pro,"Google DeepMind,Google",12/11/2024,Unspecified unreleased,Unknown,Hosted access (no API),Unreleased,,None,2024
+23,NVLM-X 72B,NVIDIA,10/22/2024,"COCO,Conceptual Captions (CC3M),SBU,VQAv2,VisualGenome,TextVQA,OCR-VQA",Likely,Open weights (non-commercial),,Operation counting,Indirect,2024
+22,Doubao-pro,ByteDance,10/28/2024,Unspecified unreleased,Speculative,API access,Unreleased,Operation counting,None,2024
+21,Hunyuan-Large,Tencent,11/6/2024,Unspecified unreleased,Confident,Open weights (restricted use),Open (restricted use),Operation counting,Indirect,2024
+20,Pixtral Large,Mistral AI,11/18/2024,,Confident,Open weights (restricted use),,,Indirect,2024
+19,Suno v4,Suno,11/19/2024,,Unknown,API access,,,None,2024
+18,Fugatto 1,NVIDIA,11/25/2024,,Confident,Unreleased,,,Indirect,2024
+17,Amazon Nova Pro,Amazon,12/3/2024,,Speculative,API access,,Comparison with other models,None,2024
+16,o1,OpenAI,12/5/2024,Unspecified unreleased,Unknown,API access,Unreleased,,None,2024
+15,Llama 3.3,Meta AI,12/6/2024,Unspecified unreleased,Confident,Open weights (restricted use),Unreleased,"Operation counting,Hardware",Direct,2024
+14,EXAONE 3.5 32B,LG AI Research,12/9/2024,Unspecified unreleased,Confident,Open weights (non-commercial),Unreleased,Reported,Indirect,2024
+12,Veo 2,Google DeepMind,12/16/2024,Unspecified unreleased,Unknown,API access,,,None,2024
+11,o3,OpenAI,12/20/2024,Unspecified unreleased,Unknown,Unreleased,Unreleased,,None,2024
+10,DeepSeek-V3,DeepSeek,12/24/2024,,Confident,Open weights (restricted use),,"Operation counting,Hardware",Indirect,2024
+40,Grok-2,xAI,8/13/2024,Unspecified unreleased,Confident,Hosted access (no API),Unreleased,"Comparison with other models,Reported",Indirect,2024
+24,NVLM-H 72B,NVIDIA,10/22/2024,"COCO,Conceptual Captions (CC3M),SBU,VQAv2,VisualGenome,TextVQA,OCR-VQA",Likely,Open weights (non-commercial),,Operation counting,Indirect,2024
+41,Table Tennis Agent,Google DeepMind,8/7/2024,,Likely,Unreleased,Unreleased,,None,2024
+63,Claude 3 Opus,Anthropic,3/4/2024,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2024
+43,AFM-on-device,Apple,7/29/2024,,Confident,Hosted access (no API),Unreleased,Operation counting,Indirect,2024
+75,Kimi Explorer,Moonshot,1/1/2024,,Unknown,,,,None,2024
+74,Palmyra X 003,Writer,1/1/2024,,,API access,,,None,2024
+73,AlphaGeometry,"Google DeepMind,New York University (NYU)",1/17/2024,,Confident,Open weights (unrestricted),Open source,,Indirect,2024
+72,Qwen-VL-Max,Alibaba,1/25/2024,Unspecified unreleased,Confident,API access,,,Indirect,2024
+71,Qwen1.5-72B,Alibaba,2/4/2024,Unspecified unreleased,Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2024
+70,Aya,"Cohere for AI,Brown University,Cohere,Carnegie Mellon University (CMU),Massachusetts Institute of Technology (MIT)",2/12/2024,,Speculative,Open weights (unrestricted),Unreleased,,Indirect,2024
+69,Gemini 1.5 Pro,Google DeepMind,2/15/2024,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2024
+68,Sora,OpenAI,2/15/2024,Unspecified unreleased,Unknown,Unreleased,Unreleased,,None,2024
+67,Sora Turbo,OpenAI,2/15/2024,Unspecified unreleased,Unknown,Unreleased,Unreleased,,None,2024
+66,MegaScale (Production),"ByteDance,Peking University",2/23/2024,,Speculative,Unreleased,Unreleased,Other,None,2024
+42,AFM-server,Apple,7/29/2024,,Likely,Hosted access (no API),Unreleased,"Operation counting,Hardware",None,2024
+64,Aramco Metabrain AI,Saudi Aramco,3/4/2024,,Likely,Unreleased,,Operation counting,None,2024
+62,Claude 3 Sonnet,Anthropic,3/4/2024,Unspecified unreleased,Unknown,API access,Unreleased,,None,2024
+61,Inflection-2.5,Inflection AI,3/7/2024,,Speculative,Hosted access (no API),Unreleased,Comparison with other models,None,2024
+60,MM1-30B,Apple,3/14/2024,"Conceptual Captions (CC3M),Conceptual Captions 12M (CC12M),COYO-700M,Unspecified unreleased,OBELICS",Likely,Unreleased,Unreleased,Operation counting,None,2024
+65,Mistral Large,Mistral AI,2/26/2024,,Likely,API access,Unreleased,Cost,None,2024
+58,ReALM,Apple,3/29/2024,,Confident,Unreleased,,,Indirect,2024
+44,Mistral Large 2,Mistral AI,7/24/2024,Unspecified unreleased,Likely,Open weights (non-commercial),Unreleased,"Hardware,Cost,Benchmarks",Indirect,2024
+45,Llama 3.1-405B,Meta AI,7/23/2024,Llama 3 dataset,Confident,Open weights (restricted use),Open (restricted use),"Reported,Operation counting",Direct,2024
+59,DBRX,Databricks,3/27/2024,,Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2024
+47,ESM3 (98B),"EvolutionaryScale,University of California (UC) Berkeley",6/25/2024,ESM3 Dataset,Confident,Unreleased,Unreleased,Reported,Indirect,2024
+48,Claude 3.5 Sonnet,Anthropic,6/20/2024,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2024
+49,DeepSeek-Coder-V2 236B,DeepSeek,6/17/2024,"GitHub,Common Crawl",Confident,Open weights (restricted use),Unreleased,Operation counting,Indirect,2024
+50,Nemotron-4 340B,NVIDIA,6/14/2024,Unspecified unreleased,Confident,Open weights (unrestricted),Unreleased,"Operation counting,Hardware",Indirect,2024
+46,GPT-4o mini,OpenAI,7/18/2024,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2024
+52,Qwen2-72B,Alibaba,6/7/2024,Unspecified unreleased,Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2024
+53,GLM-4 (0520),Zhipu AI,5/20/2024,,Likely,API access,,Operation counting,None,2024
+54,Yi-Large,01.AI,5/13/2024,,Speculative,API access,Unreleased,Operation counting,None,2024
+55,GPT-4o,OpenAI,5/13/2024,Unspecified unreleased,Speculative,API access,Unreleased,Benchmarks,None,2024
+56,Llama 3-70B,Meta AI,4/18/2024,Llama 3 dataset,Confident,Open weights (restricted use),Unreleased,"Operation counting,Hardware",Direct,2024
+57,Reka Core,Reka AI,4/15/2024,"Wikipedia,Unspecified unreleased",Speculative,API access,Unreleased,Hardware,None,2024
+51,OpenVLA,"Stanford University,University of California (UC) Berkeley,Toyota Research Institute,Google DeepMind,Massachusetts Institute of Technology (MIT),Physical Intelligence",6/13/2024,Open X-Embodiment,Confident,Open weights (unrestricted),Open source,Hardware,Indirect,2024
+1,QwQ-32B,Alibaba,3/6/2025,Unspecified unreleased,Speculative,Open weights (unrestricted),Unreleased,,Indirect,2025
+2,GPT-4.5,OpenAI,2/27/2025,Unspecified unreleased,Unknown,API access,Unreleased,,None,2025
+3,Claude 3.7 Sonnet,Anthropic,2/24/2025,Unspecified unreleased,Likely,API access,Unreleased,,None,2025
+4,Grok-3,xAI,2/17/2025,Unspecified unreleased,Confident,Hosted access (no API),Unreleased,"Hardware,Comparison with other models",Indirect,2025
+7,Kimi k1.5,Moonshot,1/22/2025,Unspecified unreleased,Unknown,API access,Unreleased,,None,2025
+6,Computer-Using Agent (CUA),OpenAI,1/23/2025,Unspecified unreleased,Unknown,Hosted access (no API),Unreleased,,None,2025
+8,Doubao-1.5-pro,ByteDance,1/22/2025,,Unknown,Hosted access (no API),Unreleased,,None,2025
+9,DeepSeek-R1,DeepSeek,1/20/2025,Unspecified unreleased,Confident,Open weights (unrestricted),Unreleased,Operation counting,Indirect,2025
+5,o3-mini,OpenAI,1/31/2025,Unspecified unreleased,Unknown,API access,Unreleased,,None,2025
+0,EXAONE Deep 32B,LG AI Research,3/16/2025,Unspecified unreleased,Confident,Open weights (non-commercial),Unreleased,"Reported,Operation counting,Hardware",Indirect,2025

data/openrouter_data.csv

@@ -0,0 +1,21 @@
+,Model Name,Tokens (B),Environmental Transparency
+0,GPT-4o Mini,1740.0,None
+1,Claude 3.7 Sonnet,967.0,None
+2,Gemini 2.0 Flash,961.0,None
+3,Gemini 2.5 Pro Preview,574.0,None
+4,Gemini 2.5 Flash Preview 04-17,541.0,None
+5,DeepSeek V3 0324 (free),415.0,Indirect
+6,Claude Sonnet 4,341.0,None
+7,DeepSeek V3 0324,336.0,Indirect
+8,GPT-4.1,160.0,None
+9,Gemini 2.5 Flash Preview 05-20,157.0,None
+10,DeepSeek R1 (free),155.0,Indirect
+11,Llama 3.3 70B Instruct,149.0,Direct
+12,Gemini 1.5 Flash 8B,142.0,None
+13,Gemini 2.5 Pro Experimental,125.0,None
+14,Mistral Nemo,121.0,Indirect
+15,Claude 3.7 Sonnet (thinking),120.0,None
+16,Gemini 2.0 Flash Lite,115.0,None
+17,Gemini 2.5 Flash Preview 04-17 (thinking),97.9,None
+18,GPT-4.1 Mini,90.8,None
+19,Claude 3.5 Sonnet,80.4,None