MLLM-as-a-Judge for Image Safety without Human Labeling
Paper
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2501.00192
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Published
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28
Papers to Read
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HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
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CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings
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MiniMax-01: Scaling Foundation Models with Lightning Attention
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Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
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PaSa: An LLM Agent for Comprehensive Academic Paper Search
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GuardReasoner: Towards Reasoning-based LLM Safeguards
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WILDCHAT-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training
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LIMO: Less is More for Reasoning
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Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling
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Expect the Unexpected: FailSafe Long Context QA for Finance
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TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
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Fino1: On the Transferability of Reasoning Enhanced LLMs to Finance
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BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models
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TransMLA: Multi-head Latent Attention Is All You Need
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Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model
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SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?
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Magma: A Foundation Model for Multimodal AI Agents
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MLGym: A New Framework and Benchmark for Advancing AI Research Agents
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SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
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S*: Test Time Scaling for Code Generation
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SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
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MM-Eureka: Exploring Visual Aha Moment with Rule-based Large-scale Reinforcement Learning
Paper • 2503.07365 • Published • 54 -
Token-Efficient Long Video Understanding for Multimodal LLMs
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R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model
Paper • 2503.05132 • Published • 51 -
Visual-RFT: Visual Reinforcement Fine-Tuning
Paper • 2503.01785 • Published • 70 -
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs
Paper • 2503.01743 • Published • 77 -
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL
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Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia
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Unified Reward Model for Multimodal Understanding and Generation
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Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers
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GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing
Paper • 2503.10639 • Published • 45 -
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization
Paper • 2503.10615 • Published • 16 -
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Paper • 2503.10291 • Published • 32 -
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research
Paper • 2503.13399 • Published • 20 -
V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning
Paper • 2503.11495 • Published • 11 -
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning
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Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM
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DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
Paper • 2503.12797 • Published • 28 -
DropletVideo: A Dataset and Approach to Explore Integral Spatio-Temporal Consistent Video Generation
Paper • 2503.06053 • Published • 84 -
TULIP: Towards Unified Language-Image Pretraining
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Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Paper • 2503.16419 • Published • 57