Dataset Viewer
sentences
sequencelengths 5k
10k
| labels
sequencelengths 5k
10k
|
|---|---|
["Does anyone have a example of Dual Contouring in C#? I'm trying to develop a method of creating te(...TRUNCATED) | ["unity","directx","movement","opengl","javascript","c#","2d","c#","opengl","javascript","animation"(...TRUNCATED) |
["URP cant get Pixel Perfect Camera to work I am currently using URP to add bloom to my particlesyst(...TRUNCATED) | ["unity","unity","opengl","unity","tetris","unity","unity","component-based","3d","opengl","java","u(...TRUNCATED) |
["on_Tween_tween_completed not triggering I'm using this script to print out my text in a textbox on(...TRUNCATED) | ["godot","c++","iphone","algorithm","2d","physics","unity","c#","xna","java","unity","java","unity",(...TRUNCATED) |
["How do audio based games such as Audiosurf and Beat Hazard work? Note: I am not asking how to make(...TRUNCATED) | ["audio","game-design","mathematics","unity","unity","xna","unity","opengl","c++","movement","animat(...TRUNCATED) |
["Texture won't appear using a vector of unique pointers of an Object I am working on a top down 2d (...TRUNCATED) | ["c++","c++","ios","input","xna","2d","tilemap","mmo","opengl","unity","directx11","input","udk","ja(...TRUNCATED) |
["How do I dynamically use the rect tool in Unity2D? The rect tool in Unity2D (I honestly do not rem(...TRUNCATED) | ["unity","c#","cocos2d","unity","architecture","physics","minecraft-modding","c++","unity","android"(...TRUNCATED) |
["Convert Global Space 3D Location to Local object space? I'm trying to find a formula that could co(...TRUNCATED) | ["matrix","android","java","splines","roblox","unity","xna","unity","c#","xna","unity","java","compr(...TRUNCATED) |
["Dynamic object creation from data I want to write somewhat randomized object activation effects, l(...TRUNCATED) | ["c#","opengl","physics","unity","opengl","opengl","unity","c++","java","procedural-generation","ai"(...TRUNCATED) |
["Multiplayer Replication Unreal Engine 4 I have variable=count(integer) in a Character Blueprint.\n(...TRUNCATED) | ["multiplayer","unity","legal","unity","unity","opengl","community-management","3d","c#","game-desig(...TRUNCATED) |
["Finding Closest of 8 Possible Angles to Theta Value I'm working on creating a gesture recognition (...TRUNCATED) | ["python","directx11","textures","mathematics","unity","2d","directx","unity","2d","game-design","xn(...TRUNCATED) |
Clustering of title+body from stackexchange. Clustering of 5 sets of 10k paragraphs and 5 sets of 5k paragraphs.
| Task category | t2c |
| Domains | Web, Written |
| Reference | https://arxiv.org/abs/2104.07081 |
How to evaluate on this task
You can evaluate an embedding model on this dataset using the following code:
import mteb
task = mteb.get_tasks(["StackExchangeClusteringP2P.v2"])
evaluator = mteb.MTEB(task)
model = mteb.get_model(YOUR_MODEL)
evaluator.run(model)
To learn more about how to run models on mteb task check out the GitHub repitory.
Citation
If you use this dataset, please cite the dataset as well as mteb, as this dataset likely includes additional processing as a part of the MMTEB Contribution.
@article{geigle:2021:arxiv,
archiveprefix = {arXiv},
author = {Gregor Geigle and
Nils Reimers and
Andreas R{\"u}ckl{\'e} and
Iryna Gurevych},
eprint = {2104.07081},
journal = {arXiv preprint},
title = {TWEAC: Transformer with Extendable QA Agent Classifiers},
url = {http://arxiv.org/abs/2104.07081},
volume = {abs/2104.07081},
year = {2021},
}
@article{enevoldsen2025mmtebmassivemultilingualtext,
title={MMTEB: Massive Multilingual Text Embedding Benchmark},
author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff},
publisher = {arXiv},
journal={arXiv preprint arXiv:2502.13595},
year={2025},
url={https://arxiv.org/abs/2502.13595},
doi = {10.48550/arXiv.2502.13595},
}
@article{muennighoff2022mteb,
author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Lo{\"\i}c and Reimers, Nils},
title = {MTEB: Massive Text Embedding Benchmark},
publisher = {arXiv},
journal={arXiv preprint arXiv:2210.07316},
year = {2022}
url = {https://arxiv.org/abs/2210.07316},
doi = {10.48550/ARXIV.2210.07316},
}
Dataset Statistics
Dataset Statistics
The following code contains the descriptive statistics from the task. These can also be obtained using:
import mteb
task = mteb.get_task("StackExchangeClusteringP2P.v2")
desc_stats = task.metadata.descriptive_stats
{
"test": {
"num_samples": 74914,
"number_of_characters": 81735679,
"min_text_length": 71,
"average_text_length": 1091.06013562218,
"max_text_length": 4225,
"unique_texts": 3720,
"min_labels_per_text": 2,
"average_labels_per_text": 1.0,
"max_labels_per_text": 18476,
"unique_labels": 524,
"labels": {
"unity": {
"count": 18476
},
"directx": {
"count": 589
},
"movement": {
"count": 214
},
"opengl": {
"count": 5190
},
"javascript": {
"count": 1141
},
"c#": {
"count": 3223
},
"2d": {
"count": 2367
},
"animation": {
"count": 582
},
"game-design": {
"count": 1735
},
"procedural-generation": {
"count": 348
},
"physics": {
"count": 1048
},
"c++": {
"count": 4496
},
"sdl2": {
"count": 90
},
"terminology": {
"count": 81
},
"android": {
"count": 1644
},
"graphics": {
"count": 482
},
"octree": {
"count": 11
},
"java": {
"count": 3833
},
"ios": {
"count": 385
},
"cocos2d-iphone": {
"count": 184
},
"tools": {
"count": 91
},
"terrain": {
"count": 99
},
"xna": {
"count": 4059
},
"html5": {
"count": 138
},
"rendering": {
"count": 400
},
"mathematics": {
"count": 1249
},
"publishing": {
"count": 52
},
"architecture": {
"count": 1067
},
"matrix": {
"count": 115
},
"lighting": {
"count": 131
},
"shaders": {
"count": 707
},
"libgdx": {
"count": 1310
},
"path-finding": {
"count": 307
},
"pc": {
"count": 7
},
"mmo": {
"count": 182
},
"collision-detection": {
"count": 1389
},
"graphic-effects": {
"count": 25
},
"sdl": {
"count": 119
},
"3d": {
"count": 1331
},
"blender": {
"count": 133
},
"software-engineering": {
"count": 300
},
"gpu": {
"count": 42
},
"design-patterns": {
"count": 57
},
"box2d": {
"count": 264
},
"color": {
"count": 31
},
"udk": {
"count": 121
},
"transformation": {
"count": 39
},
"tiles": {
"count": 188
},
"camera": {
"count": 302
},
"legal": {
"count": 311
},
"raycasting": {
"count": 37
},
"python": {
"count": 329
},
"multiplayer": {
"count": 320
},
"andengine": {
"count": 77
},
"distribution": {
"count": 6
},
"lua": {
"count": 102
},
"algorithm": {
"count": 766
},
"tilemap": {
"count": 116
},
"game-maker": {
"count": 324
},
"ai": {
"count": 464
},
"pygame": {
"count": 56
},
"networking": {
"count": 547
},
"flash": {
"count": 336
},
"sprites": {
"count": 293
},
"simulations": {
"count": 32
},
"virtual-reality": {
"count": 14
},
"hlsl": {
"count": 121
},
"waypoints": {
"count": 5
},
"audio": {
"count": 55
},
"textures": {
"count": 656
},
"game-mechanics": {
"count": 201
},
"intersection": {
"count": 9
},
"facebook": {
"count": 30
},
"manuals": {
"count": 2
},
"level-design": {
"count": 56
},
"rigging": {
"count": 14
},
"open-source": {
"count": 45
},
"software-rendering": {
"count": 9
},
"books": {
"count": 23
},
"objects": {
"count": 7
},
"minecraft-modding": {
"count": 109
},
"rotation": {
"count": 195
},
"storyboard": {
"count": 3
},
"iphone": {
"count": 349
},
"sharpdx": {
"count": 23
},
"glsl": {
"count": 139
},
"opengl-es": {
"count": 149
},
"loading": {
"count": 21
},
"effects": {
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},
"accessibility": {
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},
"performance": {
"count": 184
},
"physics-engine": {
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},
"browser-based-games": {
"count": 68
},
"fund-raising": {
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},
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"count": 241
},
"monogame": {
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},
"game-loop": {
"count": 93
},
"music": {
"count": 35
},
"board-game": {
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},
"opengl-es2": {
"count": 67
},
"game-industry": {
"count": 102
},
"physx": {
"count": 11
},
"input": {
"count": 155
},
"unreal": {
"count": 81
},
"licensing": {
"count": 50
},
"starcraft-2": {
"count": 8
},
"geometry": {
"count": 112
},
"directx11": {
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},
"smartfox": {
"count": 2
},
"jobs": {
"count": 20
},
"quaternion": {
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},
"actionscript-3": {
"count": 118
},
"education": {
"count": 55
},
"art": {
"count": 55
},
"copyright": {
"count": 69
},
"roguelikes": {
"count": 7
},
"orientation": {
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},
"projection": {
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"steam": {
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"phaser": {
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"antialiasing": {
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"3dsmax": {
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"isometric": {
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"mouse": {
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},
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"assets": {
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"nintendo": {
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"asset-management": {
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"maya": {
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"control": {
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"component-based": {
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"c": {
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"vector": {
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"screen": {
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},
"project-management": {
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"data-structure": {
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"rpg": {
"count": 86
},
"balance": {
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"management": {
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"source-engine": {
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"windows-phone-7": {
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"testing": {
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"controllers": {
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"projectile-physics": {
"count": 21
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"godot": {
"count": 163
},
"collider": {
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"user-experience": {
"count": 22
},
"maps": {
"count": 90
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"free-to-play": {
"count": 5
},
"keyboard": {
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},
"random": {
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},
"fragment-shader": {
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},
"file-format": {
"count": 20
},
"bullet-physics": {
"count": 40
},
"shadow-mapping": {
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},
"server": {
"count": 92
},
"racing": {
"count": 9
},
"unityscript": {
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},
"directx10": {
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},
"first-person-shooter": {
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},
"xbox360": {
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},
"multithreading": {
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},
"point-cloud": {
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},
"sfml": {
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},
"modding": {
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},
"logic": {
"count": 16
},
"vulkan": {
"count": 19
},
"adventure-games": {
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},
"development-speed": {
"count": 8
},
"savegame": {
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},
"competition": {
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"voxels": {
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"obj": {
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},
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"entity-system": {
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},
"html-canvas": {
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"events": {
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"voice": {
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"sound": {
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"havok": {
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"scripting": {
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"joystick": {
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"level-of-detail": {
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"quake3": {
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"normals": {
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"interpolation": {
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"frame-rate": {
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"spritekit": {
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"file": {
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"heightmap": {
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"kinect": {
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},
"websocket": {
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},
"statistics": {
"count": 9
},
"fbx": {
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},
"world-of-warcraft-modding": {
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},
"source-code": {
"count": 2
},
"perlin-noise": {
"count": 5
},
"skyrim-modding": {
"count": 9
},
"skeletal-animation": {
"count": 24
},
"economy": {
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},
"assembly": {
"count": 3
},
"geolocation": {
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},
"splash-screen": {
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},
"pixel": {
"count": 10
},
"card-game": {
"count": 7
},
"swift": {
"count": 5
},
"visualization": {
"count": 3
},
"vsync": {
"count": 5
},
"eclipse": {
"count": 3
},
"pixel-art": {
"count": 13
},
"tournament": {
"count": 2
},
"zbrush": {
"count": 2
},
"motivation": {
"count": 6
},
"online": {
"count": 8
},
"oop": {
"count": 6
},
"video": {
"count": 21
},
"index-buffer": {
"count": 5
},
"methodology": {
"count": 10
},
"impactjs": {
"count": 3
},
"code-reflection": {
"count": 4
},
"depth-buffer": {
"count": 11
},
"interface": {
"count": 6
},
"turn-based-strategy": {
"count": 7
},
"go": {
"count": 3
},
"wii": {
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},
"path": {
"count": 3
},
"process": {
"count": 4
},
"trademark": {
"count": 10
},
"soya3d": {
"count": 2
},
"mission-design": {
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},
"side-scroller": {
"count": 5
},
"marching-cubes": {
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},
"skybox": {
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},
"scene": {
"count": 7
},
"haxe": {
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},
"openscenegraph": {
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},
"culling": {
"count": 8
},
"encryption": {
"count": 4
},
"mvc": {
"count": 4
},
"advertisements": {
"count": 5
},
"npc": {
"count": 3
},
"effect": {
"count": 4
},
"game-maker-studio-2": {
"count": 3
},
"3d-modeling": {
"count": 9
},
"udp": {
"count": 3
},
"jquery": {
"count": 4
},
"hiring": {
"count": 2
},
"cloud-computing": {
"count": 2
},
"commodore-64": {
"count": 3
},
"storage": {
"count": 3
},
"ui-design": {
"count": 7
},
"release": {
"count": 4
},
"demo": {
"count": 4
},
"navmesh": {
"count": 2
},
"strategy": {
"count": 7
},
"social": {
"count": 3
},
"data-driven": {
"count": 4
},
"revenue": {
"count": 4
},
"openal": {
"count": 2
},
"window-management": {
"count": 4
},
"magicavoxel": {
"count": 2
},
"twine": {
"count": 6
},
"pipeline": {
"count": 4
},
"css": {
"count": 2
},
"game-center": {
"count": 3
},
"text-based": {
"count": 7
},
"torque-x": {
"count": 2
},
"signed-distance-field": {
"count": 3
},
"tessellation": {
"count": 4
},
"pico-8": {
"count": 4
},
"spritebatch": {
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},
"business-model": {
"count": 2
},
"opentk": {
"count": 4
},
"assimp": {
"count": 7
},
"trailer": {
"count": 3
},
"texture-atlas": {
"count": 2
},
"unity-webgl": {
"count": 2
},
"tiled": {
"count": 3
},
"glm": {
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},
"splines": {
"count": 6
},
"unit-testing": {
"count": 3
},
"compatibility": {
"count": 3
},
"matchmaking": {
"count": 3
},
"analytics": {
"count": 4
},
"irrlicht": {
"count": 2
},
"configuration": {
"count": 3
},
"filesystem": {
"count": 2
},
"piracy": {
"count": 3
},
"difficulty": {
"count": 3
},
"water": {
"count": 3
},
"rope-physics": {
"count": 2
},
"teaching": {
"count": 4
},
"memory-efficiency": {
"count": 9
},
"modelling-techniques": {
"count": 2
},
"sketchup": {
"count": 2
},
"portals": {
"count": 3
},
"windows-forms": {
"count": 5
},
"farseer-physics-engine": {
"count": 2
},
"hammer": {
"count": 2
},
"alpha-blending": {
"count": 5
},
"normal-generation": {
"count": 3
},
"human-resources": {
"count": 2
},
"quake2": {
"count": 2
},
"emulation": {
"count": 5
},
"metrics": {
"count": 2
},
"image-processing": {
"count": 2
},
"hacks": {
"count": 3
},
"angles": {
"count": 4
},
"streaming": {
"count": 2
},
"jogl": {
"count": 3
},
"chess": {
"count": 2
},
"ide": {
"count": 2
},
"augmented-reality": {
"count": 3
},
"productivity": {
"count": 2
},
"google-app-engine": {
"count": 2
},
"bukkit": {
"count": 3
},
"authentication": {
"count": 3
},
"spawning": {
"count": 2
},
"user-interface": {
"count": 3
},
"gameobject": {
"count": 3
},
"silverlight": {
"count": 3
},
"htc-vive": {
"count": 2
},
"synchronization": {
"count": 3
},
"spaces": {
"count": 2
},
"profiling": {
"count": 2
},
"lumberyard-engine": {
"count": 3
},
"unity-ads": {
"count": 2
},
"ajax": {
"count": 2
},
"bot": {
"count": 2
},
"outsourcing": {
"count": 2
},
"functional": {
"count": 2
},
"user-generated-content": {
"count": 3
},
"rpg-maker-mv": {
"count": 2
},
"javafx": {
"count": 2
},
"data": {
"count": 2
},
"computational-geometry": {
"count": 5
},
"harlowe": {
"count": 2
},
"hud": {
"count": 2
},
"bounding-spheres": {
"count": 2
},
"stencyl": {
"count": 2
},
"bounding-boxes": {
"count": 2
},
"rpg-maker-xp": {
"count": 3
},
"stage3d": {
"count": 2
},
"renpy": {
"count": 2
},
"documentation": {
"count": 2
},
"content-generation": {
"count": 2
},
"babylonjs": {
"count": 2
},
"palette": {
"count": 2
}
}
}
}
This dataset card was automatically generated using MTEB
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