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Muennighoff, Niklas

  1. s1: Simple test-time scaling
    2025/01/31 by Niklas Muennighoff, Muennighoff, Niklas, Zitong Yang +18 · 30 voices · 367 citations
    Engineering · Computer Science · #Fault Detection and Control Systems #Neural Networks and Applications
  2. OpenHands: An Open Platform for AI Software Developers as Generalist Agents
    2024/07/23 by Xingyao Wang, Boxuan Li, Wang, Xingyao +47 · 3 voices · 233 citations
    Computer Science · #Multi-Agent Systems and Negotiation #cs.AI #cs.CL #cs.SE
  3. MTEB: Massive Text Embedding Benchmark
    2022/10/13 by Niklas Muennighoff, Muennighoff, Niklas, Nouamane Tazi +5 · 4 voices · 99 citations
    Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Natural Language Processing Techniques
  4. Scaling Data-Constrained Language Models
    2023/05/25 by Niklas Muennighoff, Alexander M. Rush, Muennighoff, Niklas +15 · 1 voice · 67 citations
    Computer Science · #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling #cs.AI #cs.CL #cs.LG
  5. Lessons from the Trenches on Reproducible Evaluation of Language Models
    2024/05/23 by Stella Biderman, Hailey Schoelkopf, Biderman, Stella +58 · 2 voices · 34 citations
    Computer Science · #Natural Language Processing Techniques
  6. Humanity's Last Exam
    2025/01/24 by Long Phan, Phan, Long, Alice Gatti +2240 · 9 voices · 103 citations
    #cs.LG #cs.AI #cs.CL
  7. DataComp-LM: In search of the next generation of training sets for language models
    2024/06/17 by Jeffrey Li, Li, Jeffrey, Alex Fang +121 · 2 voices · 79 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CL #cs.LG
  8. Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
    2024/09/25 by Matt Deitke, Christopher Clark, Deitke, Matt +100 · 4 voices · 150 citations
    Computer Science · #Semantic Web and Ontologies #Speech and dialogue systems
  9. Scaling Laws for Precision
    2024/11/07 by Tanishq Kumar, Zachary Ankner, Kumar, Tanishq +16 · 7 voices · 29 citations
    Arts and Humanities · #Philosophy and History of Science
  10. BLOOM: A 176B-Parameter Open-Access Multilingual Language Model
    2022/11/09 by Workshop, BigScience, :, Scao, Teven Le +391 · 104 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  11. C-Pack: Packed Resources For General Chinese Embeddings
    2023/09/14 by Shitao Xiao, Zheng Liu, Xiao, Shitao +7 · 103 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Hate Speech and Cyberbullying Detection
  12. StarCoder: may the source be with you!
    2023/05/09 by Raymond Li, Li, Raymond, Loubna Ben Allal +130 · 91 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning and Data Classification #Programming Languages (cs.PL) #Software Engineering (cs.SE) #Software Engineering Research #Topic Modeling
  13. BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
    2024/06/22 by Zhuo, Terry Yue, Vu, Minh Chien, Chim, Jenny +30 · 101 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering (cs.SE)
  14. StarCoder 2 and The Stack v2: The Next Generation
    2024/02/29 by Lozhkov, Anton, Li, Raymond, Allal, Loubna Ben +63 · 90 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Software Engineering (cs.SE)
  15. Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research
    2024/01/31 by Luca Soldaini, Soldaini, Luca, Rodney Kinney +69 · 80 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
  16. OLMo: Accelerating the Science of Language Models
    2024/02/01 by Dirk Groeneveld, Groeneveld, Dirk, Iz Beltagy +83 · 76 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  17. OpenThoughts: Data Recipes for Reasoning Models
    2025/06/04 by Etash Guha, Ryan Marten, Guha, Etash +102 · 2 voices · 61 citations
    Computer Science · #Advanced Graph Neural Networks #Explainable Artificial Intelligence (XAI) #Mathematics, Computing, and Information Processing #cs.LG
  18. OLMoE: Open Mixture-of-Experts Language Models
    2024/09/03 by Niklas Muennighoff, Muennighoff, Niklas, Luca Soldaini +45 · 1 voice · 60 citations
    Computer Science · #Expert finding and Q&A systems #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG
  19. Generative Representational Instruction Tuning
    2024/02/15 by Niklas Muennighoff, Hongjin Su, Muennighoff, Niklas +13 · 2 voices · 33 citations
    Computer Science · Psychology · #Innovative Teaching and Learning Methods #cs.AI #cs.CL #cs.LG
  20. A Survey on Data Selection for Language Models
    2024/02/26 by Alon Albalak, Albalak, Alon, Yanai Elazar +25 · 40 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  21. Aya Model: An Instruction Finetuned Open-Access Multilingual Language Model
    2024/02/12 by Üstün, Ahmet, Aryabumi, Viraat, Yong, Zheng-Xin +14 · 38 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  22. SGPT: GPT Sentence Embeddings for Semantic Search
    2022/02/17 by Niklas Muennighoff, Muennighoff, Niklas · 21 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  23. BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
    2024/07/16 by Hongjin Su, H. W. Yen, Su, Hongjin +26 · 39 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Information Retrieval and Search Behavior #Semantic Web and Ontologies
  24. SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?
    2024/10/04 by John Yang, Carlos Jimenez-Gomez, Yang, John +23 · 43 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices
  25. RegMix: Data Mixture as Regression for Language Model Pre-training
    2024/07/01 by Liu, Qian, Zheng, Xiaosen, Muennighoff, Niklas +5 · 33 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  26. A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?
    2025/03/31 by Zhang, Qiyuan, Lyu, Fuyuan, Sun, Zexu +10 · 70 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  27. Consent in Crisis: The Rapid Decline of the AI Data Commons
    2024/07/20 by Shayne Longpre, Robert Mahari, Longpre, Shayne +104 · 5 voices · 13 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Privacy, Security, and Data Protection #Privacy-Preserving Technologies in Data #cs.AI #cs.CL #cs.LG
  28. Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies
    2024/07/18 by Chaofan Tao, Tao, Chaofan, Qian Liu +14 · 1 voice · 23 citations
    Computer Science · #Natural Language Processing Techniques #cs.AI #cs.CL
  29. OctoPack: Instruction Tuning Code Large Language Models
    2023/08/14 by Niklas Muennighoff, Muennighoff, Niklas, Qian Liu +17 · 20 citations
    Computer Science · #Software Engineering Research #Parallel Computing and Optimization Techniques #Topic Modeling
  30. Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence
    2024/04/08 by Peng, Bo, Goldstein, Daniel, Anthony, Quentin +27 · 22 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  31. SantaCoder: don't reach for the stars!
    2023/01/09 by Loubna Ben Allal, Raymond Li, Allal, Loubna Ben +79 · 15 citations
    Computer Science · #Software Engineering Research #Topic Modeling #Machine Learning and Data Classification
  32. KTO: Model Alignment as Prospect Theoretic Optimization
    2024/02/02 by Ethayarajh, Kawin, Xu, Winnie, Muennighoff, Niklas +2 · 15 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. MMTEB: Massive Multilingual Text Embedding Benchmark
    2025/02/19 by Enevoldsen, Kenneth, Chung, Isaac, Kerboua, Imene +83 · 32 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  34. KMMLU: Measuring Massive Multitask Language Understanding in Korean
    2024/02/18 by Guijin Son, Son, Guijin, Hanwool Lee +15 · 1 voice · 13 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling #cs.CL
  35. BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting
    2022/12/19 by Zheng-Xin Yong, Yong, Zheng-Xin, Hailey Schoelkopf +26 · 10 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
  36. Language models scale reliably with over-training and on downstream tasks
    2024/03/13 by Samir Yitzhak Gadre, Gadre, Samir Yitzhak, Georgios Smyrnis +45 · 12 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  37. ReasonIR: Training Retrievers for Reasoning Tasks
    2025/04/29 by Shao, Rulin, Qiao, Rui, Kishore, Varsha +8 · 28 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
  38. The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI
    2023/10/25 by Longpre, Shayne, Mahari, Robert, Chen, Anthony +14 · 9 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  39. Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning
    2024/02/09 by Shivalika Singh, Freddie Vargus, Singh, Shivalika +63 · 10 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
  40. SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages
    2024/06/14 by Holy Lovenia, Rahmad Mahendra, Lovenia, Holy +119 · 12 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems
  41. NL-Augmenter: A Framework for Task-Sensitive Natural Language\n Augmentation
    2021/12/05 by Kaustubh Dhole, Dhole, Kaustubh D., Varun Gangal +221 · 4 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  42. FinGPT: Large Generative Models for a Small Language
    2023/11/03 by Risto Luukkonen, Ville Komulainen, Luukkonen, Risto +39 · 6 citations
    Computer Science · Decision Sciences · #Topic Modeling #Web Data Mining and Analysis #Data Quality and Management
  43. Crosslingual Reasoning through Test-Time Scaling
    2025/05/08 by Zheng-Xin Yong, M. Farid Adilazuarda, Yong, Zheng-Xin +18 · 3 voices · 11 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG
  44. What Language Model to Train if You Have One Million GPU Hours?
    2022/10/27 by Scao, Teven Le, Wang, Thomas, Hesslow, Daniel +16 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  45. Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models
    2024/01/01 by Terry Yue Zhuo, Armel Randy Zebaze, Zhuo, Terry Yue +11 · 5 citations
    Computer Science · Engineering · #Software Engineering Research #Topic Modeling #Ferroelectric and Negative Capacitance Devices
  46. Vilio: State-of-the-art Visio-Linguistic Models applied to Hateful Memes
    2020/12/14 by Niklas Muennighoff, Muennighoff, Niklas · 3 citations
    Computer Science · Psychology · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Digital Games and Media #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Humor Studies and Applications
  47. The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding
    2024/06/04 by Kenneth Enevoldsen, Enevoldsen, Kenneth, Márton Kardos +5 · 4 citations
    Arts and Humanities · #linguistics and terminology studies
  48. Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning
    2025/04/06 by Ximing Lu, Lu, Ximing, Seungju Han +19 · 5 citations
    Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #Explainable Artificial Intelligence (XAI) #Advanced Graph Neural Networks
  49. FlexOlmo: Open Language Models for Flexible Data Use
    2025/07/09 by Shi, Weijia, Bhagia, Akshita, Farhat, Kevin +20 · 6 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  50. LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation
    2024/12/10 by Kim, Eunsu, Suk, Juyoung, Kim, Seungone +3 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  51. Aurora-M: Open Source Continual Pre-training for Multilingual Language and Code
    2024/03/30 by Nakamura, Taishi, Mishra, Mayank, Tedeschi, Simone +42 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  52. UQ: Assessing Language Models on Unsolved Questions
    2025/08/25 by Nie, Fan, Liu, Ken Ziyu, Wang, Zihao +11 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  53. MIEB: Massive Image Embedding Benchmark
    2025/04/14 by Xiao, Chenghao, Chung, Isaac, Kerboua, Imene +7 · 2 citations
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  54. When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought
    2025/11/04 by Zhou, Yiyang, Tu, Haoqin, Wang, Zijun +11 · 4 citations
    Computer Science · #Multimodal Machine Learning Applications #Data Visualization and Analytics #Generative Adversarial Networks and Image Synthesis
  55. Datasheets Aren't Enough: DataRubrics for Automated Quality Metrics and Accountability
    2025/06/02 by Winata, Genta Indra, Anugraha, David, Liu, Emmy +17 · 2 citations
    #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #electronic engineering #information engineering