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Yonatan Belinkov

  1. LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations
    2024/10/03 by Hadas Orgad, Orgad, Hadas, Michael Toker +11 · 10 voices · 57 citations
    Computer Science · Economics, Econometrics and Finance · Business, Management and Accounting · #Blockchain Technology Applications and Security #Credit Risk and Financial Regulations #Corporate Insolvency and Governance
  2. Jamba: A Hybrid Transformer-Mamba Language Model
    2024/03/28 by Opher Lieber, Lieber, Opher, Barak Lenz +42 · 4 voices · 57 citations
    Arts and Humanities · Social Sciences · #Language, Discourse, Communication Strategies #Multilingual Education and Policy
  3. Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
    2022/06/09 by Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao +448 · 3 voices · 143 citations
    #cs.CL #cs.AI #cs.CY #cs.LG #stat.ML
  4. Locating and Editing Factual Associations in GPT
    2022/02/10 by Kevin Meng, Meng, Kevin, David Bau +5 · 342 citations
    Computer Science · #Topic Modeling #Explainable Artificial Intelligence (XAI) #Text Readability and Simplification
  5. Probing Classifiers: Promises, Shortcomings, and Advances
    2021/02/24 by Yonatan Belinkov, Belinkov, Yonatan · 96 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7
  6. Mass-Editing Memory in a Transformer
    2022/10/13 by Kevin Meng, Meng, Kevin, Arnab Sen Sharma +7 · 118 citations
    Computer Science · Decision Sciences · #Topic Modeling #Advanced Data Storage Technologies #Scientific Computing and Data Management
  7. Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics
    2024/10/28 by Yaniv Nikankin, Anja Reusch, Nikankin, Yaniv +5 · 11 voices · 14 citations
    Computer Science · #Computability, Logic, AI Algorithms
  8. Unified Concept Editing in Diffusion Models
    2023/08/25 by Rohit Gandikota, Hadas Orgad, Gandikota, Rohit +7 · 66 citations
    Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Internet Traffic Analysis and Secure E-voting
  9. Analyzing the Structure of Attention in a Transformer Language Model
    2019/06/07 by Jesse Vig, Yonatan Belinkov, Vig, Jesse +1 · 1 voice · 19 citations
    Computer Science · Mathematics · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.CL #cs.LG #stat.ML
  10. Distinguishing Ignorance from Error in LLM Hallucinations
    2024/10/29 by Adi Simhi, Simhi, Adi, Jonathan Herzig +5 · 4 voices · 5 citations
    #cs.CL
  11. Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks
    2016/08/15 by Yossi Adi, Einat Kermany, Adi, Yossi +7 · 18 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Natural Language Processing Techniques #Topic Modeling
  12. MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
    2022/05/01 by Ehud Karpas, Omri Abend, Karpas, Ehud +31 · 24 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #AI-based Problem Solving and Planning
  13. Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias
    2020/04/26 by Jesse Vig, Sebastian Gehrmann, Vig, Jesse +10 · 21 citations
    Computer Science · #68T50 #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #I.2.7 #Topic Modeling
  14. Causal Analysis of Syntactic Agreement Mechanisms in Neural Language\n Models
    2021/06/10 by Matthew Finlayson, Aaron Mueller, Finlayson, Matthew +9 · 15 citations
    Computer Science · #68T50 #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  15. Have Faith in Faithfulness: Going Beyond Circuit Overlap When Finding Model Mechanisms
    2024/03/26 by Michael Hanna, Sandro Pezzelle, Hanna, Michael +3 · 26 citations
    Business, Management and Accounting · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Islamic Finance and Banking Studies #Machine Learning (cs.LG) #Religion, Society, and Development
  16. Editing Implicit Assumptions in Text-to-Image Diffusion Models
    2023/03/14 by Hadas Orgad, Bahjat Kawar, Orgad, Hadas +3 · 16 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
  17. The Quest for the Right Mediator: Surveying Mechanistic Interpretability Through the Lens of Causal Mediation Analysis
    2024/08/02 by Aaron Mueller, Mueller, Aaron, Jannik Brinkmann +25 · 3 voices · 14 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #European and International Law Studies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Qualitative Comparative Analysis Research #cs.AI #cs.LG
  18. Instructed to Bias: Instruction-Tuned Language Models Exhibit Emergent Cognitive Bias
    2023/08/01 by Itay Itzhak, Itzhak, Itay, Gabriel Stanovsky +5 · 15 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Text Readability and Simplification
  19. Confidence Regulation Neurons in Language Models
    2024/06/24 by Alessandro Stolfo, Stolfo, Alessandro, Ben Wu +11 · 18 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  20. Fine-Tuning Enhances Existing Mechanisms: A Case Study on Entity Tracking
    2024/02/22 by N. Prakash, Tamar Rott Shaham, Prakash, Nikhil +7 · 16 citations
    Computer Science · #Data Stream Mining Techniques
  21. Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
    2025/02/20 by Martin Tutek, Tutek, Martin, Fateme Hashemi Chaleshtori +5 · 2 voices · 12 citations
    Social Sciences · #Education and Islamic Studies #Religion, Spirituality, and Psychology #cs.CL
  22. Identifying and Controlling Important Neurons in Neural Machine Translation
    2018/11/03 by Anthony Bau, Yonatan Belinkov, Bau, Anthony +9 · 13 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
  23. Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
    2024/07/21 by Sarah Wiegreffe, Oyvind Tafjord, Wiegreffe, Sarah +7 · 1 voice · 12 citations
    Neuroscience · Psychology · Arts and Humanities · #Cognitive Science and Education Research #Language, Metaphor, and Cognition #Discourse Analysis in Language Studies
  24. Parallel Context Windows for Large Language Models
    2022/12/21 by Nir Ratner, Ratner, Nir, Yoav Levine +16 · 7 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  25. Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer
    2025/02/18 by Adi Simhi, Itay Itzhak, Simhi, Adi +7 · 1 voice · 14 citations
    Computer Science · Neuroscience · #Blockchain Technology Applications and Security #Hallucinations in medical conditions #cs.CL
  26. Language Models use Lookbacks to Track Beliefs
    2025/05/20 by Nikhil Prakash, Prakash, Nikhil, Natalie Shapira +13 · 4 voices · 9 citations
    #cs.CL
  27. SAEs Are Good for Steering -- If You Select the Right Features
    2025/05/26 by Dana Arad, Aaron Mueller, Arad, Dana +3 · 1 voice · 17 citations
    Engineering · #cs.LG #cs.AI #cs.CL
  28. Generating Benchmarks for Factuality Evaluation of Language Models
    2023/07/13 by Dor Muhlgay, Muhlgay, Dor, Ori Ram +17 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  29. A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis
    2023/01/01 by Alessandro Stolfo, Yonatan Belinkov, Mrinmaya Sachan · 1 voice · 4 citations
    Computer Science · #Machine Learning and Algorithms #Natural Language Processing Techniques #Topic Modeling
  30. Analyzing Phonetic and Graphemic Representations in End-to-End Automatic\n Speech Recognition
    2019/07/09 by Yonatan Belinkov, Ahmed Ali, Belinkov, Yonatan +3 · 3 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #I.2.7 #Music and Audio Processing #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
  31. Jamba-1.5: Hybrid Transformer-Mamba Models at Scale
    2024/08/22 by Jamba Team, Barak Lenz, Lenz, Barak +113 · 7 citations
    Engineering · Materials Science · #Fluid Dynamics and Vibration Analysis #High voltage insulation and dielectric phenomena #Power Transformer Diagnostics and Insulation
  32. VISIT: Visualizing and Interpreting the Semantic Information Flow of Transformers
    2023/05/22 by Shahar Katz, Yonatan Belinkov, Katz, Shahar +1 · 4 citations
    Computer Science · Materials Science · #Explainable Artificial Intelligence (XAI) #Topic Modeling #Machine Learning in Materials Science
  33. What Are You Token About? Dense Retrieval as Distributions Over the Vocabulary
    2022/12/20 by Ori Ram, Ram, Ori, Liat Bezalel +9 · 3 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Topic Modeling
  34. Measuring Causal Effects of Data Statistics on Language Model's `Factual' Predictions
    2022/07/28 by Yanai Elazar, Elazar, Yanai, Nora Kassner +15 · 3 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Explainable Artificial Intelligence (XAI)
  35. Debiasing Methods in Natural Language Understanding Make Bias More\n Accessible
    2021/09/09 by Michael Mendelson, Mendelson, Michael, Yonatan Belinkov +1 · 2 citations
    Computer Science · #68T50 #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #I.2.7 #Natural Language Processing Techniques #Topic Modeling
  36. On Evaluating the Generalization of LSTM Models in Formal Languages
    2018/11/02 by Mirac Süzgün, Yonatan Belinkov, Suzgun, Mirac +3 · 2 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning and Algorithms
  37. Memory-Augmented Recurrent Neural Networks Can Learn Generalized Dyck Languages
    2019/11/08 by Mirac Süzgün, Sebastian Gehrmann, Suzgun, Mirac +5 · 3 citations
    Computer Science · Social Sciences · #Music and Audio Processing #Natural Language Processing Techniques #Language and cultural evolution
  38. BLIND: Bias Removal With No Demographics
    2022/12/20 by Hadas Orgad, Orgad, Hadas, Yonatan Belinkov +1 · 2 citations
    Computer Science · #68T50 #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Machine Learning in Healthcare #Topic Modeling
  39. MIB: A Mechanistic Interpretability Benchmark
    2025/04/17 by Aaron Mueller, Mueller, Aaron, Atticus Geiger +45 · 1 voice · 6 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Topic Modeling #cs.AI #cs.CL #cs.LG
  40. Learning from others' mistakes: Avoiding dataset biases without modeling them
    2020/12/02 by Victor Sanh, Sanh, Victor, Thomas Wolf +5 · 1 citation
    Computer Science · Social Sciences · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  41. Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I Models
    2025/01/12 by Michael Toker, Toker, Michael, Ido Galil +11 · 3 citations
    Engineering · Neuroscience · #Architecture and Computational Design #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Modular Robots and Swarm Intelligence #Tactile and Sensory Interactions
  42. Position-aware Automatic Circuit Discovery
    2025/02/07 by Tal Haklay, Haklay, Tal, Hadas Orgad +7 · 3 citations
    Computer Science · #68T50 #Advanced Database Systems and Queries #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Logic, programming, and type systems #Machine Learning (cs.LG)
  43. Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
    2026/02/08 by Adi Simhi, Fazl Barez, Martin Tutek +2 · 4 voices · 1 citation
    #cs.CL #cs.AI
  44. Accelerating the Global Aggregation of Local Explanations
    2023/12/13 by Alon Mor, Yonatan Belinkov, Mor, Alon +3 · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning and Data Classification
  45. Structured RAG for Answering Aggregative Questions
    2025/11/11 by Omri Koshorek, Koshorek, Omri, Niv Granot +14 · 1 citation
    Computer Science · #Topic Modeling #Information Retrieval and Search Behavior #Multimodal Machine Learning Applications