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🔬 Interpretability

47 papers · page 2 of 2 · 26–47 · the most cited first · all topics

What neural models have learned inside, and how to show why they decide as they do.

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  1. Scaling Laws and Interpretability of Learning from Repeated DataDanny Hernandez, Tom Brown, Tom Conerly, et al.2022 · 62 citations
  2. Does Circuit Analysis Interpretability Scale? Evidence from Multiple Choice Capabilities in ChinchillaTom Lieberum, Matthew Rahtz, Janos Kramar, et al.2023 · 51 citations
  3. Probing Contextual Language Models for Common Ground with Visual RepresentationsGabriel Ilharco, Rowan Zellers, Ali Farhadi, et al.2021 · 31 citations
  4. When Your Language Model Cannot Even Do Determiners Right: Probing for Anti-Presuppositions and the Maximize Presupposition! PrincipleJudith Sieker, Sina Zarrieß2023 · 9 citations
  5. Unveiling Language Competence Neurons: A Psycholinguistic Approach to Model InterpretabilityXufeng Duan, Xinyu Zhou, Bei Xiao, et al.2025 · 8 citations
  6. Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic EvaluationsAnanth Agarwal, Jasper Jian, Christopher D Manning, et al.2025 · 4 citations
  7. Contextual Probing for Low-Resource Named Entity Recognition in LatinMaria Mihaela Trusca, Mark Depauw, Violet Soen, et al.2026 · 1 citation
  8. Probing for Reading TimesEleftheria Tsipidi, Samuel Kiegeland, Francesco Ignazio Re, et al.2026 · 1 citation
  9. Rhetorical Questions in LLM Representations: A Linear Probing StudyLouie Hong Yao, Vishesh Anand, Yuan Zhuang, et al.2026 · 1 citation
  10. Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop ValidationAnanth Kandala, Ratna Kandala, Akshata Kishore Moharir, et al.2025 · 1 citation
  11. Bridging Linguistic Structure and Mechanistic Interpretability for Conceptual Interpretation in Language ModelsNura Aljaafari, Danilo Carvalho, Andre Freitas2026
  12. Compositional Meaning Representations in LLMs: a Critical Review of Probing StudiesRémy Marro2026
  13. Explainable AI for Ethical Counter Speech Generation in Hate Speech MitigationAshiful Islam Ridoy, Mohammed Faisal, Yogesh Kumar, et al.2026
  14. From Insights to Impact: Actionable Interpretability for Neural Machine TranslationGabriele Sarti2026
  15. Mechanistic Interpretability Meets Cognitive Linguistics: Modelling Locative Image Schemas in the Circuit FrameworkMattia Proietti, Afra Alishahi, Grzegorz Chrupała, et al.2026
  16. Probing Discrete Speech Tokens of Spoken Language ModelsSven Naber, Julia Koch, Pranav Singh, et al.2026
  17. Probing the Attention Representation of Filler-Gap Dependency in TransformersRuoqing Yao, Pranav Anand2026
  18. Probing the Dynamics of Syntactic Ability Acquisition Throughout LLM PretrainingHiroshi Matsuda, Masayuki Asahara2026
  19. SAINT: Multilingual Span-Level Interpretability for Sentiment AnalysisSeid Muhie Yimam, Tadesse Destaw Belay, Robert Geislinger, et al.2026
  20. Under the Surface: Probing Tamil Paraphrase IntelligenceViswadarshan R R, Dr. J. Felicia Lilian, Mahalakshmi S2026
  21. Reverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference ResolutionTatiana Anikina, Arne Binder, David Harbecke, et al.2025
  22. Qu'apporte BERT à l'analyse syntaxique en constituants discontinus ? Une suite de tests pour évaluer les prédictions de structures syntaxiques discontinues en anglais (What does BERT contribute to discontinuous constituency parsing ? A test suite to evaluate discontinuous constituency structure predictions in English)Maximin Coavoux2020

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