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Interpretability

7,318 papers

Papers per year

Papers

VariantBench: A Framework for Evaluating LLMs on Justifications for Genetic Variant Interpretation AACL 2025
Source Attribution for Large Language Models AACL 2025
Human–Agent Teaming for Higher-Order Thinking Augmentation AACL 2025
Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection AACL 2025
Isolating Culture Neurons in Multilingual Large Language Models AACL 2025
TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context AACL 2025
Iterative Critique-Driven Simplification: Targeted Enhancement of Complex Definitions with Small Language Models AACL 2025
Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention AACL 2025
SEER: The Span-based Emotion Evidence Retrieval Benchmark AACL 2025
Reasoning Enhanced Missing Knowledge Retrieval Augmented Generation Framework for Domain Specific Question Answering AACL 2025
Modular Arithmetic: Language Models Solve Math Digit by Digit AACL 2025
CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering AACL 2025
Decoding Emergent Big Five Traits in Large Language Models: Temperature-Dependent Expression and Architectural Clustering AACL 2025
Mixed Signals: Understanding Model Disagreement in Multimodal Empathy Detection AACL 2025
mmJEE-Eval: A Bilingual Multimodal Benchmark for Evaluating Scientific Reasoning in Vision-Language Models AACL 2025
Indian Grammatical Tradition-Inspired Universal Semantic Representation Bank (USR Bank 1.0) AACL 2025
Auditing Political Bias in Text Generation by GPT-4 using Sociocultural and Demographic Personas: Case of Bengali Ethnolinguistic Communities AACL 2025
INDRA: Iterative Difficulty Refinement Attention for MCQ Difficulty Estimation for Indic Languages AACL 2025
Examining the Faithfulness of Deepseek R1’s Chain-of-Thought Reasoning AACL 2025
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models AACL 2025
Leveraging NTPs for Efficient Hallucination Detection in VLMs AACL 2025
Measuring Visual Understanding in Telecom domain: Performance Metrics for Image-to-UML conversion using VLMs AACL 2025
Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop Validation AACL 2025
Structured Outputs in Prompt Engineering: Enhancing LLM Adaptability on Counterintuitive Instructions AACL 2025
NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SelfCheckGPT ACL 2025