Interpretability

LingConv: An Interactive Toolkit for Controlled Paraphrase Generation with Linguistic Attribute Control EMNLP 2025 LingGym: How Far Are LLMs from Thinking Like Field Linguists? EMNLP 2025 LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025 Linguistic Alignment Predicts Learning in Small Group Tutoring Sessions EMNLP 2025 Linguistically Grounded Analysis of Language Models using Shapley Head Values NAACL 2025 Linguistic and Embedding-Based Profiling of Texts Generated by Humans and Large Language Models EMNLP 2025 Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models COLING 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference EMNLP 2025 LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code ICLR 2025 Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs ACL 2025 LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing ACL 2025 LlavaGuard: An Open VLM-based Framework for Safeguarding Vision Datasets and Models ICML 2025 LLM Agents Implement an NLG System from Scratch: Building Interpretable Rule-Based RDF-to-Text Generators EMNLP 2025 LLM-as-an-Interviewer: Beyond Static Testing Through Dynamic LLM Evaluation ACL 2025 LLM Attributor: Interactive Visual Attribution for LLM Generation AAAI 2025 LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates ACL 2025 LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue NAACL 2025 LLM Jailbreak Detection for (Almost) Free! EMNLP 2025 LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study ACL 2025 LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers NAACL 2025 LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs NAACL 2025 LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025 LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 2025 LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations ICLR 2025