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Interpretability

7,318 papers

Papers per year

Papers

Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare EMNLP 2025
Trust Me, I’m Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer EMNLP 2025
A Survey of Cognitive Distortion Detection and Classification in NLP EMNLP 2025
Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? EMNLP 2025
Linguistic Alignment Predicts Learning in Small Group Tutoring Sessions EMNLP 2025
Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization EMNLP 2025
Can VLMs Recall Factual Associations From Visual References? EMNLP 2025
Residualized Similarity for Faithfully Explainable Authorship Verification EMNLP 2025
SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models EMNLP 2025
Hallucination Detection in Structured Query Generation via LLM Self-Debating EMNLP 2025
Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation EMNLP 2025
VerifiAgent: a Unified Verification Agent in Language Model Reasoning EMNLP 2025
Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025
Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics EMNLP 2025
DecisionFlow: Advancing Large Language Model as Principled Decision Maker EMNLP 2025
Does Visual Grounding Enhance the Understanding of Embodied Knowledge in Large Language Models? EMNLP 2025
Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study EMNLP 2025
Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions EMNLP 2025
Can Role Vectors Affect LLM Behaviour? EMNLP 2025
Linear Steerability in Language Models: When It Emerges and How It Evolves EMNLP 2025
Large Language Models as Reader for Bias Detection EMNLP 2025
Are you sure? Measuring models bias in content moderation through uncertainty EMNLP 2025
Adaptive Platt Scaling with Causal Interpretations for Self-Reflective Language Model Uncertainty Estimates EMNLP 2025
Treble Counterfactual VLMs: A Causal Approach to Hallucination EMNLP 2025
Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning EMNLP 2025