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Interpretability

7,318 papers

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Papers

Internal states before wait modulate reasoning patterns EMNLP 2025
Evaluating Evaluation Metrics – The Mirage of Hallucination Detection EMNLP 2025
The Progress Illusion: Revisiting meta-evaluation standards of LLM evaluators EMNLP 2025
Defending against Indirect Prompt Injection by Instruction Detection EMNLP 2025
On the Versatility of Sparse Autoencoders for In-Context Learning EMNLP 2025
Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text EMNLP 2025
Do LVLMs Know What They Know? A Systematic Study of Knowledge Boundary Perception in LVLMs EMNLP 2025
Assessing LLM Reasoning Steps via Principal Knowledge Grounding EMNLP 2025
Triangulating LLM Progress through Benchmarks, Games, and Cognitive Tests EMNLP 2025
Emphasising Structured Information: Integrating Abstract Meaning Representation into LLMs for Enhanced Open-Domain Dialogue Evaluation EMNLP 2025
Exploring the Hidden Reasoning Process of Large Language Models by Misleading Them EMNLP 2025
When Models Reason in Your Language: Controlling Thinking Language Comes at the Cost of Accuracy EMNLP 2025
The Role of Model Confidence on Bias Effects in Measured Uncertainties for Vision-Language Models EMNLP 2025
Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts EMNLP 2025
Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects EMNLP 2025
Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction EMNLP 2025
Pruning Weights but Not Truth: Safeguarding Truthfulness While Pruning LLMs EMNLP 2025
Evaluating Large Language Models for Belief Inference: Mapping Belief Networks at Scale EMNLP 2025
How Real Are Synthetic Therapy Conversations? Evaluating Fidelity in Prolonged Exposure Dialogues EMNLP 2025
Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics EMNLP 2025
How Jailbreak Defenses Work and Ensemble? A Mechanistic Investigation EMNLP 2025
CLAIMCHECK: How Grounded are LLM Critiques of Scientific Papers? EMNLP 2025
TABARD: A Novel Benchmark for Tabular Anomaly Analysis, Reasoning and Detection EMNLP 2025
Temporal Consistency for LLM Reasoning Process Error Identification EMNLP 2025
I-GUARD: Interpretability-Guided Parameter Optimization for Adversarial Defense EMNLP 2025