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Interpretability

7,452 papers

Papers per year

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488
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Papers

Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning EMNLP 2025
THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025
Dagger Behind Smile: Fool LLMs with a Happy Ending Story EMNLP 2025
Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation EMNLP 2025
SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025
A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models EMNLP 2025
Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability EMNLP 2025
Attention Consistency for LLMs Explanation EMNLP 2025
Evaluating Step-by-step Reasoning Traces: A Survey EMNLP 2025
A Structured Framework for Evaluating and Enhancing Interpretive Capabilities of Multimodal LLMs in Culturally Situated Tasks EMNLP 2025
Towards Achieving Concept Completeness for Textual Concept Bottleneck Models EMNLP 2025
Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers EMNLP 2025
When Format Changes Meaning: Investigating Semantic Inconsistency of Large Language Models EMNLP 2025
LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests EMNLP 2025
Can We Steer Reasoning Direction by Thinking Intervention? EMNLP 2025
FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning EMNLP 2025
How Does Cognitive Bias Affect Large Language Models? A Case Study on the Anchoring Effect in Price Negotiation Simulations EMNLP 2025
Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models EMNLP 2025
Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning EMNLP 2025
Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks EMNLP 2025
Are Knowledge and Reference in Multilingual Language Models Cross-Lingually Consistent? EMNLP 2025
X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Jailbreak Attacks without Compromising Usability EMNLP 2025
Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack EMNLP 2025
The “r” in “woman” stands for rights. Auditing LLMs in Uncovering Social Dynamics in Implicit Misogyny EMNLP 2025
LLM Jailbreak Detection for (Almost) Free! EMNLP 2025