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Interpretability

7,318 papers

Papers per year

Papers

Diagnosing Moral Reasoning Acquisition in Language Models: Pragmatics and Generalization EMNLP 2025
Discourse Heuristics For Paradoxically Moral Self-Correction EMNLP 2025
Seeing Race, Feeling Bias: Emotion Stereotyping in Multimodal Language Models EMNLP 2025
Addition in Four Movements: Mapping Layer-wise Information Trajectories in LLMs EMNLP 2025
Token Knowledge: A New Perspective For Knowledge in Large Language Models EMNLP 2025
A Group Fairness Lens for Large Language Models EMNLP 2025
Distributional Surgery for Language Model Activations EMNLP 2025
Are the Reasoning Models Good at Automated Essay Scoring? EMNLP 2025
SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning EMNLP 2025
DAPE-BR: Distance-Aware Positional Encoding for Mitigating Object Hallucination in LVLMs EMNLP 2025
Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025
CLEAR: A Framework Enabling Large Language Models to Discern Confusing Legal Paragraphs EMNLP 2025
Unveiling Multimodal Processing: Exploring Activation Patterns in Multimodal LLMs for Interpretability and Efficiency EMNLP 2025
HARE: an entity and relation centric evaluation framework for histopathology reports EMNLP 2025
Extracting Conceptual Spaces from LLMs Using Prototype Embeddings EMNLP 2025
SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs EMNLP 2025
LLMs as a synthesis between symbolic and distributed approaches to language EMNLP 2025
Understanding How Value Neurons Shape the Generation of Specified Values in LLMs EMNLP 2025
Sugar-Coated Poison: Benign Generation Unlocks Jailbreaking EMNLP 2025
FinGrAct: A Framework for FINe-GRrained Evaluation of ACTionability in Explainable Automatic Fact-Checking EMNLP 2025
Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State EMNLP 2025
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025
Conflicts in Texts: Data, Implications and Challenges EMNLP 2025
Recognizing Limits: Investigating Infeasibility in Large Language Models EMNLP 2025
AIRepr: An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science EMNLP 2025