conftrace_

model interpretability

519 papers

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Co-occurring keywords

feature attribution (280) text classification (6793) neural network (6616) large language model (13587) explainable ai (480) model explanation (155) language model (4599) attention mechanism (4001) shapley value (206) representation learning (6206)

Papers

A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models AAAI 2025
TRANSFORMER EXPLAINER: Interactive Learning of Text-Generative Models AAAI 2025
When Annotators Disagree, Topology Explains: Mapper, a Topological Tool for Exploring Text Embedding Geometry and Ambiguity EMNLP 2025
Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural Networks IJCAI 2025
Fast Explanations via Policy Gradient-Optimized Explainer IJCAI 2025
o-MEGA: Optimized Methods for Explanation Generation and Analysis EMNLP 2025
SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes ACL 2025
Demystifying optimized prompts in language models EMNLP 2025
Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization IJCAI 2025
Towards Trustable SHAP Scores AAAI 2025
Interpretation Meets Safety: A Survey on Interpretation Methods and Tools for Improving LLM Safety EMNLP 2025
Semi-supervised Concept Bottleneck Models ICCV 2025
How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? EMNLP 2025
CohEx: A Generalized Framework for Cohort Explanation AAAI 2025
Interpretable Sparse Features for Probing Self-Supervised Speech Models IJCNLP 2025
HateBRXplain: A Benchmark Dataset with Human-Annotated Rationales for Explainable Hate Speech Detection in Brazilian Portuguese COLING 2025
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs NAACL 2025
AudioGenX: Explainability on Text-to-Audio Generative Models AAAI 2025
Region-Level Data Attribution for Text-to-Image Generative Models ICCV 2025
Improving Integrated Gradient-based Transferable Adversarial Examples by Refining the Integration Path AAAI 2025
Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks EMNLP 2025
Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025
LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers ACL 2025
Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning COLING 2025
Internal Value Alignment in Large Language Models through Controlled Value Vector Activation ACL 2025