Interpretability

GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking ICLR 2024 GOAt: Explaining Graph Neural Networks via Graph Output Attribution ICLR 2024 Going Beyond Neural Network Feature Similarity: The Network Feature Complexity and Its Interpretation Using Category Theory ICLR 2024 Goodhart’s Law Applies to NLP’s Explanation Benchmarks EACL 2024 GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher ICLR 2024 GPT-4 Jailbreaks Itself with Near-Perfect Success Using Self-Explanation EMNLP 2024 GPTScore: Evaluate as You Desire NAACL 2024 Gradient-based Visual Explanation for Transformer-based CLIP ICML 2024 GradSafe: Detecting Jailbreak Prompts for LLMs via Safety-Critical Gradient Analysis ACL 2024 Graph-based Uncertainty Metrics for Long-form Language Model Generations NeurIPS 2024 GraphChef: Decision-Tree Recipes to Explain Graph Neural Networks ICLR 2024 Graph Neural Network Explanations are Fragile ICML 2024 GraphTrail: Translating GNN Predictions into Human-Interpretable Logical Rules NeurIPS 2024 Great Minds Think Alike: The Universal Convergence Trend of Input Salience NeurIPS 2024 GREEN: Generative Radiology Report Evaluation and Error Notation EMNLP 2024 Grokking Group Multiplication with Cosets ICML 2024 Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NeurIPS 2024 Groningen Team F at SemEval-2024 Task 8: Detecting Machine-Generated Text using Feature-Based Machine Learning Models SemEval 2024 Guidelines for the Annotation of Deliberate Linguistic Metaphor NAACL 2024 Hallucination Diversity-Aware Active Learning for Text Summarization NAACL 2024 HalluMeasure: Fine-grained Hallucination Measurement Using Chain-of-Thought Reasoning EMNLP 2024 Halu-NLP at SemEval-2024 Task 6: MetaCheckGPT - A Multi-task Hallucination Detection using LLM uncertainty and meta-models SemEval 2024 Halwasa: Quantify and Analyze Hallucinations in Large Language Models: Arabic as a Case Study COLING 2024 Handling Ontology Gaps in Semantic Parsing NAACL 2024 HANS, are you clever? Clever Hans Effect Analysis of Neural Systems NAACL 2024