Interpretability

TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination Evaluation ACL 2025 Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning EMNLP 2025 Triangulating LLM Progress through Benchmarks, Games, and Cognitive Tests EMNLP 2025 TripleCheck: Transparent Post-Hoc Verification of Biomedical Claims in AI-Generated Answers EMNLP 2025 Trust but Verify: Programmatic VLM Evaluation in the Wild ICCV 2025 Trusted Multi-View Classification with Expert Knowledge Constraints ICML 2025 Trust Me, I’m Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer EMNLP 2025 TruthPrInt: Mitigating Large Vision-Language Models Object Hallucination Via Latent Truthful-Guided Pre-Intervention ICCV 2025 TruthTorchLM: A Comprehensive Library for Predicting Truthfulness in LLM Outputs EMNLP 2025 TuCo: Measuring the Contribution of Fine-Tuning to Individual Responses of LLMs ICML 2025 Tuning-Free Accountable Intervention for LLM Deployment – a Metacognitive Approach AAAI 2025 Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions EMNLP 2025 Two ways into the hall of mirrors: Language exposure and lossy memory drive cross-linguistic grammaticality illusions in language models EMNLP 2025 UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions ACL 2025 uir-cis at SemEval-2025 Task 3: Detection of Hallucinations in Generated Text SemEval 2025 Unbiased Evaluation of Large Language Models from a Causal Perspective ICML 2025 Uncertainty-aware Knowledge Tracing AAAI 2025 Uncertainty-Aware Regularization for Image-to-Image Translation WACV 2025 Uncertainty Quantification for Large Language Models ACL 2025 Uncertainty Unveiled: Can Exposure to More In-context Examples Mitigate Uncertainty for Large Language Models? ACL 2025 Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models EMNLP 2025 Uncovering Gaps in How Humans and LLMs Interpret Subjective Language ICLR 2025 Uncovering Latent Memories in Large Language Models ICLR 2025 Understanding and Controlling Repetition Neurons and Induction Heads in In-Context Learning IJCNLP 2025 Understanding and Enhancing Safety Mechanisms of LLMs via Safety-Specific Neuron ICLR 2025