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Interpretability

7,318 papers

Papers per year

Papers

Reasoning in Flux: Enhancing Large Language Models Reasoning through Uncertainty-aware Adaptive Guidance ACL 2024
Interpreting Conversational Dense Retrieval by Rewriting-Enhanced Inversion of Session Embedding ACL 2024
Unified Hallucination Detection for Multimodal Large Language Models ACL 2024
Attribute First, then Generate: Locally-attributable Grounded Text Generation ACL 2024
Language Models Don’t Learn the Physical Manifestation of Language ACL 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives ACL 2024
FLEUR: An Explainable Reference-Free Evaluation Metric for Image Captioning Using a Large Multimodal Model ACL 2024
Analyzing Semantic Change through Lexical Replacements ACL 2024
Interpretability of Language Models via Task Spaces ACL 2024
Factual Confidence of LLMs: on Reliability and Robustness of Current Estimators ACL 2024
A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains ACL 2024
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models ACL 2024
Quantifying Uncertainty in Answers from any Language Model and Enhancing their Trustworthiness ACL 2024
Digital Socrates: Evaluating LLMs through Explanation Critiques ACL 2024
Language-Specific Neurons: The Key to Multilingual Capabilities in Large Language Models ACL 2024
Event-Radar: Event-driven Multi-View Learning for Multimodal Fake News Detection ACL 2024
On Measuring Faithfulness or Self-consistency of Natural Language Explanations ACL 2024
TasTe: Teaching Large Language Models to Translate through Self-Reflection ACL 2024
Unveiling Linguistic Regions in Large Language Models ACL 2024
A Ship of Theseus: Curious Cases of Paraphrasing in LLM-Generated Texts ACL 2024
Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches ACL 2024
A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia ACL 2024
Mirror: Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning ACL 2024
An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs ACL 2024
Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs ACL 2024