Large Language Models

Rare Disease Differential Diagnosis with Large Language Models at Scale: From Abdominal Actinomycosis to Wilson’s Disease MLHC 2025 RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models ACL 2025 RASD: Retrieval-Augmented Speculative Decoding ACL 2025 Rational Decision-Making Agent with Learning Internal Utility Judgment ICLR 2025 Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025 Rationale-Guided Distillation for E-Commerce Relevance Classification: Bridging Large Language Models and Lightweight Cross-Encoders COLING 2025 Rationales Are Not Silver Bullets: Measuring the Impact of Rationales on Model Performance and Reliability ACL 2025 Rationalize and Align: Enhancing Writing Assistance with Rationale via Self-Training for Improved Alignment ACL 2025 RATT: A Thought Structure for Coherent and Correct LLM Reasoning AAAI 2025 RAVEN: Robust Advertisement Video Violation Temporal Grounding via Reinforcement Reasoning ACL 2025 RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting AAAI 2025 razreshili at ArchEHR-QA 2025: Contrastive Fine-Tuning for Retrieval-Augmented Biomedical QA ACL 2025 R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models EMNLP 2025 RCScore: Quantifying Response Consistency in Large Language Models EMNLP 2025 Re3Syn: A Dependency-Based Data Synthesis Framework for Long-Context Post-training ACL 2025 ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025 ReadCtrl: Personalizing text generation with readability-controlled instruction learning NAACL 2025 Reading Between the Prompts: How Stereotypes Shape LLM’s Implicit Personalization EMNLP 2025 Read Your Own Mind: Reasoning Helps Surface Self-Confidence Signals in LLMs EMNLP 2025 ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025 Real-World Summarization: When Evaluation Reaches Its Limits EMNLP 2025 Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval CVPR 2025 Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment ICML 2025 Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models EMNLP 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025