Large Language Models

QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models EMNLP 2025 RadQA-DPO: A Radiology Question Answering System with Encoder-Decoder Models Enhanced by Direct Preference Optimization ACL 2025 Rationale Behind Essay Scores: Enhancing S-LLM’s Multi-Trait Essay Scoring with Rationale Generated by LLMs NAACL 2025 RATIONALYST: Pre-training Process-Supervision for Improving Reasoning ACL 2025 RCScore: Quantifying Response Consistency in Large Language Models EMNLP 2025 RD-MCSA: A Multi-Class Sentiment Analysis Approach Integrating In-Context Classification Rationales and Demonstrations EMNLP 2025 Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation AAAI 2025 Re3Syn: A Dependency-Based Data Synthesis Framework for Long-Context Post-training ACL 2025 RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis ACL 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025 Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance EMNLP 2025 Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling EMNLP 2025 Recall with Reasoning: Chain-of-Thought Distillation for Mamba’s Long-Context Memory and Extrapolation EMNLP 2025 Reconsidering LLM Uncertainty Estimation Methods in the Wild ACL 2025 ReCoT: Reflective Self-Correction Training for Mitigating Confirmation Bias in Large Vision-Language Models ICCV 2025 Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025 RedOne: Revealing Domain-specific LLM Post-Training in Social Networking Services EMNLP 2025 RedundancyLens: Revealing and Exploiting Visual Token Processing Redundancy for Efficient Decoder-Only MLLMs ACL 2025 Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models ACL 2025 Refining Noisy Knowledge Graph with Large Language Models COLING 2025 Reflective Planning: Vision-Language Models for Multi-Stage Long-Horizon Robotic Manipulation CoRL 2025 Registering Source Tokens to Target Language Spaces in Multilingual Neural Machine Translation ACL 2025 Relation-Rich Visual Document Generator for Visual Information Extraction CVPR 2025 ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments EMNLP 2025