Large Language Models

Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? ACL 2025 Revisit Self-Debugging with Self-Generated Tests for Code Generation ACL 2025 Reward-Augmented Data Enhances Direct Preference Alignment of LLMs ICML 2025 RGR-KBQA: Generating Logical Forms for Question Answering Using Knowledge-Graph-Enhanced Large Language Model COLING 2025 ‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025 Right Answer, Wrong Score: Uncovering the Inconsistencies of LLM Evaluation in Multiple-Choice Question Answering ACL 2025 Right Now, Wrong Then: Non-Stationary Direct Preference Optimization under Preference Drift ICML 2025 R.I.P.: Better Models by Survival of the Fittest Prompts ICML 2025 RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025 RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters EMNLP 2025 RMB: Comprehensively benchmarking reward models in LLM alignment ICLR 2025 RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style ICLR 2025 RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing EMNLP 2025 RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models EMNLP 2025 Robust Bias Detection in MLMs and its Application to Human Trait Ratings NAACL 2025 Robust Preference Optimization via Dynamic Target Margins ACL 2025 RocketKV: Accelerating Long-Context LLM Inference via Two-Stage KV Cache Compression ICML 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 RoDEval: A Robust Word Sense Disambiguation Evaluation Framework for Large Language Models EMNLP 2025 ROD-MLLM: Towards More Reliable Object Detection in Multimodal Large Language Models CVPR 2025 RoleBreak: Character Hallucination as a Jailbreak Attack in Role-Playing Systems COLING 2025 Roles of MLLMs in Visually Rich Document Retrieval for RAG: A Survey IJCNLP 2025 Root Defense Strategies: Ensuring Safety of LLM at the Decoding Level ACL 2025 ROPO: Robust Preference Optimization for Large Language Models ICML 2025 ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025