Large Language Models

RoSTE: An Efficient Quantization-Aware Supervised Fine-Tuning Approach for Large Language Models ICML 2025 RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations IJCAI 2025 RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs NAACL 2025 RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs EMNLP 2025 R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025 R-TOFU: Unlearning in Large Reasoning Models EMNLP 2025 RuAG: Learned-rule-augmented Generation for Large Language Models ICLR 2025 RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios ACL 2025 RuleEdit: Towards Rule-Level Knowledge Generalization to Mitigate Over-Editing in Large Language Models ACL 2025 Rule-KBQA: Rule-Guided Reasoning for Complex Knowledge Base Question Answering with Large Language Models COLING 2025 RuleR: Improving LLM Controllability by Rule-based Data Recycling NAACL 2025 RusConText Benchmark: A Russian Language Evaluation Benchmark for Understanding Context ACL 2025 Rust-doctor: Enhanced Feature for Rust Ownership and Lifetime Repair with Balanced Training Data Generation EMNLP 2025 S2LPP: Small-to-Large Prompt Prediction across LLMs EMNLP 2025 S2-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency NAACL 2025 Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data SemEval 2025 SAEBench: A Comprehensive Benchmark for Sparse Autoencoders in Language Model Interpretability ICML 2025 SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025 Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification ACL 2025 Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging EMNLP 2025 SafeInt: Shielding Large Language Models from Jailbreak Attacks via Safety-Aware Representation Intervention EMNLP 2025 SafeLawBench: Towards Safe Alignment of Large Language Models ACL 2025 SafePersuasion: A Dataset, Taxonomy, and Baselines for Analysis of Rational Persuasion and Manipulation IJCNLP 2025 SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model ACL 2025 SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models ACL 2025