Reasoning

Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning ACL 2025 LIRA: Reasoning Reconstruction via Multimodal Large Language Models ICCV 2025 Literary Evidence Retrieval via Long-Context Language Models ACL 2025 LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025 LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025 LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025 LLM Dependency Parsing with In-Context Rules ACL 2025 LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025 LLM×MapReduce: Simplified Long-Sequence Processing using Large Language Models ACL 2025 LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025 LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025 LLMs Can Reason Faster Only If We Let Them ICML 2025 LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025 LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025 LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification ACL 2025 Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025 LOFT: Scalable and More Realistic Long-Context Evaluation NAACL 2025 Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025 Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System ACL 2025 Logical forms complement probability in understanding language model (and human) performance ACL 2025 Logical Reasoning with Outcome Reward Models for Test-Time Scaling EMNLP 2025 LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models ACL 2025 Logic Induced High-Order Reasoning Network for Event-Event Relation Extraction AAAI 2025 LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025