Reasoning

Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions ACL 2025 First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025 Fixing Distribution Shifts of LLM Self-Critique via On-Policy Self-Play Training ACL 2025 FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025 Fleet of Agents: Coordinated Problem Solving with Large Language Models ICML 2025 Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options ICML 2025 Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples ICML 2025 FMD-Mllama at the Financial Misinformation Detection Challenge Task: Multimodal Reasoning and Evidence Generation COLING 2025 Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points ACL 2025 FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025 Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025 Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025 FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks EMNLP 2025 Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning ICML 2025 Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction EMNLP 2025 Free Process Rewards without Process Labels ICML 2025 From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery EMNLP 2025 From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks ACL 2025 From Causal Parrots to Causal Prophets? Towards Sound Causal Reasoning with Large Language Models NAACL 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025 From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions NAACL 2025 From Informal to Formal – Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs ACL 2025 From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning ICCV 2025 From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information? ICML 2025 From Perception to Reasoning: Enhancing Vision-Language Models for Mobile UI Understanding ACL 2025