reasoning path

Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning ACL 2026 Boosting Self-Consistency with Ranking ACL 2026 DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering AAAI 2026 Exploring Selective Avoidance for Online User Behavior Analysis: A Forest of Thought Explanation AAAI 2026 HopWeaver: Cross-Document Synthesis of High-Quality and Authentic Multi-Hop Questions ACL 2026 Joint Knowledge Base Completion and Question Answering by Combining Large Language Models and Small Language Models ACL 2026 K-STaR: Knowledge-Aware Self-Taught Reasoner AAAI 2026 Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories ACL 2026 META: Meta Evolution of Tool Trajectory Adaptation for Long-Video Understanding CVPR 2026 Mixture-of-Trees: Learning to Select and Weigh Reasoning Paths for Efficient LLM Inference AAAI 2026 PA-FAS: Towards Interpretable and Generalizable Multimodal Face Anti-Spoofing via Path-Augmented Reinforcement Learning AAAI 2026 PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models AAAI 2026 Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards ACL 2026 Test-time Prompt Intervention AAAI 2026 All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025 Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision EMNLP 2025 ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation EMNLP 2025 CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 Confidence-guided Refinement Reasoning for Zero-shot Question Answering EMNLP 2025 Confidence Improves Self-Consistency in LLMs ACL 2025 Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025 DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025 Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025 FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs ACL 2025 KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025