multi-step reasoning

AIDA-SEAT: Towards Reliable AI Doctor Assistant via State-Evaluation-Action Tree Enhanced LLMs in Online Hospital ACL 2026 Anchoring the Mind of Multimodal Reasoners: Cognitive Bias as a Vector for Jailbreak Attacks CVPR 2026 Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models AAAI 2026 Conan: Progressive Learning to Reason Like a Detective over Multi-Scale Visual Evidence CVPR 2026 EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment ACL 2026 Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models ACL 2026 FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning ACL 2026 GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning AAAI 2026 Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving AAAI 2026 Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search AAAI 2026 LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning ACL 2026 Live API-Bench: 2500+ Live APIs for Testing Multi-Step Tool Calling EACL 2026 MSR-Rec: Multi-Step Reasoning-Enhanced LLM for Sequential Recommendation AAAI 2026 ORACLE: Optimizing Reasoning Abilities of Large Language Models via Constraint-Led Synthetic Data Elicitation AAAI 2026 PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models ACL 2026 ProRefine: Inference-Time Prompt Refinement with Textual Feedback (Student Abstract) AAAI 2026 ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering ACL 2026 ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning ACL 2026 SpatiaLQA: A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language Models CVPR 2026 Stratagem: Learning Transferable Reasoning via Trajectory-Modulated Game Self-Play ACL 2026 TaREx: Reinforcement Learning for Code-Driven Table Reasoning AAAI 2026 Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge EACL 2026 VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation CVPR 2026 Accurate and Regret-Aware Numerical Problem Solver for Tabular Question Answering AAAI 2025 ACPBench: Reasoning About Action, Change, and Planning AAAI 2025