complex reasoning

Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026 CompTab: A Comprehensive Benchmark for Real-World TableQA with Complex Reasoning and Irregular Tables ACL 2026 LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026 OctoTools: A Multi-Agent Framework with Extensible Tools for Complex Reasoning ACL 2026 On the Emergence and Test-Time Use of Structural Information in Large Language Models ACL 2026 RiddleBench: A New Generative Reasoning Benchmark for LLMs EACL 2026 Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties EACL 2026 Augmenting Multi-Agent Communication with State Delta Trajectory EMNLP 2025 Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning ICLR 2025 Beyond Visual Understanding Introducing PARROT-360V for Vision Language Model Benchmarking COLING 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks ACL 2025 Chain of Methodologies: Scaling Test Time Computation without Training ACL 2025 Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering NAACL 2025 Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025 Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025 Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning NAACL 2025 EoT: Evolution of Thoughts for Complex Reasoning Tasks EMNLP 2025 Explain-Analyze-Generate: A Sequential Multi-Agent Collaboration Method for Complex Reasoning COLING 2025 From Perception to Reasoning: Enhancing Vision-Language Models for Mobile UI Understanding ACL 2025 GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models COLING 2025 How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models NAACL 2025 Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning AAAI 2025 Improving Complex Reasoning with Dynamic Prompt Corruption: A Soft Prompt Optimization Approach ICLR 2025 KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph ACL 2025