conftrace_

complex reasoning

62 papers

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Co-occurring keywords

large language model (13587) question answering (2963) knowledge graph (1837) chain-of-thought reasoning (551) benchmark evaluation (1556) multi-agent system (1819) tool use (107) monte carlo tree search (271) semantic parsing (960) logical reasoning (310)

Papers

Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties EACL 2026
On the Emergence and Test-Time Use of Structural Information in Large Language Models ACL 2026
CompTab: A Comprehensive Benchmark for Real-World TableQA with Complex Reasoning and Irregular Tables ACL 2026
RiddleBench: A New Generative Reasoning Benchmark for LLMs EACL 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
Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026
PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ACL 2025
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks ACL 2025
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025
Explain-Analyze-Generate: A Sequential Multi-Agent Collaboration Method for Complex Reasoning COLING 2025
Beyond Visual Understanding Introducing PARROT-360V for Vision Language Model Benchmarking COLING 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions AAAI 2025
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks AAAI 2025
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning NAACL 2025
How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models NAACL 2025
EoT: Evolution of Thoughts for Complex Reasoning Tasks EMNLP 2025
Tree-of-Code: A Self-Growing Tree Framework for End-to-End Code Generation and Execution in Complex Tasks ACL 2025
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph ACL 2025
Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025
Augmenting Multi-Agent Communication with State Delta Trajectory EMNLP 2025
Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025
The Art of Tool Interface Design ACL 2025
PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025
Chain of Methodologies: Scaling Test Time Computation without Training ACL 2025