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Reasoning

2595 directly classified papers

Papers per year

Papers

LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025
LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025
MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance ACL 2025
Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025
S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners AAAI 2025
Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025
STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025
PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025
Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design ACL 2025
Removal of Hallucination on Hallucination: Debate-Augmented RAG ACL 2025
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment ACL 2025
Multi-Agent LLM Debate Unveils the Premise Left Unsaid ACL 2025
Hierarchical Attention Generates Better Proofs ACL 2025
WinoWhat: A Parallel Corpus of Paraphrased WinoGrande Sentences with Common Sense Categorization ACL 2025
DayDreamer at CQs-Gen 2025: Generating Critical Questions through Argument Scheme Completion ACL 2025
Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025
EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025
SANCTUARY: An Efficient Evidence-based Automated Fact Checking System ACL 2025
Ad-hoc Concept Forming in the Game Codenames as a Means for Evaluating Large Language Models ACL 2025
Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025
Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions ACL 2025
DiaDP@XLLM25: Advancing Chinese Dialogue Parsing via Unified Pretrained Language Models and Biaffine Dependency Scoring ACL 2025