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Reasoning

2595 directly classified papers

Papers per year

Papers

An Extension-Based Argument-Ranking Semantics: Social Rankings in Abstract Argumentation AAAI 2025

Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025

ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025

ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025

Hybrid Reasoning About Relative Position and Orientation of Objects and Navigating Agents Using Answer Set Programming AAAI 2025

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025

DEBATE, TRAIN, EVOLVE: Self‐Evolution of Language Model Reasoning EMNLP 2025

Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025

Relational Neurosymbolic Markov Models AAAI 2025

Enhancing Logical Reasoning in Language Models via Symbolically-Guided Monte Carlo Process Supervision EMNLP 2025

MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning EMNLP 2025

Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling EMNLP 2025

ExPERT: Modeling Human Behavior Under External Stimuli Aware Personalized MTPP AAAI 2025

ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025

ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge EMNLP 2025

Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation EMNLP 2025

PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning ACL 2025

seqBench: A Tunable Benchmark to Quantify Sequential Reasoning Limits of LLMs EMNLP 2025

Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025

SATBench: Benchmarking LLMs’ Logical Reasoning via Automated Puzzle Generation from SAT Formulas EMNLP 2025

Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025

Probing LLM World Models: Enhancing Guesstimation with Wisdom of Crowds Decoding EMNLP 2025

Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025

Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning EMNLP 2025

Requirement Patterns for Engineering Multiagent Interaction Protocols IJCAI 2025