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Reasoning

2595 directly classified papers

Papers per year

Papers

ThoughtSculpt: Reasoning with Intermediate Revision and Search NAACL 2025

Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning NAACL 2025

Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025

GraphEval36K: Benchmarking Coding and Reasoning Capabilities of Large Language Models on Graph Datasets NAACL 2025

WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads NAACL 2025

Socratic Reasoning Improves Positive Text Rewriting NAACL 2025

Error Reflection Prompting: Can Large Language Models Successfully Understand Errors? NAACL 2025

StoC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering NAACL 2025

Chain of Evidences and Evidence to Generate: Prompting for Context Grounded and Retrieval Augmented Reasoning NAACL 2025

ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025

From Causal Parrots to Causal Prophets? Towards Sound Causal Reasoning with Large Language Models NAACL 2025

Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025

Tracking Evolving Relationship Between Characters in Books in the Era of Large Language Models NAACL 2025

LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025

Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 2025

VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior ICCV 2025

What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning ICCV 2025

LIRA: Reasoning Reconstruction via Multimodal Large Language Models ICCV 2025

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025

Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation ICCV 2025

Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025

OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM ICCV 2025

CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval ICCV 2025

End-to-End Entity-Predicate Association Reasoning for Dynamic Scene Graph Generation ICCV 2025

Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025