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Reasoning

2595 directly classified papers

Papers per year

Papers

GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models EMNLP 2025

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

CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios EMNLP 2025

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025

Frame First, Then Extract: A Frame-Semantic Reasoning Pipeline for Zero-Shot Relation Triplet Extraction EMNLP 2025

Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles EMNLP 2025

SCRIBE: Structured Chain Reasoning for Interactive Behaviour Explanations using Tool Calling EMNLP 2025

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

FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025

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

Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld’s Episode Theory EMNLP 2025

LIRA: Reasoning Reconstruction via Multimodal Large Language Models ICCV 2025

Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025

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

ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom EMNLP 2025

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

LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025

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

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

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

ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge EMNLP 2025

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

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

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

Language Models are Crossword Solvers NAACL 2025