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Reasoning

2595 directly classified papers

Papers per year

Papers

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

iVISPAR — An Interactive Visual-Spatial Reasoning Benchmark for VLMs EMNLP 2025

Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025

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

TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering 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

Structured Moral Reasoning in Language Models: A Value-Grounded Evaluation Framework EMNLP 2025

VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025

Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025

Are Language Models Consequentialist or Deontological Moral Reasoners? EMNLP 2025

Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understanding EMNLP 2025

AutoCT: Automating Interpretable Clinical Trial Prediction with LLM Agents EMNLP 2025

ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025

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

All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025

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

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

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

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

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

ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge EMNLP 2025

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

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

EoT: Evolution of Thoughts for Complex Reasoning Tasks EMNLP 2025