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Reasoning

2595 directly classified papers

Papers per year

Papers

Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? ACL 2025

Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models COLING 2025

START: Self-taught Reasoner with Tools EMNLP 2025

Pragmatic Metacognitive Prompting Improves LLM Performance on Sarcasm Detection COLING 2025

Thought calibration: Efficient and confident test-time scaling EMNLP 2025

KULFi Framework: Knowledge Utilization for Optimizing Large Language Models for Financial Causal Reasoning COLING 2025

Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards EMNLP 2025

CLRG@FinCausal2025: Cause-Effect Extraction in Finance Domain COLING 2025

A Domain-Independent Agent Architecture for Adaptive Operation in Evolving Open Worlds AAAI 2025

Sarang at FinCausal 2025: Contextual QA for Financial Causality Detection Combining Extractive and Generative Models COLING 2025

Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025

Enhancing Causal Relationship Detection Using Prompt Engineering and Large Language Models COLING 2025

How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025

FMD-Mllama at the Financial Misinformation Detection Challenge Task: Multimodal Reasoning and Evidence Generation COLING 2025

Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles ACL 2025

Capybara at the Financial Misinformation Detection Challenge Task: Chain-of-Thought Enhanced Financial Misinformation Detection COLING 2025

EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025

Fin-DBQA Shared-task: Database Querying and Reasoning COLING 2025

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025

Adapt LLM for Multi-turn Reasoning QA using Tidy Data COLING 2025

Interactive and Expressive Code-Augmented Planning with Large Language Models ACL 2025

Studying the capabilities of Large Language Models in solving Combinatorics Problems posed in Hindi COLING 2025

Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? IJCNLP 2025

Reasoning Knowledge Filter for Logical Table-to-Text Generation COLING 2025

Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025