Reasoning

Teach Small Models to Reason by Curriculum Distillation EMNLP 2025 TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications EMNLP 2025 TeleAI at SemEval-2025 Task 8: Advancing Table Reasoning Framework with Large Language Models SemEval 2025 Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025 Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025 Temporal Numeric Planning with Patterns AAAI 2025 Temporal reasoning for timeline summarisation in social media ACL 2025 Testing Humor Theory Using Word and Sentence Embeddings COLING 2025 Testing Spatial Intuitions of Humans and Large Language and Multimodal Models in Analogies ACL 2025 Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 2025 Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning COLING 2025 The Art of Tool Interface Design ACL 2025 The ClimateCheck Shared Task: Scientific Fact-Checking of Social Media Claims about Climate Change ACL 2025 The Delta of Thought: Channeling Rivers of Commonsense Knowledge in the Sea of Metaphorical Interpretations IJCAI 2025 The Devil is in the Spurious Correlations: Boosting Moment Retrieval with Dynamic Learning ICCV 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 The Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters ACL 2025 “The Facts Speak for Themselves”: GPT and Fallacy Classification ACL 2025 Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models ACL 2025 Theorem Prover as a Judge for Synthetic Data Generation ACL 2025 Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning EMNLP 2025 Theory of Mind in Large Language Models: Assessment and Enhancement ACL 2025 The Power of Simplicity in LLM-Based Event Forecasting ACL 2025 There’s No Such Thing as Simple Reasoning for LLMs ACL 2025 The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025