Reasoning

The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding? ACL 2025 Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling ACL 2025 ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models EMNLP 2025 Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025 Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces CVPR 2025 Thinking LLMs: General Instruction Following with Thought Generation ICML 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025 Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking ACL 2025 Think Smarter not Harder: Adaptive Reasoning with Inference Aware Optimization ICML 2025 ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025 Thought calibration: Efficient and confident test-time scaling EMNLP 2025 Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension AAAI 2025 ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations EMNLP 2025 ThoughtSculpt: Reasoning with Intermediate Revision and Search NAACL 2025 Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation EMNLP 2025 Time-aware ReAct Agent for Temporal Knowledge Graph Question Answering NAACL 2025 Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning ICML 2025 Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models ICML 2025 ToMATO: Verbalizing the Mental States of Role-Playing LLMs for Benchmarking Theory of Mind AAAI 2025 ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models EMNLP 2025 ToM-SSI: Evaluating Theory of Mind in Situated Social Interactions EMNLP 2025 ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use ACL 2025 Tooling or Not Tooling? The Impact of Tools on Language Agents for Chemistry Problem Solving NAACL 2025 ToolReflection: Improving Large Language Models for Real-World API Calls with Self-Generated Data ACL 2025 TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025