Chain-of-Thought

Understanding and Mitigating Hallucinations in Multimodal Chain-of-Thought Models CVPR 2026 WSDPO: A Generative Word Sense Disambiguation Framework with Chain-of-Thought and Preference Optimization ACL 2026 An Exploratory Framework for LLM-assisted Human Annotation of Speech Datasets Interspeech 2025 A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration AISTATS 2025 Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025 Dataground at SemEval-2025 Task 8: Small LLMs and Preference Optimization for Tabular QA SemEval 2025 Deep at SemEval-2025 Task 11: A Multi-Stage Approach to Emotion Detection SemEval 2025 GAMEBoT: Transparent Assessment of LLM Reasoning in Games ACL 2025 MovieCORE: COgnitive REasoning in Movies EMNLP 2025 Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025 PoliTo at SemEval-2025 Task 1: Beyond Literal Meaning: A Chain-of-Though Approach for Multimodal Idiomacity Understanding SemEval 2025 Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025 YNUzwt at SemEval-2025 Task 10: Tree-guided Stagewise Classifier for Entity Framing and Narrative Classification SemEval 2025 AS-ES Learning: Towards efficient CoT learning in small models ACL 2024 BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models ACL 2024 CELLO: Causal Evaluation of Large Vision-Language Models EMNLP 2024 DCoT: Dual Chain-of-Thought Prompting for Large Multimodal Models ACML 2024 How Do Humans Write Code? Large Models Do It the Same Way Too EMNLP 2024 Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models ACL 2024 Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering ACL 2024 A Closer Look into Using Large Language Models for Automatic Evaluation EMNLP 2023 ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought EMNLP 2023 Automatic Chain of Thought Prompting in Large Language Models ICLR 2023