chain-of-thought reasoning

LLMs Faithfully and Iteratively Compute Answers During CoT: A Systematic Analysis With Multi-step Arithmetics EACL 2026 LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning AAAI 2026 LogToP: Logic Tree-of-Program with Table Instruction-tuned LLMs for Controlled Logical Table-to-Text Generation EACL 2026 LongT2IBench: A Benchmark for Evaluating Long Text-to-Image Generation with Graph-structured Annotations AAAI 2026 LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding CVPR 2026 LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling CVPR 2026 Look Before You Leap: A Lookahead Reasoning Quality Gate for Speculative Decoding EACL 2026 Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do ACL 2026 MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026 Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation ACL 2026 MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis AAAI 2026 Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding CVPR 2026 MindDriver: Introducing Progressive Multimodal Reasoning for Autonomous Driving CVPR 2026 MIND: From Passive Mimicry to Active Reasoning through Capability-Aware Multi-Perspective CoT Distillation ACL 2026 Mind the Gap: Multilingual Divide in LLM Bias Detection and Reasoning ACL 2026 MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection ACL 2026 MirageBackdoor: A Stealthy Attack that Induces Think-Well-Answer-Wrong Reasoning ACL 2026 Mitigating Low-Quality Reasoning in MLLMs: Self-Driven Refined Multimodal CoT with Selective Thinking and Step-wise Visual Enhancement AAAI 2026 MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning ACL 2026 MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation AAAI 2026 MMTIT-Bench: A Multilingual and Multi-Scenario Benchmark with Cognition-Perception-Reasoning Guided Text-Image Machine Translation CVPR 2026 MOGO: Residual Quantized Hierarchical Causal Transformer for Real-Time and Infinite-Length 3D Human Motion Generation AAAI 2026 More Thinking, Less Talking: Internalizing Deliberative Safety into LLM Parameters ACL 2026 MWE-2026 Shared Task: AdMIRe 2 Advancing Multimodal Idiomaticity Representation EACL 2026 Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning ACL 2026