[논문리뷰] Model Capability Dominates: Inference-Time Optimization Lessons from AIMO 3natnitaract이 arXiv에 게시한 'Model Capability Dominates: Inference-Time Optimization Lessons from AIMO 3' 논문에 대한 자세한 리뷰입니다.#Review#LLM#Mathematical Reasoning#Inference-Time Optimization#Majority Voting#Self-Consistency#Diverse Prompting2026년 4월 16일댓글 수 로딩 중
[논문리뷰] Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement LearningTianwei Lin이 arXiv에 게시한 'Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning' 논문에 대한 자세한 리뷰입니다.#Review#Graphics Program Synthesis#TikZ#Reinforcement Learning#Multimodal Large Language Models#Self-Consistency#Round-Trip Verification2026년 4월 7일댓글 수 로딩 중
[논문리뷰] Understanding Syllogistic Reasoning in LLMs from Formal and Natural Language PerspectivesSujata Ghosh이 arXiv에 게시한 'Understanding Syllogistic Reasoning in LLMs from Formal and Natural Language Perspectives' 논문에 대한 자세한 리뷰입니다.#Review#Syllogistic Reasoning#Large Language Models (LLMs)#Belief Bias#Natural Language Understanding (NLU)#Formal Logic#Prompt Engineering#Self-Consistency#Cognitive Psychology2025년 12월 22일댓글 수 로딩 중
[논문리뷰] Thinking with Video: Video Generation as a Promising Multimodal Reasoning ParadigmarXiv에 게시된 'Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm' 논문에 대한 자세한 리뷰입니다.#Review#Video Generation#Multimodal Reasoning#Temporal Understanding#Spatial Reasoning#Foundation Models#AI Benchmarking#In-Context Learning#Self-Consistency2025년 11월 9일댓글 수 로딩 중
[논문리뷰] Annotation-Efficient Universal Honesty AlignmentJingtong Wu이 arXiv에 게시한 'Annotation-Efficient Universal Honesty Alignment' 논문에 대한 자세한 리뷰입니다.#Review#LLM Honesty Alignment#Confidence Calibration#Annotation Efficiency#Self-Consistency#Elicitation-Then-Calibration (EliCal)#HonestyBench#LoRA#Trustworthy AI2025년 10월 21일댓글 수 로딩 중
[논문리뷰] Deep Think with ConfidenceXuewei Wang이 arXiv에 게시한 'Deep Think with Confidence' 논문에 대한 자세한 리뷰입니다.#Review#LLM Reasoning#Confidence Filtering#Self-Consistency#Test-Time Optimization#Computational Efficiency#Adaptive Sampling#Early Stopping#Majority Voting2025년 8월 22일댓글 수 로딩 중