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20232026
most citedMiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

67 citations · 133 across the 17 of their papers we have counts for

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cs.CL2026

Cognitive Loop of Thought: Reversible Hierarchical Markov Chain for Efficient Mathematical Reasoning

Jia-Chen Zhang, Yu-Jie Xiong, Zheng Zhou

Multi-step Chain-of-Thought (CoT) has significantly advanced the mathematical reasoning capabilities of LLMs by leveraging explicit reasoning steps. However, the widespread adoptio…