step-by-step reasoning

5 papers

• ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding
• Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
• Retrv-R1: A Reasoning-Driven MLLM Framework for Universal and Efficient Multimodal Retrieval
• Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
• scPilot: Large Language Model Reasoning Toward Automated Single-Cell Analysis and Discovery