How-MLLMs-Reason. 本调研报告围绕多模态大语言模型（MLLM）的推理能力展开，系统分析了模型如何感知多模态信息并完成推理任务。通过梳理架构范式、对齐机制与推理过程，结合覆盖多种推理类型与难度的实验评估，我们发现当前模型在中等复杂度任务中表现较佳，但在复杂推理任务中仍存在幻觉和逻辑缺失等问题。报告最后提出了未来在模型设计、数据构建与评估标准方面的优化方向。

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.