Tiancheng Luo

MLLMs still struggle with real-world document understanding, but a new benchmark and reinforcement learning approach can significantly improve their ability to extract structured information from receipts.

LLMs struggle with new code frameworks because they lack training data capturing codebase relationships, but this work shows how to synthesize reasoning-aware data from code graphs to dramatically improve performance.