Zhenbo Luo

Treating negative samples based on their similarity to positives leads to a 13.1% boost in retrieval performance, revealing the critical role of grain-level information.

Doc-V* demonstrates that an agentic approach to multi-page document VQA, using active navigation and structured memory, can significantly outperform retrieval-augmented generation, especially in out-of-domain scenarios.