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Menglan Chen

2 accepted papers

2026

$G^2$-Reader: Dual Evolving Graphs for Multimodal Document QA

ICML 2026poster

Retrieval-augmented generation is a practical paradigm for question answering over long documents, but it remains brittle for multimodal reading where text, tables, and figures are interleaved across many pages. First, flat chunking breaks document-native structure and cross-modal alignment, yieldin…

Cited by 1SourceScholar
2026

InfoMosaic-Bench: Evaluating Multi-Source Information Seeking in Tool-Augmented Agents

ICLR 2026poster

Information seeking is a fundamental requirement for humans. However, existing LLM agents rely heavily on open-web search, which exposes two fundamental weaknesses: online content is noisy and unreliable, and many real-world tasks require precise, domain-specific knowledge unavailable from the web.…

Cited by 0SourceScholar