UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis

Neural Information Processing Systems 

Models (LLMs) in collaborating with external data, yet significant challenges exist in real-world scenarios. In areas such as academic literature and finance question answering, data are often found in raw text and tables in HTML or PDF formats, which can be lengthy and highly unstructured.

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