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TableRAG: Million-Token Table Understanding with Language Models

  • Recent advancements in language models have enhanced their ability to reason with tabular data.
  • TableRAG is a Retrieval-Augmented Generation (RAG) framework designed for LM-based table understanding.
  • TableRAG leverages query expansion and schema/cell retrieval for efficient data encoding and precise retrieval.
  • TableRAG achieves the highest retrieval quality and state-of-the-art performance on large-scale table understanding.

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