Chain-of-Table Evolving Tables in the Reasoning Chain forTable Understanding

2024/01/14


Reference: https://arxiv.org/pdf/2401.04398.pdf

Summary

  • Working with table is hard
  • Generic Reasoning, won't work, mostly due to difficulty in extractions
  • Program-aided Reasoning, won't work, due to format of the data
  • Propose Chain-of-thought approach, by let LLM plan dynamically based on the given pool, till answer derived.
  • As a result, CoTable outperforms all generic reasoning methods and program-aided reasoning methods.

cot-table

cot-table-2

#llm #prompting