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OTT-QA Retrieval

This dataset is part of a Table + Text retrieval benchmark. Includes queries and relevance judgments across dev split(s), with corpus in 3 format(s): corpus_linearized, corpus_md, corpus_structure.

Configs

Config Description Split(s)
default Relevance judgments (qrels): qid, did, score dev
queries Query IDs and text dev_queries
corpus_linearized Linearized table representation corpus_linearized
corpus_md Markdown table representation corpus_md
corpus_structure Structured corpus with headers, cells, meta_data. text field corresponds to linearized Text + Table. corpus_structure

corpus_structure additional fields

Field Type Description
meta_data string Table metadata / caption
headers list[string] Column headers
cells list[string] Flattened cell values

TableIR Benchmark Statistics

Dataset Structured #Train #Dev #Test #Corpus
OpenWikiTables 53.8k 6.6k 6.6k 24.7k
NQTables 9.6k 1.1k 1k 170k
FeTaQA 7.3k 1k 2k 10.3k
OTT-QA (small) 41.5k 2.2k -- 8.8k
MultiHierTT -- 929 -- 9.9k
AIT-QA -- -- 515 1.9k
StatcanRetrieval -- -- 870 5.9k
watsonxDocsQA -- -- 30 1.1k

Citation

If you use TableIR Eval: Table-Text IR Evaluation Collection, please cite:

@misc{doshi2026tableir,
  title        = {TableIR Eval: Table-Text IR Evaluation Collection},
  author       = {Doshi, Meet and Boni, Odellia and Kumar, Vishwajeet and Sen, Jaydeep and Joshi, Sachindra},
  year         = {2026},
  institution  = {IBM Research},
  howpublished = {https://huggingface.co/collections/ibm-research/table-text-ir-evaluation},
  note         = {Hugging Face dataset collection}
}

All credit goes to original authors. Please cite their work:

@article{chen2021ottqa,
  title={Open Question Answering over Tables and Text},
  author={Wenhu Chen, Ming-wei Chang, Eva Schlinger, William Wang, William Cohen},
  journal={Proceedings of ICLR 2021},
  year={2021}
}
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