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--- |
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license: mit |
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--- |
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# GQA: Graph Question Answering |
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### Dataset Summary |
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This dataset is asks models to make use of embedded graph for question answering. |
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Stats: |
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- train: 57,043 |
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- test: 2,890 |
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An exmaple of the dataset is as follows: |
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```json |
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{ |
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"id": "mcwq-176119", |
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"question": "What was executive produced by Scott Spiegel , Boaz Yakin , and Quentin Tarantino , executive produced by My Best Friend's Birthday 's editor and star , and edited by George Folsey", |
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"answers": [ |
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"Hostel: Part II" |
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], |
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"subgraph": { |
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"entities": [ |
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"Q1401104", |
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"Q887636", |
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"Q1048645", |
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"Q3772", |
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"Q965826" |
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], |
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"relations": [ |
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"P1431", |
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"P1040" |
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], |
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"adjacency": [[2, 1, 0], |
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[2, 0, 3], |
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[2, 0, 1], |
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[2, 0, 4] |
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], |
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"entity_labels": [ |
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"george folsey, jr.", |
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"boaz yakin", |
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"hostel: part ii", |
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"quentin jerome tarantino", |
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"scott spiegel" |
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], |
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"relation_labels": [ |
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"showrunner", |
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"film editor" |
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] |
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}, |
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"sparql": "SELECT DISTINCT ?x0 WHERE {\n?x0 wdt:P1040 wd:Q1401104 .\n?x0 wdt:P1431 ?x1 .\n?x0 wdt:P1431 wd:Q3772 .\n?x0 wdt:P1431 wd:Q887636 .\n?x0 wdt:P1431 wd:Q965826 .\nwd:Q1480733 wdt:P161 ?x1 .\nwd:Q1480733 wdt:P1040 ?x1\n}" |
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} |
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``` |
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### Licensing Information |
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MIT License |
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### Citation Information |
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If you find our dataset is helpful in your work, please cite us by |
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``` |
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@misc{shen2023graphextqabenchmarkevaluatinggraphenhanced, |
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title={GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models}, |
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author={Yuanchun Shen and Ruotong Liao and Zhen Han and Yunpu Ma and Volker Tresp}, |
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year={2023}, |
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eprint={2310.08487}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL}, |
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url={https://arxiv.org/abs/2310.08487}, |
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} |
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``` |
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### Contributions |
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Thanks to [@yuancu](https://github.com/yuancu) for adding this dataset. |