{"url":"/dataset/kqa-pro","name":"KQA Pro","full_name":null,"description_markdown":"A large-scale dataset for Complex KBQA.\r\n\r\nSource: [KQA Pro: A Large-Scale Dataset with Interpretable Programs and Accurate SPARQLs for Complex Question Answering over Knowledge Base](/paper/kqa-pro-a-large-diagnostic-dataset-for)","description_withheld":null,"homepage":"http://thukeg.gitee.io/kqa-pro/","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/kqa-pro-a-large-diagnostic-dataset-for","title":"KQA Pro: A Dataset with Explicit Compositional Programs for Complex Question Answering over Knowledge Base","first_author":"Shulin Cao","url":null},"license":null,"modalities":[],"tasks":[{"name":"Question Answering","url":"/task/question-answering","datasets_with_task":"/datasets/task/question-answering"},{"name":"Semantic Parsing","url":"/task/semantic-parsing","datasets_with_task":"/datasets/task/semantic-parsing"}],"languages":[],"variants":["KQA Pro"],"data_loaders":[{"repo":"https://github.com/happen2me/kqa-pro-datasets","url":"https://huggingface.co/datasets/drt/kqa_pro","frameworks":["tf","pytorch"]}],"num_papers_in_archive":23,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/question-answering-on-kqa-pro","task":"Question Answering","dataset_variant":"KQA Pro","rows":1,"metrics":["Accuracy"],"first_row_in_archive_order":{"model":"ChatGPT","paper":"/paper/evaluation-of-chatgpt-as-a-question-answering","metrics":{"Accuracy":"47.93"},"code_links":[{"title":"tan92hl/complex-question-answering-evaluation-of-gpt-family","url":"https://github.com/tan92hl/complex-question-answering-evaluation-of-gpt-family"},{"title":"tan92hl/complex-question-answering-evaluation-of-chatgpt","url":"https://github.com/tan92hl/complex-question-answering-evaluation-of-chatgpt"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/evaluation-of-chatgpt-as-a-question-answering","title":"Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM Family","date":"2023-03-14","rows_on_this_dataset":1,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}