{"url":"/dataset/qa-srl","name":"QA-SRL","full_name":"QA-SRL","description_markdown":"**QA-SRL** was proposed as an open schema for semantic roles, in which the relation between an argument and a predicate is expressed as a natural-language question containing the predicate (“Where was someone educated?”) whose answer is the argument (“Princeton”). The authors collected about 19,000 question-answer pairs from 3,200 sentences.\r\n\r\nSource: [Zero-Shot Relation Extraction via Reading Comprehension](https://arxiv.org/abs/1706.04115)\r\nImage Source: [http://browse.qasrl.org/](http://browse.qasrl.org/)","description_withheld":null,"homepage":"http://qasrl.org/","introduced_date":"2015-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/question-answer-driven-semantic-role-labeling","title":"Question-Answer Driven Semantic Role Labeling: Using Natural Language to Annotate Natural Language","first_author":"Luheng He","url":null},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Relation Extraction","url":"/task/relation-extraction","datasets_with_task":"/datasets/task/relation-extraction"},{"name":"Open Information Extraction","url":"/task/open-information-extraction","datasets_with_task":"/datasets/task/open-information-extraction"},{"name":"Semantic Role Labeling","url":"/task/semantic-role-labeling","datasets_with_task":"/datasets/task/semantic-role-labeling"}],"languages":[],"variants":["QA-SRL"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/luheng/qa_srl","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/qa_srl","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/facebookresearch/ParlAI","url":"https://parl.ai/docs/tasks.html#qa-srl-semantic-role-labeling","frameworks":["pytorch"]}],"num_papers_in_archive":43,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"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."}