{"url":"/task/crowdsourced-text-aggregation","name":"Crowdsourced Text Aggregation","slug":"crowdsourced-text-aggregation","description_markdown":"One of the most important parts of processing responses from crowd workers is **aggregation**: given several conflicting opinions, a method should extract the truth. This problem is also known as *truth-inference* in crowdsourcing. Text aggregation problem is dedicated to extracting the correct information from crowd workers' responses for a crowdsourcing task where the output is a *text*: audio transcription, translation, character recognition, etc.","categories":[{"name":"Natural Language Processing","url":"/area/natural-language-processing"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":1,"papers_with_code":1,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":1,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/crowdsourced-text-aggregation-on-crowdspeech","slug":"crowdsourced-text-aggregation-on-crowdspeech","dataset":"CrowdSpeech test-clean","dataset_url":"/dataset/crowdspeech","rows_in_archive":3,"metrics":["Word Error Rate (WER)"],"first_row_in_archive_order":{"model":"ROVER","paper_title":"CrowdSpeech and VoxDIY: Benchmark Datasets for Crowdsourced Audio Transcription","paper_url":"/paper/vox-populi-vox-diy-benchmark-dataset-for","paper_date":"2021-07-02","arxiv_id":"2107.01091","code_links":[{"title":"Toloka/CrowdSpeech","url":"https://github.com/Toloka/CrowdSpeech"}],"syntology":null}},{"leaderboard":"/sota/crowdsourced-text-aggregation-on-crowdspeech-1","slug":"crowdsourced-text-aggregation-on-crowdspeech-1","dataset":"CrowdSpeech test-other","dataset_url":"/dataset/crowdspeech","rows_in_archive":3,"metrics":["Word Error Rate (WER)"],"first_row_in_archive_order":{"model":"ROVER","paper_title":"CrowdSpeech and VoxDIY: Benchmark Datasets for Crowdsourced Audio Transcription","paper_url":"/paper/vox-populi-vox-diy-benchmark-dataset-for","paper_date":"2021-07-02","arxiv_id":"2107.01091","code_links":[{"title":"Toloka/CrowdSpeech","url":"https://github.com/Toloka/CrowdSpeech"}],"syntology":null}}],"datasets":[{"url":"/dataset/crowdspeech","name":"CrowdSpeech","full_name":"","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":1,"of":1,"tagged_in_all":1,"items":[{"url":"/paper/vox-populi-vox-diy-benchmark-dataset-for","title":"CrowdSpeech and VoxDIY: Benchmark Datasets for Crowdsourced Audio Transcription","date":"2021-07-02","arxiv_id":"2107.01091","repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}