{"url":"/dataset/ncte-transcripts","name":"NCTE Transcripts","full_name":null,"description_markdown":"**NCTE Transcripts** consists of 1,660 45-60 minute long 4th and 5th grade elementary mathematics observations collected by the National Center for Teacher Effectiveness (NCTE) between 2010-2013. The anonymized transcripts represent data from 317 teachers across 4 school districts that serve largely historically marginalized students. The transcripts come with rich metadata, including turn-level annotations for dialogic discourse moves, classroom observation scores, demographic information, survey responses and student test scores.\r\n\r\nSource: [The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts](https://arxiv.org/pdf/2211.11772v1.pdf)\r\n\r\nImage Source: [https://arxiv.org/pdf/2211.11772v1.pdf](https://arxiv.org/pdf/2211.11772v1.pdf)","description_withheld":null,"homepage":"https://github.com/ddemszky/classroom-transcript-analysis","introduced_date":"2022-11-21","introduced_date_note":null,"introduced_by":{"paper":"/paper/the-ncte-transcripts-a-dataset-of-elementary","title":"The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts","first_author":"Dorottya Demszky","url":null},"license":{"name":"MIT License","url":"https://github.com/ddemszky/classroom-transcript-analysis/blob/main/LICENSE"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Elementary Mathematics","url":"/task/elementary-mathematics","datasets_with_task":"/datasets/task/elementary-mathematics"}],"languages":[],"variants":["NCTE Transcripts"],"data_loaders":[],"num_papers_in_archive":1,"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."}