Datasets › WikiHow

WikiHow

Introduced by Mahnaz Koupaee et al. in WikiHow: A Large Scale Text Summarization Dataset1 Jan 2018 archive 2025-07-28

WikiHow is a dataset of more than 230,000 article and summary pairs extracted and constructed from an online knowledge base written by different human authors. The articles span a wide range of topics and represent high diversity styles.

Source: WikiHow: A Large Scale Text Summarization Dataset Image Source: WikiHow: A Large Scale Text Summarization Dataset

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Text Summarization WikiHow BertSum ROUGE-1 35.91 Abstractive Summarization of Spoken andWritten... nlpyang/PreSumm +1 3 Compare
Abstractive Text Summarization WikiHow BertSum Content F1 29.8 Abstractive Summarization of Spoken andWritten... nlpyang/PreSumm +1 1 Compare

Papers archive 2025-07-28

3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 127. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Abstractive Summarization of Spoken andWritten Instructions with BERT 2 2 21 Aug 2020 not harvested
Extractive Summarization as Text Matching 2 1 19 Apr 2020 not harvested
WikiHow: A Large Scale Text Summarization Dataset 9 1 18 Oct 2018 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)

Dataset loaders archive 2025-07-28

4 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

CC-BY-NC-SA

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • WikiHow
  • wikihow

2 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections