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MuLD (Multitask Long Document Benchmark)

Introduced by G Thomas Hudson et al. in MuLD: The Multitask Long Document Benchmark15 Feb 2022 archive 2025-07-28

MuLD (Multitask Long Document Benchmark) is a set of 6 NLP tasks where the inputs consist of at least 10,000 words. The benchmark covers a wide variety of task types including translation, summarization, question answering, and classification. Additionally there is a range of output lengths from a single word classification label all the way up to an output longer than the input text.

Benchmarks archive 2025-07-28

All 5 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
Question Answering MuLD (HotpotQA) Longformer BLEU-1 30.38 MuLD: The Multitask Long Document Benchmark ghomashudson/muld 2 Compare
Question Answering MuLD (NarrativeQA) Longformer BLEU-1 19.84 MuLD: The Multitask Long Document Benchmark ghomashudson/muld 2 Compare
Summarization MuLD (VLSP) Longformer BLEU-1 46.74 MuLD: The Multitask Long Document Benchmark ghomashudson/muld 2 Compare
Text Classification MuLD (Character Type) Longformer F1 82.58 MuLD: The Multitask Long Document Benchmark ghomashudson/muld 2 Compare
Translation MuLD (OpenSubtitles) T5 BLEU-1 34.07 MuLD: The Multitask Long Document Benchmark ghomashudson/muld 2 Compare

Papers archive 2025-07-28

1 shown of 1 paper 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 3. 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
MuLD: The Multitask Long Document Benchmark 1 10 15 Feb 2022 not harvested

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • MuLD
  • MuLD (NarrativeQA)
  • MuLD (HotpotQA)
  • MuLD (Style Change)
  • MuLD (Character Type)
  • MuLD (VLSP)
  • MuLD (OpenSubtitles)

7 variant names, as the archive lists them.

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