Datasets › SummScreen
SummScreen
SummScreen is a dataset for abstractive screenplay summarization. It consists of pairs of TV series transcripts and human-written recaps. This dataset provides a challenging testbed for abstractive summarization for several reasons: - Plot details are often expressed indirectly in character dialogues and may be scattered across the entirety of the transcript. - These details must be found and integrated to form the succinct plot descriptions in the recaps. - TV scripts contain content that does not directly pertain to the central plot but rather serves to develop characters or provide comic relief. This information is rarely contained in recaps.
Benchmarks archive 2025-07-28
All 1 leaderboard 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Long-Form Narrative Summarization | SummScreen | NexusSum (Mistral Large) BERTScore (F1) 61.59 | NexusSum: Hierarchical LLM Agents for Long-Form... | — | 5 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 60. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization | 0 | 2 | 30 May 2025 | not harvested |
| End-to-End Long Document Summarization using Gradient Caching | 0 | 3 | 3 Jan 2025 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- SummScreen
1 variant name, as the archive lists them.
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