Papers › TVStoryGen: A Dataset for Generating Stories with Character Descriptions
TVStoryGen: A Dataset for Generating Stories with Character Descriptions
Mingda Chen, Kevin Gimpel
We introduce TVStoryGen, a story generation dataset that requires generating detailed TV show episode recaps from a brief summary and a set of documents describing the characters involved. Unlike other story generation datasets, TVStoryGen contains stories that are authored by professional screen-writers and that feature complex interactions among multiple characters. Generating stories in TVStoryGen requires drawing relevant information from the lengthy provided documents about characters based on the brief summary. In addition, we propose to train reverse models on our dataset for evaluating the faithfulness of generated stories. We create TVStoryGen from fan-contributed websites, which allows us to collect 26k episode recaps with 1868.7 tokens on average. Empirically, we take a hierarchical story generation approach and find that the neural model that uses oracle content selectors for character descriptions demonstrates the best performance on automatic metrics, showing the potential of our dataset to inspire future research on story generation with constraints. Qualitative analysis shows that the best-performing model sometimes generates content that is unfaithful to the short summaries, suggesting promising directions for future work.
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Code
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Tasks
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Story Generation | Fandom dev | (NN) Oracle plot + summary + oracle char. desc. | BLEU | 28.4 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom dev | (NN) Oracle plot + summary + oracle char. desc. | Perplexity | 17.9 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-1 | 63.0 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-2 | 32.8 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-L | 61.2 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom test | (NN) Oracle plot + summary + oracle char. desc. | BLEU | 28.4 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom test | (NN) Oracle plot + summary + oracle char. desc. | Perplexity | 18.2 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-1 | 63.2 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-2 | 32.9 | #1 of 1 | Archive leaderboard | report |
| Story Generation | Fandom test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-L | 61.5 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite dev | (NN) Oracle plot + summary + oracle char. desc. | BLEU | 30.9 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite dev | (NN) Oracle plot + summary + oracle char. desc. | Perplexity | 15.7 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-1 | 68.3 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-2 | 44.0 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite dev | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-L | 67.5 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite test | (NN) Oracle plot + summary + oracle char. desc. | BLEU | 28.1 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite test | (NN) Oracle plot + summary + oracle char. desc. | Perplexity | 18.3 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-1 | 67.0 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-2 | 40.9 | #1 of 1 | Archive leaderboard | report |
| Story Generation | TVMegaSite test | (NN) Oracle plot + summary + oracle char. desc. | ROUGE-L | 66.2 | #1 of 1 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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