Story Continuation

Description from the archive archive 2025-07-28; Papers-with-Code links inside it are rewritten to this site.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (10 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• ContextualStory: Consistent Visual Storytelling with Spatially-Enhanced and Storyline Context
  13 Jul 2024 1 repository listed
  Visual storytelling involves generating a sequence of coherent frames from a textual storyline while maintaining consistency in characters and scenes.
• How Far Can We Extract Diverse Perspectives from Large Language Models?
  16 Nov 2023 1 repository listed
  To see how far we can extract diverse perspectives from LLMs, or called diversity coverage, we employ a step-by-step recall prompting to generate more outputs from the model iteratively.
• StoryBench: A Multifaceted Benchmark for Continuous Story Visualization
  22 Aug 2023 1 repository listed Syntology ran 14 of 16 samples · 2 unverified
  To fill this gap, we collect comprehensive human annotations on three existing datasets, and introduce StoryBench: a new, challenging multi-task benchmark to reliably evaluate forthcoming text-to-video models.
• Conveying the Predicted Future to Users: A Case Study of Story Plot Prediction
  17 Feb 2023 1 repository listed
  Next, we conducted a preliminary user study using a story continuation task where AMT workers were given access to machine-generated story plots and asked to write a follow-up story.
• Synthesizing Coherent Story with Auto-Regressive Latent Diffusion Models
  20 Nov 2022 1 repository listed
  Conditioned diffusion models have demonstrated state-of-the-art text-to-image synthesis capacity.
• StoryDALL-E: Adapting Pretrained Text-to-Image Transformers for Story Continuation
  13 Sep 2022 1 repository listed Syntology ran 2 of 3 samples · 1 unverified
  Hence, we first propose the task of story continuation, where the generated visual story is conditioned on a source image, allowing for better generalization to narratives with new characters.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.