Datasets › TVR
TVR (TV show Retrieval)
A new multimodal retrieval dataset. TVR requires systems to understand both videos and their associated subtitle (dialogue) texts, making it more realistic. The dataset contains 109K queries collected on 21.8K videos from 6 TV shows of diverse genres, where each query is associated with a tight temporal window.
Source: TVR: A Large-Scale Dataset for Video-Subtitle Moment Retrieval
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Video Retrieval | TVR | Hero w/ pre-training R@10 13.97 | HERO: Hierarchical Encoder for Video+Language... | linjieli222/HERO +2 | 2 | Compare |
| Partially Relevant Video Retrieval | TVR | ms-sl Recall@Sum 172.3 | Partially Relevant Video Retrieval | HuiGuanLab/ms-sl | 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 34. 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 | |||
|---|---|---|---|---|
| Partially Relevant Video Retrieval | 1 | 1 | 26 Aug 2022 | not harvested |
| HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training | 3 | 1 | 1 May 2020 | ran 5 of 13 samples (8 unverified; 8 pointer-only for licence) |
| TVR: A Large-Scale Dataset for Video-Subtitle Moment Retrieval | 2 | 1 | 24 Jan 2020 | ran 8 of 19 samples (11 unverified) |
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
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
- TVR
1 variant name, as the archive lists them.
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