Datasets › NExT-QA (Open-ended VideoQA)
NExT-QA (Open-ended VideoQA)
NExT-QA is a VideoQA benchmark targeting the explanation of video contents. It challenges QA models to reason about the causal and temporal actions and understand the rich object interactions in daily activities. This page records LLMs for answer evaluation.
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 | ||||
|---|---|---|---|---|---|---|
| Question Answering | NExT-QA (Open-ended VideoQA) | Flash-VStream Accuracy 61.6 | Flash-VStream: Memory-Based Real-Time Understanding for... | IVGSZ/Flash-VStream | 6 | Compare |
Papers archive 2025-07-28
6 shown of 6 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 7. 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 | |||
|---|---|---|---|---|
| Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams | 1 | 1 | 12 Jun 2024 | not harvested |
| MovieChat+: Question-aware Sparse Memory for Long Video Question Answering | 1 | 1 | 26 Apr 2024 | ran 11 of 14 samples (3 unverified) |
| Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens | 0 | 1 | 12 Dec 2023 | not harvested |
| MovieChat: From Dense Token to Sparse Memory for Long Video Understanding | 1 | 1 | 31 Jul 2023 | not harvested |
| Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models | 2 | 1 | 8 Jun 2023 | not harvested |
| VideoChat: Chat-Centric Video Understanding | 1 | 1 | 10 May 2023 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
MIT
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- NExT-QA (Open-ended VideoQA)
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections