Datasets › MuseASTE
MuseASTE (MuSe-CarASTE: A comprehensive dataset for aspect sentiment triplet extraction in automotive review videos)
•A new benchmark dataset for Aspect Sentiment Triplet Extraction. •First Aspect Sentiment Triplet Extraction (ASTE) Dataset in Automotive Domain. •Largest ASTE Dataset to date with annotations for over 28,295 sentences. •Dataset includes complex aspects not verbatim present in the sentence. •Domain: Aspect-based sentiment analysis, ASTE, Opinion Mining, Recommender System. •Four baseline SOTA models implemented on the dataset
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 | ||||
|---|---|---|---|---|---|---|
| Aspect Sentiment Triplet Extraction | MuseASTE | BMRC F1 0.568 | Bidirectional Machine Reading Comprehension for Aspect... | NKU-IIPLab/BMRC +1 | 4 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 4. 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 | |||
|---|---|---|---|---|
| Towards Generative Aspect-Based Sentiment Analysis | 1 | 1 | 1 Aug 2021 | not harvested |
| Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction | 2 | 1 | 26 Jul 2021 | not harvested |
| A Unified Generative Framework for Aspect-Based Sentiment Analysis | 3 | 1 | 8 Jun 2021 | not harvested |
| Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction | 2 | 1 | 13 Mar 2021 | not harvested |
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
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MuseASTE
1 variant name, as the archive lists them.
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