Datasets › SentEval
SentEval
SentEval is a toolkit for evaluating the quality of universal sentence representations. SentEval encompasses a variety of tasks, including binary and multi-class classification, natural language inference and sentence similarity. The set of tasks was selected based on what appears to be the community consensus regarding the appropriate evaluations for universal sentence representations. The toolkit comes with scripts to download and preprocess datasets, and an easy interface to evaluate sentence encoders.
Source: SentEval: An Evaluation Toolkit for Universal Sentence Representations
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 | ||||
|---|---|---|---|---|---|---|
| Semantic Textual Similarity | SentEval | GenSen MRPC 78.6/84.4 | Learning General Purpose Distributed Sentence... | facebookresearch/InferSent +3 | 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 168. 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 | |||
|---|---|---|---|---|
| XLNet: Generalized Autoregressive Pretraining for Language Understanding | 27 | 1 | 19 Jun 2019 | ran 10 of 24 samples (14 unverified; 3 pointer-only for licence) |
| Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding | 3 | 1 | 20 Apr 2019 | not harvested |
| Training Complex Models with Multi-Task Weak Supervision | 1 | 1 | 5 Oct 2018 | not harvested |
| Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning | 4 | 1 | 30 Mar 2018 | ran 3 of 3 samples (0 unverified; 3 pointer-only for licence) |
| Supervised Learning of Universal Sentence Representations from Natural Language Inference Data | 23 | 1 | 5 May 2017 | ran 6 of 7 samples (1 unverified; 7 pointer-only for licence) |
| Discriminative Improvements to Distributional Sentence Similarity | 0 | 1 | 1 Oct 2013 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
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
- SentEval
1 variant name, as the archive lists them.
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