DefSent: Sentence Embeddings using Definition Sentences
Pretrained checkpoints
| checkpoint | STS12 | STS13 | STS14 | STS15 | STS16 | STS-B | SICK-R | Avg. |
|---|---|---|---|---|---|---|---|---|
| defsent-bert-base-uncased-cls | 67.61 | 80.44 | 70.12 | 77.5 | 76.34 | 75.25 | 71.71 | 74.14 |
| defsent-bert-base-uncased-mean | 68.24 | 82.62 | 72.8 | 78.44 | 76.79 | 77.5 | 71.69 | 75.44 |
| defsent-bert-base-uncased-max | 65.32 | 82.00 | 73.00 | 77.38 | 75.84 | 76.74 | 71.67 | 74.57 |
| defsent-bert-large-uncased-cls | 67.03 | 82.41 | 71.25 | 80.33 | 75.43 | 73.83 | 73.34 | 74.8 |
| defsent-bert-large-uncased-mean | 63.93 | 82.43 | 73.29 | 80.52 | 77.84 | 78.41 | 73.39 | 75.69 |
| defsent-bert-large-uncased-max | 60.15 | 80.70 | 71.67 | 77.19 | 75.71 | 76.90 | 72.57 | 73.55 |
| defsent-roberta-base-cls | 66.13 | 80.96 | 72.59 | 78.33 | 78.85 | 78.51 | 74.44 | 75.69 |
| defsent-roberta-base-mean | 62.38 | 78.42 | 70.79 | 74.60 | 77.32 | 77.38 | 73.07 | 73.42 |
| defsent-roberta-base-max | 64.61 | 78.76 | 70.24 | 76.07 | 79.02 | 78.34 | 74.54 | 74.51 |
| defsent-roberta-large-cls | 62.47 | 79.07 | 69.87 | 72.62 | 77.87 | 79.11 | 73.95 | 73.56 |
| defsent-roberta-large-mean | 57.8 | 72.98 | 69.18 | 72.84 | 76.50 | 79.17 | 74.36 | 71.83 |
| defsent-roberta-large-max | 64.11 | 81.42 | 72.52 | 75.37 | 80.23 | 79.16 | 73.76 | 75.22 |
1 maintainer
Metadata
1 maintainer
Release files for defsent 0.1.0
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Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| defsent-0.1.0.tar.gz | 3.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| defsent-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 6.7 kB
Release files / defsent-0.1.0.tar.gz
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Release files / defsent-0.1.0-py3-none-any.whl
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