Discriminative Improvements to Distributional Sentence Similarity
GLUE
MRPC
SentEval
| Task | Dataset | Model | Metric Name | Metric Value | Global Rank | Benchmark |
|---|---|---|---|---|---|---|
| Semantic Textual Similarity | MRPC | TF-KLD | Accuracy | 80.4% | # 34 | |
| F1 | 85.9% | # 14 | ||||
| Paraphrase Identification | MSRP | FEAT2, TFKLD, SVM, Fine-grained features | Accuracy | 80.41 | # 1 | |
| F1 | 85.96 | # 1 | ||||
| Paraphrase Identification | MSRP | NMF factorization-unigrams-TFKLD | Accuracy | 72.75 | # 2 | |
| F1 | 81.48 | # 2 | ||||
| Semantic Textual Similarity | SentEval | TF-KLD | MRPC | 80.4/85.9 | # 1 | |
| SICK-R | - | # 3 | ||||
| SICK-E | - | # 3 | ||||
| STS | - | # 1 |
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