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license: apache-2.0 |
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## Cat Embeddings |
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A set of embedding model trained for study embedding quality vs model architecture (width/depth) given a size constraint (12M params). |
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- **cat-emb-2-128**: 2 layers/hidden size 128/4.4m |
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- **cat-emb-4-128**: 4 layers/H 128/4.8m |
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- **cat-emb-8-128**: 8 layers/H 128/5.6m |
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- **cat-emb-12-128**: 12 layers/H 128/6.4m |
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- **cat-emb-2-256**: 2 layers/H 256/9.7m |
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- **cat-emb-4-256**: 4 layers/H 256/11.3m |
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### Perf |
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| MRL dim\Task | BIOSSES | SICK-R | STS12 | STS13 | STS14 | STS15 | STS16 | STSB | SummEval | |
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|-----|---------|--------|-------|-------|-------|-------|-------|------|----------| |
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| 128 | 0.7107 | 0.7126 | 0.6815| 0.7343| 0.7038| 0.8163| 0.7495| 0.7652| 0.2958 | |
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| 64 | 0.713 | 0.7123 | 0.6829| 0.7348| 0.7008| 0.813 | 0.7475| 0.7609| 0.2861 | |
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| 32 | 0.6714 | 0.7094 | 0.6847| 0.7345| 0.6911| 0.7989| 0.7385| 0.7545| 0.3106 | |
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| 16 | 0.6637 | 0.697 | 0.669 | 0.7096| 0.6665| 0.7589| 0.7183| 0.7307| 0.3164 | |
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