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gliclass-modern-large-v2.0-init

Zero-Shot Classification
Safetensors
English
French
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GLiClass
text classification
zero-shot
small language models
RAG
sentiment analysis
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@@ -76,18 +76,19 @@ Below, you can see the F1 score on several text classification datasets. All tes
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  Below you can find a comparison with other GLiClass models:
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- | Dataset | gliclass-small-v1.0-lw | gliclass-base-v1.0-lw | gliclass-large-v1.0-lw | gliclass-small-v1.0 | gliclass-base-v1.0 | gliclass-large-v1.0 | gliclass-modern-base-v2.0-init | gliclass-modern-large-v2.0-init |
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- |----------------------|-----------------------|-----------------------|-----------------------|---------------------|---------------------|---------------------|---------------------|---------------------|
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- | CR | 0.8886 | 0.9097 | 0.9226 | 0.8824 | 0.8942 | 0.9219 | 0.9041 | 0.8980 |
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- | sst2 | 0.8392 | 0.8987 | 0.9247 | 0.8518 | 0.8979 | 0.9269 | 0.9011 | 0.9434 |
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- | sst5 | 0.2865 | 0.3779 | 0.2891 | 0.2424 | 0.2789 | 0.3900 | 0.1972 | 0.1123 |
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- | 20_news_groups | 0.4572 | 0.3953 | 0.4083 | 0.3366 | 0.3576 | 0.3863 | 0.2448 | 0.2792 |
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- | spam | 0.5118 | 0.5126 | 0.3642 | 0.4089 | 0.4938 | 0.3661 | 0.5074 | 0.6364 |
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- | rotten_tomatoes | 0.8015 | 0.8429 | 0.8807 | 0.7987 | 0.8508 | 0.8808 | 0.6630 | 0.5928 |
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- | financial_phrasebank | 0.8665 | 0.8880 | 0.9044 | 0.8901 | 0.8955 | 0.8735 | 0.2537 | 0.2562 |
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- | imdb | 0.9048 | 0.9351 | 0.9429 | 0.8982 | 0.9238 | 0.9333 | 0.8255 | 0.9137 |
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- | ag_news | 0.7252 | 0.6985 | 0.7559 | 0.7242 | 0.6848 | 0.7503 | 0.6050 | 0.6933 |
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- | dair_emotion | 0.4012 | 0.3516 | 0.3951 | 0.3450 | 0.2357 | 0.4013 | 0.2474 | 0.3746 |
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- | capsotu | 0.3794 | 0.4643 | 0.4749 | 0.3432 | 0.4375 | 0.4644 | 0.2929 | 0.2919 |
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- | **Average:** | 0.5732 | 0.6183 | 0.6165 | 0.5401 | 0.5571 | 0.6078 | 0.5129 | 0.5447 |
 
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  Below you can find a comparison with other GLiClass models:
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+ | Dataset | gliclass-base-v1.0-init | gliclass-large-v1.0-init | gliclass-modern-base-v2.0-init | gliclass-modern-large-v2.0-init |
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+ |----------------------|-----------------------|-----------------------|---------------------|---------------------|
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+ | CR | 0.8672 | 0.8024 | 0.9041 | 0.8980 |
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+ | sst2 | 0.8342 | 0.8734 | 0.9011 | 0.9434 |
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+ | sst5 | 0.2048 | 0.1638 | 0.1972 | 0.1123 |
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+ | 20_news_groups | 0.2317 | 0.4151 | 0.2448 | 0.2792 |
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+ | spam | 0.5963 | 0.5407 | 0.5074 | 0.6364 |
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+ | financial_phrasebank | 0.3594 | 0.3705 | 0.2537 | 0.2562 |
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+ | imdb | 0.8772 | 0.8836 | 0.8255 | 0.9137 |
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+ | ag_news | 0.5614 | 0.7069 | 0.6050 | 0.6933 |
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+ | emotion | 0.2865 | 0.3840 | 0.2474 | 0.3746 |
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+ | cap_sotu | 0.3966 | 0.4353 | 0.2929 | 0.2919 |
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+ | rotten_tomatoes | 0.6626 | 0.7933 | 0.6630 | 0.5928 |
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+ | **AVERAGE:** | 0.5344 | 0.5790 | 0.5129 | 0.5447 |
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