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AbstractPhil
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bert-beatrix-2048

Safetensors
nomic_bert
symbolic
classification
text_masking
image_feature
text_feature
experimental
categorical
similarity
teacher
custom_code
Model card Files
xet
Community
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  - nomic-ai/nomic-bert-2048
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  # Release - bert-beatrix-2048 v1
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  Entirely saturated pretrained masking window, fixated on expanding the masking potential using subject and shunt allocation tokenization systems.
 
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  - nomic-ai/nomic-bert-2048
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/6iTdKxUiUtzm5MWoZpOdM.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/nffcaOzBsC0ymG80NWudD.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/OKE94fmGlfFhRAKUpubrR.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/gLiYYH9nkvpXyDLF2ssGF.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/tl0bDNnFL_kdSDnhTMf56.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/kz4J3YTnBOaySdgf3-rzp.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/1KEiW_GS5l-BTt4VYb_Tt.png)
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/YopKBUJoKPJVUXSgdl5mX.png)
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+ SEMANTIC TOKEN STATISTICS:
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+ Average similarity between tokens: 0.232
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+ Std dev of similarities: 0.043
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+ Max similarity: 0.368
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+ Min similarity: 0.082
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+ Most similar token pairs:
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+ <intent> ↔ <style>: 0.368
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+ <hair_style> ↔ <hair_length>: 0.336
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+ <grid> ↔ <fabric>: 0.316
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+ <footwear> ↔ <jewelry>: 0.315
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+ <grid> ↔ <offset>: 0.315
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+ SHUNT TOKEN STATISTICS:
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+ Average distance between shunts: 1.146
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+ Std dev of distances: 0.040
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+ Min distance: 1.056
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+ Max distance: 1.262
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+ CATEGORY ANALYSIS:
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+ Subject/Object:
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+ Tokens: 5
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+ Avg within-category similarity: 0.234
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+ Appearance:
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+ Tokens: 4
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+ Avg within-category similarity: 0.260
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+ Clothing:
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+ Tokens: 5
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+ Avg within-category similarity: 0.280
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+ Material/Texture:
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+ Tokens: 5
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+ Avg within-category similarity: 0.251
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+ Spatial/Style:
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+ Tokens: 7
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+ Avg within-category similarity: 0.270
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+ DIMENSIONALITY ANALYSIS:
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+ Variance explained by first 10 PCs: 37.6%
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+ Components needed for 90% variance: 1
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+ ============================================================
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  # Release - bert-beatrix-2048 v1
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  Entirely saturated pretrained masking window, fixated on expanding the masking potential using subject and shunt allocation tokenization systems.