enricollen
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ItColBERT

Sentence Similarity

sentence-transformers

late-interaction

information-retrieval

text-embeddings-inference

Model card Files Files and versions

enricollen commited on 3 days ago

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06576f5

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1 Parent(s): 11cc2a0

Add new ColBERT model

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README.md +2 -2

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@@ -311,10 +311,10 @@ comparison, by a wide margin.
 | bge-m3 (dense) | 568M | 0.4531 |
 | jina-colbert-v2 | ~0.6B | 0.3858 † |
-At roughly a quarter to a sixth the size of the ~560M-parameter multilingual
 giants, ItColBERT beats `SauerkrautLM-Multi-ModernColBERT` (the same size
 class) and `ColBERT-XM` (2× the parameters) outright, and statistically ties
-`jina-colbert-v2` (~4.4× the parameters) on the primary out-of-domain
 benchmark. `mLateOn` is the one model that beats it outright while also being
 smaller than the dense giants — included here rather than left out, since
 citing only the flattering comparisons would defeat the point of this

 | bge-m3 (dense) | 568M | 0.4531 |
 | jina-colbert-v2 | ~0.6B | 0.3858 † |
+At roughly a quarter to a sixth the size of the \~560M-parameter multilingual
 giants, ItColBERT beats `SauerkrautLM-Multi-ModernColBERT` (the same size
 class) and `ColBERT-XM` (2× the parameters) outright, and statistically ties
+`jina-colbert-v2` (\~4.4× the parameters) on the primary out-of-domain
 benchmark. `mLateOn` is the one model that beats it outright while also being
 smaller than the dense giants — included here rather than left out, since
 citing only the flattering comparisons would defeat the point of this