Trained on MS MARCO using the a similar strategy as https://huggingface.co/cross-encoder/ms-marco-MiniLM-L12-v2, except with the Ettin base models
Tom Aarsen
AI & ML interests
NLP: text embeddings, information retrieval, named entity recognition, few-shot text classification
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llm-semantic-router/multi-modal-embed-small
Organizations
Reranker Models for GooAQ
https://huggingface.co/blog/train-reranker
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tomaarsen/reranker-ModernBERT-large-gooaq-bce
Text Ranking • 0.4B • Updated • 438 • 9 -
tomaarsen/reranker-NeoBERT-gooaq-bce
Text Ranking • 0.2B • Updated • 3 • 2 -
tomaarsen/reranker-ModernBERT-base-gooaq-bce
Text Ranking • 0.1B • Updated • 648 • 3 -
tomaarsen/reranker-MiniLM-L12-gooaq-bce
Text Ranking • 33.4M • Updated • 2 • 1
Matryoshka Embedding Models
https://huggingface.co/blog/matryoshka
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BEE-spoke-data/bert-plus-L8-v1.0-syntheticSTS-4k
Sentence Similarity • 88.1M • Updated • 1 • 5 -
aspire/acge_text_embedding
Sentence Similarity • 0.3B • Updated • 525 • 149 -
dunzhang/stella-mrl-large-zh-v3.5-1792d
Sentence Similarity • 0.3B • Updated • 333k • • 50 -
NeuML/pubmedbert-base-embeddings-matryoshka
Sentence Similarity • 0.1B • Updated • 1.48k • • 23
State-of-the-Art NER models - General purpose
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tomaarsen/span-marker-bert-base-fewnerd-fine-super
Token Classification • 0.1B • Updated • 1.62k • 15 -
tomaarsen/span-marker-roberta-large-fewnerd-fine-super
Token Classification • 0.4B • Updated • 63 • 14 -
tomaarsen/span-marker-mbert-base-multinerd
Token Classification • 0.2B • Updated • 43.8k • 66 -
tomaarsen/span-marker-roberta-large-ontonotes5
Token Classification • 0.4B • Updated • 307 • 13
State-of-the-Art NER models - Acronyms
State-of-the-Art NER models - Tagalog
SpanMarker NER Models
SpanMarker NER models for various domains
SetFitABSA models
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tomaarsen/setfit-absa-bge-small-en-v1.5-restaurants-aspect
Text Classification • Updated • 102 • 4 -
tomaarsen/setfit-absa-bge-small-en-v1.5-restaurants-polarity
Text Classification • Updated • 103 -
tomaarsen/setfit-absa-paraphrase-mpnet-base-v2-restaurants-aspect
Text Classification • 0.1B • Updated • 28 • 1 -
tomaarsen/setfit-absa-paraphrase-mpnet-base-v2-restaurants-polarity
Text Classification • 0.1B • Updated • 30
Qwen3 Rerankers converted to Sequence Classification
Training with Prompts
See the Training with Prompts documentation for more details: https://sbert.net/examples/training/prompts/README.html
Reranker Models for MS MARCO
State-of-the-Art NER models - Biomedical domain
State-of-the-Art NER models - Keyphrases
State-of-the-Art NER models - Organizations
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nbroad/span-marker-roberta-large-orgs-v1
Token Classification • 0.4B • Updated • 1 • 2 -
tomaarsen/span-marker-bert-base-orgs
Token Classification • Updated • 7 • 1 -
nbroad/span-marker-xdistil-l12-h384-orgs-v3
Token Classification • 33.4M • Updated • 1 -
tomaarsen/span-marker-bert-small-orgs
Token Classification • Updated • 2
SetFit models
Strong & Small Rerankers
Trained on MS MARCO using the a similar strategy as https://huggingface.co/cross-encoder/ms-marco-MiniLM-L12-v2, except with the Ettin base models
Qwen3 Rerankers converted to Sequence Classification
Reranker Models for GooAQ
https://huggingface.co/blog/train-reranker
-
tomaarsen/reranker-ModernBERT-large-gooaq-bce
Text Ranking • 0.4B • Updated • 438 • 9 -
tomaarsen/reranker-NeoBERT-gooaq-bce
Text Ranking • 0.2B • Updated • 3 • 2 -
tomaarsen/reranker-ModernBERT-base-gooaq-bce
Text Ranking • 0.1B • Updated • 648 • 3 -
tomaarsen/reranker-MiniLM-L12-gooaq-bce
Text Ranking • 33.4M • Updated • 2 • 1
Training with Prompts
See the Training with Prompts documentation for more details: https://sbert.net/examples/training/prompts/README.html
Matryoshka Embedding Models
https://huggingface.co/blog/matryoshka
-
BEE-spoke-data/bert-plus-L8-v1.0-syntheticSTS-4k
Sentence Similarity • 88.1M • Updated • 1 • 5 -
aspire/acge_text_embedding
Sentence Similarity • 0.3B • Updated • 525 • 149 -
dunzhang/stella-mrl-large-zh-v3.5-1792d
Sentence Similarity • 0.3B • Updated • 333k • • 50 -
NeuML/pubmedbert-base-embeddings-matryoshka
Sentence Similarity • 0.1B • Updated • 1.48k • • 23
Reranker Models for MS MARCO
State-of-the-Art NER models - General purpose
-
tomaarsen/span-marker-bert-base-fewnerd-fine-super
Token Classification • 0.1B • Updated • 1.62k • 15 -
tomaarsen/span-marker-roberta-large-fewnerd-fine-super
Token Classification • 0.4B • Updated • 63 • 14 -
tomaarsen/span-marker-mbert-base-multinerd
Token Classification • 0.2B • Updated • 43.8k • 66 -
tomaarsen/span-marker-roberta-large-ontonotes5
Token Classification • 0.4B • Updated • 307 • 13
State-of-the-Art NER models - Biomedical domain
State-of-the-Art NER models - Acronyms
State-of-the-Art NER models - Keyphrases
State-of-the-Art NER models - Tagalog
State-of-the-Art NER models - Organizations
-
nbroad/span-marker-roberta-large-orgs-v1
Token Classification • 0.4B • Updated • 1 • 2 -
tomaarsen/span-marker-bert-base-orgs
Token Classification • Updated • 7 • 1 -
nbroad/span-marker-xdistil-l12-h384-orgs-v3
Token Classification • 33.4M • Updated • 1 -
tomaarsen/span-marker-bert-small-orgs
Token Classification • Updated • 2
SpanMarker NER Models
SpanMarker NER models for various domains
SetFit models
SetFitABSA models
-
tomaarsen/setfit-absa-bge-small-en-v1.5-restaurants-aspect
Text Classification • Updated • 102 • 4 -
tomaarsen/setfit-absa-bge-small-en-v1.5-restaurants-polarity
Text Classification • Updated • 103 -
tomaarsen/setfit-absa-paraphrase-mpnet-base-v2-restaurants-aspect
Text Classification • 0.1B • Updated • 28 • 1 -
tomaarsen/setfit-absa-paraphrase-mpnet-base-v2-restaurants-polarity
Text Classification • 0.1B • Updated • 30