BERT Hash Nano Models Set of BERT models with a modified embeddings layer NeuML/bert-hash-femto 240k β’ Updated 22 days ago β’ 21 β’ 20 NeuML/bert-hash-pico 442k β’ Updated 22 days ago β’ 20 β’ 3 NeuML/bert-hash-nano 953k β’ Updated 22 days ago β’ 95 β’ 18 NeuML/biomedbert-hash-nano 953k β’ Updated 22 days ago β’ 23 β’ 4
Embeddings databases for txtai Add knowledge to your txtai agents and processes. NeuML/txtai-wikipedia Sentence Similarity β’ Updated Apr 20 β’ 172 β’ 81 NeuML/txtai-wikipedia-slim Sentence Similarity β’ Updated Apr 20 β’ 21 β’ 5 NeuML/txtai-arxiv Sentence Similarity β’ Updated Apr 20 β’ 6 β’ 21 NeuML/txtai-hfposts Sentence Similarity β’ Updated Nov 23, 2024 β’ 5 β’ 3
Medical and Scientific Literature Datasets Datasets with medical and scientific literature. NeuML/pubmed-h5n1 Viewer β’ Updated Jun 23, 2025 β’ 7.87k β’ 20 β’ 2 NeuML/pubmed-hmpv Viewer β’ Updated Jun 23, 2025 β’ 1.95k β’ 20 β’ 2
Medical Embeddings M2V Models distilled with Model2Vec - 100K / 500K / 1M / 2M / 8M parameter variants. NeuML/pubmedbert-base-embeddings-8M Sentence Similarity β’ 7.81M β’ Updated Apr 17 β’ 30 β’ 10 NeuML/pubmedbert-base-embeddings-2M Sentence Similarity β’ 1.95M β’ Updated Apr 17 β’ 15 β’ 3 NeuML/pubmedbert-base-embeddings-1M Sentence Similarity β’ 1M β’ Updated Apr 17 β’ 13 β’ 2 NeuML/pubmedbert-base-embeddings-500K Sentence Similarity β’ 500k β’ Updated Apr 17 β’ 19 β’ 2
Text to Speech (TTS) Text to Speech (TTS) models compatible with txtai's TextToSpeech pipeline. NeuML/kokoro-base-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 3 NeuML/kokoro-fp16-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 4 NeuML/kokoro-int8-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 10 NeuML/ljspeech-jets-onnx Text-to-Speech β’ Updated Oct 10, 2024 β’ 2.81k β’ 24
Word Vectors Legacy word vectors (FastText, GloVe, Word2Vec) stored in the StaticVectors format NeuML/fasttext Sentence Similarity β’ 0.3B β’ Updated Jan 26, 2025 β’ 5.55k β’ 1 NeuML/fasttext-quantized Sentence Similarity β’ 10.1M β’ Updated Jan 26, 2025 β’ 33 β’ 2 NeuML/glove-6B Sentence Similarity β’ 0.1B β’ Updated Jan 26, 2025 β’ 428 β’ 3 NeuML/glove-6B-quantized Sentence Similarity β’ 4.08M β’ Updated Jan 26, 2025 β’ 9.8k β’ 3
ColBERT Late interaction models NeuML/colbert-muvera-femto Sentence Similarity β’ 243k β’ Updated 22 days ago β’ 67 β’ 20 NeuML/colbert-muvera-pico Sentence Similarity β’ 448k β’ Updated 22 days ago β’ 50 β’ 1 NeuML/colbert-muvera-nano Sentence Similarity β’ 970k β’ Updated 22 days ago β’ 82 β’ 3 NeuML/colbert-muvera-micro Sentence Similarity β’ 4.39M β’ Updated Dec 12, 2025 β’ 93 β’ 25
Language Detection StaticVectors models to detect language. Exports of FastText that run in NumPy without needing FastText NeuML/language-id Text Classification β’ 32.6M β’ Updated Jan 26, 2025 β’ 199 β’ 8 NeuML/language-id-quantized Text Classification β’ 4.09M β’ Updated Jan 26, 2025 β’ 1.76k β’ 2
Medical and Scientific Literature Models Models for working with medical and scientific literature. NeuML/pubmedbert-base-embeddings Sentence Similarity β’ 0.1B β’ Updated Apr 21 β’ 978k β’ β’ 190 NeuML/pubmedbert-base-embeddings-matryoshka Sentence Similarity β’ 0.1B β’ Updated Jun 26, 2025 β’ 2.37k β’ β’ 23 NeuML/pubmedbert-base-embeddings-8M Sentence Similarity β’ 7.81M β’ Updated Apr 17 β’ 30 β’ 10 NeuML/pubmedbert-base-colbert Sentence Similarity β’ 0.1B β’ Updated Dec 12, 2025 β’ 68 β’ 7
NeuML/pubmedbert-base-embeddings Sentence Similarity β’ 0.1B β’ Updated Apr 21 β’ 978k β’ β’ 190
NeuML/pubmedbert-base-embeddings-matryoshka Sentence Similarity β’ 0.1B β’ Updated Jun 26, 2025 β’ 2.37k β’ β’ 23
Small Domain Models Small models (22.7M) trained for specific domains NeuML/astrobert-small Updated 7 days ago β’ 9 β’ 1 NeuML/biomedbert-small 22.7M β’ Updated Apr 28 β’ 81 β’ 1 NeuML/celeberty-small 22.7M β’ Updated 3 days ago β’ 16 β’ 1 NeuML/sportsbert-small Updated 11 days ago β’ 23 β’ 2
Wikipedia Embeddings indexes and datasets for Wikipedia data. NeuML/wikipedia Updated Jan 11, 2024 β’ 33 β’ 6 NeuML/wikipedia-20260401 Viewer β’ Updated Apr 20 β’ 4.88M β’ 228 β’ 3 NeuML/txtai-wikipedia-slim Sentence Similarity β’ Updated Apr 20 β’ 21 β’ 5 NeuML/txtai-wikipedia Sentence Similarity β’ Updated Apr 20 β’ 172 β’ 81
BERT Hash Nano Models Set of BERT models with a modified embeddings layer NeuML/bert-hash-femto 240k β’ Updated 22 days ago β’ 21 β’ 20 NeuML/bert-hash-pico 442k β’ Updated 22 days ago β’ 20 β’ 3 NeuML/bert-hash-nano 953k β’ Updated 22 days ago β’ 95 β’ 18 NeuML/biomedbert-hash-nano 953k β’ Updated 22 days ago β’ 23 β’ 4
ColBERT Late interaction models NeuML/colbert-muvera-femto Sentence Similarity β’ 243k β’ Updated 22 days ago β’ 67 β’ 20 NeuML/colbert-muvera-pico Sentence Similarity β’ 448k β’ Updated 22 days ago β’ 50 β’ 1 NeuML/colbert-muvera-nano Sentence Similarity β’ 970k β’ Updated 22 days ago β’ 82 β’ 3 NeuML/colbert-muvera-micro Sentence Similarity β’ 4.39M β’ Updated Dec 12, 2025 β’ 93 β’ 25
Embeddings databases for txtai Add knowledge to your txtai agents and processes. NeuML/txtai-wikipedia Sentence Similarity β’ Updated Apr 20 β’ 172 β’ 81 NeuML/txtai-wikipedia-slim Sentence Similarity β’ Updated Apr 20 β’ 21 β’ 5 NeuML/txtai-arxiv Sentence Similarity β’ Updated Apr 20 β’ 6 β’ 21 NeuML/txtai-hfposts Sentence Similarity β’ Updated Nov 23, 2024 β’ 5 β’ 3
Language Detection StaticVectors models to detect language. Exports of FastText that run in NumPy without needing FastText NeuML/language-id Text Classification β’ 32.6M β’ Updated Jan 26, 2025 β’ 199 β’ 8 NeuML/language-id-quantized Text Classification β’ 4.09M β’ Updated Jan 26, 2025 β’ 1.76k β’ 2
Medical and Scientific Literature Datasets Datasets with medical and scientific literature. NeuML/pubmed-h5n1 Viewer β’ Updated Jun 23, 2025 β’ 7.87k β’ 20 β’ 2 NeuML/pubmed-hmpv Viewer β’ Updated Jun 23, 2025 β’ 1.95k β’ 20 β’ 2
Medical and Scientific Literature Models Models for working with medical and scientific literature. NeuML/pubmedbert-base-embeddings Sentence Similarity β’ 0.1B β’ Updated Apr 21 β’ 978k β’ β’ 190 NeuML/pubmedbert-base-embeddings-matryoshka Sentence Similarity β’ 0.1B β’ Updated Jun 26, 2025 β’ 2.37k β’ β’ 23 NeuML/pubmedbert-base-embeddings-8M Sentence Similarity β’ 7.81M β’ Updated Apr 17 β’ 30 β’ 10 NeuML/pubmedbert-base-colbert Sentence Similarity β’ 0.1B β’ Updated Dec 12, 2025 β’ 68 β’ 7
NeuML/pubmedbert-base-embeddings Sentence Similarity β’ 0.1B β’ Updated Apr 21 β’ 978k β’ β’ 190
NeuML/pubmedbert-base-embeddings-matryoshka Sentence Similarity β’ 0.1B β’ Updated Jun 26, 2025 β’ 2.37k β’ β’ 23
Medical Embeddings M2V Models distilled with Model2Vec - 100K / 500K / 1M / 2M / 8M parameter variants. NeuML/pubmedbert-base-embeddings-8M Sentence Similarity β’ 7.81M β’ Updated Apr 17 β’ 30 β’ 10 NeuML/pubmedbert-base-embeddings-2M Sentence Similarity β’ 1.95M β’ Updated Apr 17 β’ 15 β’ 3 NeuML/pubmedbert-base-embeddings-1M Sentence Similarity β’ 1M β’ Updated Apr 17 β’ 13 β’ 2 NeuML/pubmedbert-base-embeddings-500K Sentence Similarity β’ 500k β’ Updated Apr 17 β’ 19 β’ 2
Small Domain Models Small models (22.7M) trained for specific domains NeuML/astrobert-small Updated 7 days ago β’ 9 β’ 1 NeuML/biomedbert-small 22.7M β’ Updated Apr 28 β’ 81 β’ 1 NeuML/celeberty-small 22.7M β’ Updated 3 days ago β’ 16 β’ 1 NeuML/sportsbert-small Updated 11 days ago β’ 23 β’ 2
Text to Speech (TTS) Text to Speech (TTS) models compatible with txtai's TextToSpeech pipeline. NeuML/kokoro-base-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 3 NeuML/kokoro-fp16-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 4 NeuML/kokoro-int8-onnx Text-to-Speech β’ Updated Mar 21, 2025 β’ 10 NeuML/ljspeech-jets-onnx Text-to-Speech β’ Updated Oct 10, 2024 β’ 2.81k β’ 24
Wikipedia Embeddings indexes and datasets for Wikipedia data. NeuML/wikipedia Updated Jan 11, 2024 β’ 33 β’ 6 NeuML/wikipedia-20260401 Viewer β’ Updated Apr 20 β’ 4.88M β’ 228 β’ 3 NeuML/txtai-wikipedia-slim Sentence Similarity β’ Updated Apr 20 β’ 21 β’ 5 NeuML/txtai-wikipedia Sentence Similarity β’ Updated Apr 20 β’ 172 β’ 81
Word Vectors Legacy word vectors (FastText, GloVe, Word2Vec) stored in the StaticVectors format NeuML/fasttext Sentence Similarity β’ 0.3B β’ Updated Jan 26, 2025 β’ 5.55k β’ 1 NeuML/fasttext-quantized Sentence Similarity β’ 10.1M β’ Updated Jan 26, 2025 β’ 33 β’ 2 NeuML/glove-6B Sentence Similarity β’ 0.1B β’ Updated Jan 26, 2025 β’ 428 β’ 3 NeuML/glove-6B-quantized Sentence Similarity β’ 4.08M β’ Updated Jan 26, 2025 β’ 9.8k β’ 3