alt.freeweights.* · 29 sections · 8900 models listed (2868 shown under their base as variants) · collection

Embeddings and rerankers

Models that turn text or images into vectors, and models that rank search results.

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alt.freeweights.*6279 qwen655 deepseek82 kimi34 glm182 minimax29 mimo11 gemma376 gpt-oss9 olmo575 nemotron109 phi66 mistral118 granite162 smollm49 minicpm106 llama254 lfm74 text1134 speech186 embed219 vision1225 image199 video73 music16 ocr1 datasets11 tools247 abliterated77 allternit

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Runs on a 256 GB Mac3692 Small enough for a laptop2556 Embeddings and rerankers290 Speech276 GGUF for llama.cpp and Ollama694 Open datasets11 Runs on a phone450 Runs on a laptop864 Needs a workstation455 Runs in the browser338

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Sectionembed219qwen18gemma13granite12speech9text8

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vision4lfm3minicpm3olmo1

Tasksentence similarity139feature extraction113text ranking27text classification5fill mask4image feature extraction2

License classPermissive239License not reviewed (link only)23Non-commercial (link only)14Gated (link only)11Custom terms3

Formatsafetensors275onnx123openvino62gguf9coreml3mlx2

SizeUnder 4 GB1844 to 40 GB10540 to 200 GB1

ListingHosted (signed)242From the publisher · License not reviewed23From the publisher · Non-commercial14From the publisher · Gated11

Bytes fromFrom source242From the publisher48

TermsNo extra terms239Requires accepting terms51

ParametersUnder 1B2151B to 3B223B to 6B106B to 9B289B to 12B124B to 32B1

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Not stated13

Librarysafetensors277sentence-transformers222transformers182ONNX123PyTorch121OpenVINO62

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Transformers.js36JAX19MLX14GGUF9open_clip5Core ML3PEFT1

LanguageEnglish160Chinese47German46Spanish46French46Multilingual45

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Japanese42Portuguese42Italian41Arabic39Korean39Dutch36Russian36Swedish35Czech33Hindi32Polish32Turkish32Vietnamese32Bulgarian31Catalan31Danish31Greek31Estonian31Persian31Finnish31Hebrew31Croatian31Hungarian31Indonesian31Lithuanian31Latvian31Marathi31Malay31Romanian31Slovak31Slovenian31Thai31Ukrainian31Georgian30Albanian30Serbian30Galician29Gujarati29Armenian29Macedonian29Mongolian29Burmese29Urdu29Azerbaijani27Bangla27Swahili27Telugu27Filipino27Icelandic26Kazakh26Afrikaans25Belarusian25Welsh25Javanese25Khmer25Kannada25Malayalam25Norwegian25Punjabi25Tamil25Basque24Nepali24Kyrgyz23Lao23Sinhala22Uzbek22Somali21Bosnian20Irish20Kurdish19Latin19Malagasy19Amharic18Xhosa18Breton17Esperanto17Sundanese17Hausa16Assamese15Western Frisian15Scottish Gaelic15Odia15Pashto15Sindhi15Uyghur15Yiddish15Oromo14Yoruba14Haitian Creole13Sanskrit13Norwegian Bokmål9Quechua7Tajik7Igbo5Norwegian Nynorsk5Occitan5Tatar5Zulu5Luxembourgish4Volapük4Wolof4Bashkir3Chechen3Guarani3Ganda3Lingala3Māori3Nyanja3Shona3Tswana3Aragonese2Corsican2Chuvash2Fula2Ido2Limburgish2Maltese2Romansh2Sardinian2Samoan2Swati2Southern Sotho2Tibetan1Divehi1Manx1Kinyarwanda1Turkmen1

Appsllama.cpp9LM Studio9Ollama9

On devicePhone106Laptop146Workstation3In the browser88

Enginewebgpu133llama.cpp21mlx15

all 6279 Runs on a 256 GB Mac 3692 Small enough for a laptop 2556 Embeddings and rerankers 290 Speech 276 GGUF for llama.cpp and Ollama 694 Open datasets 11 Runs on a phone 450 Runs on a laptop 864 Needs a workstation 455 Runs in the browser 338 qwen 655 deepseek 82 kimi 34 glm 182 minimax 29 mimo 11 gemma 376 gpt-oss 9 olmo 575 nemotron 109 phi 66 mistral 118 granite 162 smollm 49 minicpm 106 llama 254 lfm 74 text 1134 speech 186 embed 219 vision 1225 image 199 video 73 music 16 ocr 1 datasets 11 tools 247 abliterated 77

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290 models

SubjectSizeParamsLicenseDate

canine-sHosted (signed) From: google in alt.freeweights.vision1.06 GB132MPermissive2026-11-14 stsb-roberta-base-v2Hosted (signed) From: sentence-transformers in alt.freeweights.embed5.35 GB125MPermissive2026-11-15 mxbai-rerank-large-v2Hosted (signed) From: mixedbread-ai in alt.freeweights.embed3.10 GB1.5BPermissive2026-11-14 all-MiniLM-L6-v1Hosted (signed) From: sentence-transformers in alt.freeweights.embed795 MB23MPermissive2026-11-15 paraphrase-distilroberta-base-v2Hosted (signed) From: sentence-transformers in alt.freeweights.embed3.52 GB82MPermissive2026-11-15

bge-code-v1Hosted (signed) From: BAAI in alt.freeweights.embed6.19 GB1.5BPermissive2026-11-14 stsb-mpnet-base-v2Hosted (signed) From: sentence-transformers in alt.freeweights.embed3.82 GB109MPermissive2026-11-15

bge-base-zhHosted (signed) From: BAAI in alt.freeweights.embed819 MB102MPermissive2026-11-14 use-cmlm-multilingualHosted (signed) From: sentence-transformers in alt.freeweights.embed5.68 GB472MPermissive2026-11-15 msmarco-roberta-base-ance-firstpHosted (signed) From: sentence-transformers in alt.freeweights.embed4.86 GB125MPermissive2026-11-15

BiomedVLP-BioViL-THosted (signed) From: microsoft in alt.freeweights.embed992 MB110MPermissive2026-11-15

embeddinggemma-300m-qat-q8_0-unquantizedFrom the publisher From: google in alt.freeweights.gemma1.27 GB303MGated2026-11-15 gtr-t5-xlHosted (signed) From: sentence-transformers in alt.freeweights.embed4.97 GB1.2BPermissive2026-11-15 nomic-bert-2048Hosted (signed) From: nomic-ai in alt.freeweights.embed1.10 GB137MPermissive2026-11-14

VibeVoice-AcousticTokenizerHosted (signed) From: microsoft in alt.freeweights.embed1.37 GB687MPermissive2026-11-15 msmarco-MiniLM-L12-v3Hosted (signed) From: sentence-transformers in alt.freeweights.embed1.44 GB33MPermissive2026-11-15 e5-small-unsupervisedHosted (signed) From: intfloat in alt.freeweights.embed268 MB33MPermissive2026-11-14 bert-base-nli-stsb-mean-tokensHosted (signed) From: sentence-transformers in alt.freeweights.embed4.70 GB109MPermissive2026-11-15 all-mpnet-base-v1Hosted (signed) From: sentence-transformers in alt.freeweights.embed3.82 GB109MPermissive2026-11-15 bert-large-nli-mean-tokensHosted (signed) From: sentence-transformers in alt.freeweights.embed14.4 GB335MPermissive2026-11-15 bert-base-nli-max-tokensHosted (signed) From: sentence-transformers in alt.freeweights.embed4.70 GB109MPermissive2026-11-15

Emu3-VisionTokenizerHosted (signed) From: BAAI in alt.freeweights.embed1.08 GB271MPermissive2026-11-14

bge-en-iclHosted (signed) From: BAAI in alt.freeweights.embed28.4 GB7.1BPermissive2026-11-14 msmarco-distilbert-base-v3Hosted (signed) From: sentence-transformers in alt.freeweights.embed2.59 GB66MPermissive2026-11-15 msmarco-distilroberta-base-v2Hosted (signed) From: sentence-transformers in alt.freeweights.embed3.52 GB82MPermissive2026-11-15 sentence-t5-xxlHosted (signed) From: sentence-transformers in alt.freeweights.embed19.5 GB4.9BPermissive2026-11-15 msmarco-distilbert-base-dot-prod-v3Hosted (signed) From: sentence-transformers in alt.freeweights.embed2.60 GB66MPermissive2026-11-15 facebook-dpr-ctx_encoder-multiset-baseHosted (signed) From: sentence-transformers in alt.freeweights.embed4.26 GB109MPermissive2026-11-15

bge-m3-unsupervisedHosted (signed) From: BAAI in alt.freeweights.embed4.57 GB568MPermissive2026-11-14 clap2-large-audioxl-s1BHosted (signed) From: laion in alt.freeweights.speech2.73 GB340MPermissive2026-11-14

bitnet-embedding-0.6bHosted (signed) From: microsoft in alt.freeweights.text428 MB—Permissive2026-11-15

bitnet-embedding-270mHosted (signed) From: microsoft in alt.freeweights.text368 MB—Permissive2026-11-15

embeddinggemma-300m-qat-q4_0-unquantizedFrom the publisher From: google in alt.freeweights.gemma1.27 GB303MGated2026-11-15 UEmbed-2BHosted (signed) From: Alibaba-NLP in alt.freeweights.embed5.22 GB2.2BPermissive2026-11-14 SciCore-OmicsHosted (signed) From: openbmb in alt.freeweights.minicpm16.4 GB8.2BPermissive2026-11-15 clap2-xs-audioxl-s1BHosted (signed) From: laion in alt.freeweights.speech391 MB48MPermissive2026-11-14

LLARA-pretrainHosted (signed) From: BAAI in alt.freeweights.embed27.0 GB6.7BPermissive2026-11-15

LLARA-beirHosted (signed) From: BAAI in alt.freeweights.embed27.0 GB6.7BPermissive2026-11-15

LLARA-documentHosted (signed) From: BAAI in alt.freeweights.embed27.0 GB6.7BPermissive2026-11-15

LLARA-passageHosted (signed) From: BAAI in alt.freeweights.embed27.0 GB6.7BPermissive2026-11-15 core-reranker-2bHosted (signed) From: Alibaba-NLP in alt.freeweights.embed4.27 GB2.1BPermissive2026-11-15 core-reranker-8bHosted (signed) From: Alibaba-NLP in alt.freeweights.embed17.6 GB8.8BPermissive2026-11-15 e5-base-arctic-finetuneFrom the publisher From: Snowflake in alt.freeweights.embed220 MB109MNon-commercial2026-11-14 voiceclap-smallHosted (signed) From: laion in alt.freeweights.speech453 MB113MPermissive2026-11-14 static-similarity-mrl-multilingual-v1Hosted (signed) From: sentence-transformers in alt.freeweights.embed2.50 GB—Permissive2026-11-15 static-retrieval-mrl-en-v1Hosted (signed) From: sentence-transformers in alt.freeweights.embed721 MB—Permissive2026-11-15 gte-reranker-modernbert-baseHosted (signed) From: Alibaba-NLP in alt.freeweights.embed2.54 GB150MPermissive2026-11-14 jina-reranker-v3From the publisher From: jinaai in alt.freeweights.embed1.21 GB597MNon-commercial2026-11-14 nomic-embed-text-v2-moeFrom the publisher From: nomic-ai in alt.freeweights.embed1.92 GB475MNot reviewed2026-11-15

Qwen3-VL-Embedding-8BHosted (signed) From: Qwen in alt.freeweights.qwen16.3 GB8.1BPermissive2026-11-15 nomic-embed-codeHosted (signed) From: nomic-ai in alt.freeweights.embed28.3 GB7.1BPermissive2026-11-14 jina-reranker-v3.5From the publisher From: jinaai in alt.freeweights.embed1.21 GB597MNon-commercial2026-11-14 granite-speech-4.1-2b-narHosted (signed) From: ibm-granite in alt.freeweights.granite4.52 GB2.3BPermissive2026-11-14 gte-modernbert-baseHosted (signed) From: Alibaba-NLP in alt.freeweights.embed2.53 GB149MPermissive2026-11-14 modernbert-embed-baseHosted (signed) From: nomic-ai in alt.freeweights.embed2.53 GB149MPermissive2026-11-14

Qwen3-VL-Reranker-2BHosted (signed) From: Qwen in alt.freeweights.qwen4.27 GB2.1BPermissive2026-11-15 jina-embeddings-v5-text-nanoFrom the publisher From: jinaai in alt.freeweights.embed495 MB212MNon-commercial2026-11-14

Qwen3-Reranker-8BHosted (signed) From: Qwen in alt.freeweights.qwen16.4 GB8.2BPermissive2026-11-15 jina-embeddings-v5-text-smallFrom the publisher From: jinaai in alt.freeweights.embed1.37 GB596MNon-commercial2026-11-14 CodeRankEmbedHosted (signed) From: nomic-ai in alt.freeweights.text548 MB137MPermissive2026-11-15 jina-reranker-m0From the publisher From: jinaai in alt.freeweights.embed4.91 GB2.4BNon-commercial2026-11-14 jina-code-embeddings-0.5bFrom the publisher From: jinaai in alt.freeweights.embed993 MB494MNon-commercial2026-11-14 jina-embeddings-v5-omni-small-retrievalFrom the publisher From: jinaai in alt.freeweights.embed3.13 GB1.6BNon-commercial2026-11-14 LFM2.5-Embedding-350MHosted (signed) From: LiquidAI in alt.freeweights.lfm714 MB354MCustom terms2026-11-15 granite-embedding-reranker-english-r2Hosted (signed) From: ibm-granite in alt.freeweights.granite602 MB150MPermissive2026-11-15

Qwen3-VL-Reranker-8BHosted (signed) From: Qwen in alt.freeweights.qwen17.6 GB8.8BPermissive2026-11-15 gme-Qwen2-VL-2B-InstructHosted (signed) From: Alibaba-NLP in alt.freeweights.embed8.85 GB2.2BPermissive2026-11-14

Qwen3Guard-Stream-0.6BHosted (signed) From: Qwen in alt.freeweights.qwen1.21 GB597MPermissive2026-11-15

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From: mixedbread-ai <huggingface.co/mixedbread-ai>Newsgroups: alt.freeweights.embedSubject: mxbai-rerank-base-v2Date: 2026-11-14Commit: 3ea9d4dSigned: 2DC28CC7B26A283B ✓

Text ranking model with 494M parameters. Safetensors weights, 1.00 GB in all. Published by mixedbread-ai under Apache-2.0.

494M params1.00GBmxbai-rerank-base-v2safetensorspermissive

FactsParams494MSize1.00 GBFormatssafetensorsTasktext rankingLicenseApache-2.0From sourcepermissive

$ fw get mixedbread-ai/mxbai-rerank-base-v2
# manifest sha256 a1c9fcaa4a68… · 1.00 GB · 17 files
$ fw verify ./mxbai-rerank-base-v2 mixedbread-ai/mxbai-rerank-base-v2

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Goal 1: 45 USD, 3 months x 15 USD; or a verified free VM0% fundedREADME: operating statementAllternit, the open source alternative