Sentence Similarity
sentence-transformers
Safetensors
multilingual
bert
embeddings
feature-extraction
cross-lingual
semantic-search
retrieval
rag
multilingual-embeddings
384-dim
minilm
sakthai
house-of-sak
beer-sakthai
cpu-inference
edge
text-embeddings-inference
Eval Results (legacy)
Eval Results
Instructions to use Nanthasit/sakthai-embedding-multilingual with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Nanthasit/sakthai-embedding-multilingual with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Nanthasit/sakthai-embedding-multilingual") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Notebooks
- Google Colab
- Kaggle
Commit History
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docs: add verified cross-lingual smoke benchmark to model-index
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docs: add verified cross-lingual smoke benchmark to model-index
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docs: enrich model card with usage, training details, batch example
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Upload README.md with huggingface_hub
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docs: normalize front matter for multilingual embedding card
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cron eval metadata update 20260801T044610Z
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Add cron metadata eval result for sakthai-embedding-multilingual
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Add metadata eval cron-eval-sakthai-embedding-multilingual-20260731-220835.yaml
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ROUND-4 REFRESH: refresh metadata/tags + model-index + family table for embedding-multilingual (13,827 -> 13,530 bytes)
SakThai Cron67a2f84 -
feat(card): add model-index, Limitations, Deployment Options, Citation to multilingual embedding
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cron: re-eval snapshot for embedding-multilingual (#2, run 28)
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docs: round-3 refresh — live download counts, updated family table (627 dl, Vision 7B 1 like), refined velocity note
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Audit fix: family collection count 20 public models / 15 datasets / 4 Spaces (39 items, bench-v3 joined)
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health check report 2026-07-31
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rebuild malformed YAML (data preserved) - health check 2026-07-31
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health check: refresh velocity rank to 2/19 live 2026-07-31 (was 1/19 on 07-30)
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cron: add eval result #1 for sakthai-embedding-multilingual (metadata_cron)
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docs: enrich embedding card — verified eval results, real 470 MB size, base_model MiniLM-L12-H384, 19-model family table, deployment options, honest hosted-inference status
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Fix cross-link: replace dead sakthai-vision-demo Space (404) with sakthai-web-agent
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chore(eval): record inference API check results
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health-check: sakthai-embedding-multilingual (2026-07-30T22:39Z)
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health: daily eval 2026-07-30 (embedding-multilingual)
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health check: daily eval 2026-07-30 [automated]
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health check: daily eval 2026-07-30 [automated]
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health check: daily eval 2026-07-30 [automated]
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health check: daily eval 2026-07-30 [automated]
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health check: daily eval 2026-07-30 [automated]
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