# Nanthasit/sakthai-embedding-multilingual

Model from Hugging Face for sentence similarity: Nanthasit/sakthai-embedding-multilingual · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/Nanthasit/sakthai-embedding-multilingual
- Hosting: hosted (7 files)
- Files: 7 hosted of 19 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 7 files, 487.7 MB
- Full repo upstream: 487.8 MB
- Recommended file: 470.6 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-nanthasit-sakthai-embedding-multilingual/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 91
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for Nanthasit/sakthai-embedding-multilingual. Task: sentence similarity. Library: sentence transformers. Languages: multilingual. Datasets referenced by card metadata: Nanthasit/sakthai-combined-v6, Nanthasit/sakthai-combined-v7, Nanthasit/sakthai-kaggle-notebooks, Nanthasit/sakthai-irrelevance-supplement, Nanthasit/food-penguin-v1, Nanthasit/SimpleToolCalling. Base model: microsoft/Multilingual-MiniLM-L12-H384. Includes 3 model-card evaluation signals. Popularity signal at import: 91 downloads and 0 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: microsoft/Multilingual-MiniLM-L12-H384
- Task categories: sentence-similarity
- Languages: multilingual
- Referenced datasets: Nanthasit/sakthai-combined-v6, Nanthasit/sakthai-combined-v7, Nanthasit/sakthai-kaggle-notebooks, Nanthasit/sakthai-irrelevance-supplement, Nanthasit/food-penguin-v1, Nanthasit/SimpleToolCalling, Nanthasit/sakthai-bench-v1
- Model-index entries: SakThai Multilingual Embedding
- Evaluation signals: 3 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- SakThai cron eval 2026-07-31: Cosine similarity (self-check) = 0.92 (sentence-similarity)
- SakThai cross-lingual smoke 2026-08-01: Cross-lingual EN↔FR cosine = 0.9142 (sentence-similarity)
- Multilingual retrieval/STS pending: STS-Spearman (retrieval)

## Referenced Data

- Dataset: Nanthasit/sakthai-combined-v6
- Dataset: Nanthasit/sakthai-combined-v7
- Dataset: Nanthasit/sakthai-kaggle-notebooks
- Dataset: Nanthasit/sakthai-irrelevance-supplement
- Dataset: Nanthasit/food-penguin-v1
- Dataset: Nanthasit/SimpleToolCalling
- Dataset: Nanthasit/sakthai-bench-v1

## File Hints

- .eval_results/cron-eval-sakthai-embedding-multilingual-2026-07-31-1.yaml (5.3 KB)
- .eval_results/cron-eval-sakthai-embedding-multilingual-2026-07-31-2.yaml (4.4 KB)
- .eval_results/cron-eval-sakthai-embedding-multilingual-20260731-220835.yaml (686 B)
- .eval_results/cron-eval-sakthai-embedding-multilingual-20260801T030104Z.yaml (979 B)
- .eval_results/cron-eval-sakthai-embedding-multilingual-20260801T044610Z.yaml (1.3 KB)
- .eval_results/health-check-sakthai-embedding-multilingual-2026-07-30-4.yaml (2.3 KB)
- .eval_results/health-embedding-multilingual-2026-07-31.yaml (4.7 KB)
- .eval_results/inference-check-20260730_232754.yaml (411 B)
- .eval_results/inference-check-20260730_235323.yaml (919 B)
- .gitattributes (1.5 KB)
- 1_Pooling/config.json (90 B)
- README.md (15 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T06:58:35.498Z.
- Open license detected as mit.
- Model-index metadata found for SakThai Multilingual Embedding.
- Model card references dataset context: Nanthasit/sakthai-combined-v6, Nanthasit/sakthai-combined-v7, Nanthasit/sakthai-kaggle-notebooks, Nanthasit/sakthai-irrelevance-supplement.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-nanthasit-sakthai-embedding-multilingual
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nanthasit-sakthai-embedding-multilingual
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nanthasit-sakthai-embedding-multilingual&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nanthasit-sakthai-embedding-multilingual/decentralized-fallbacks