# gmunkhtur/paraphrase-multilingual-minilm-l12-v3-mn

Model from Hugging Face for sentence similarity: gmunkhtur/paraphrase-multilingual-minilm-l12-v3-mn · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: unknown
- Source: unknown
- Hosting: hosted (8 files)
- Files: 8 hosted of 12 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: 8 files, 474.5 MB
- Full repo upstream: 477.7 MB
- Recommended file: 470.6 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/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: 150334
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for gmunkhtur/paraphrase-multilingual-minilm-l12-v3-mn. Task: sentence similarity. Library: sentence transformers. Base model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2. Includes 2 model-card evaluation signals. Popularity signal at import: 150,334 downloads and 0 likes.

## Model Card Facts

- Declared license: unknown
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
- Task categories: sentence-similarity
- Metrics: pearson_cosine, spearman_cosine
- Paper ids: 1908.10084
- Model-index entries: SentenceTransformer based on sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
- Evaluation signals: 2 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- sts dev: Pearson Cosine = 0.5175384750107511 (Semantic Similarity)
- sts dev: Spearman Cosine = 0.48776566583188496 (Semantic Similarity)

## Referenced Data

- Paper: 1908.10084

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (18 KB)
- config.json (701 B)
- config_sentence_transformers.json (205 B)
- model.safetensors (449 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (964 B)
- tokenizer.json (3.7 MB)
- tokenizer_config.json (1.4 KB)
- unigram.json (3.0 MB)

## Quality Checklist

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

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-20T22:27:28.189Z.
- Upstream license: unknown. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model-index metadata found for SentenceTransformer based on sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2.
- 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-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-gmunkhtur-paraphrase-multilingual-minilm-l12-v3-mn/decentralized-fallbacks