# LLukas22/paraphrase-multilingual-mpnet-base-v2-embedding-all

Model from Hugging Face for sentence similarity: LLukas22/paraphrase-multilingual-mpnet-base-v2-embedding-all · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/LLukas22/paraphrase-multilingual-mpnet-base-v2-embedding-all
- Hosting: hosted (8 files)
- Files: 8 hosted of 18 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, 1.13 GB
- Full repo upstream: 2.25 GB
- Recommended file: 2.22 GB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/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: 8
- Card completeness: 96%

## Description

External Hugging Face catalog record for LLukas22/paraphrase-multilingual-mpnet-base-v2-embedding-all. Task: sentence similarity. Library: sentence transformers. Languages: en, de. Datasets referenced by card metadata: squad, newsqa, LLukas22/cqadupstack, LLukas22/fiqa, LLukas22/scidocs, deepset/germanquad. Popularity signal at import: 91 downloads and 8 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: en, de
- Referenced datasets: squad, newsqa, LLukas22/cqadupstack, LLukas22/fiqa, LLukas22/scidocs, deepset/germanquad, LLukas22/nq
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: squad
- Dataset: newsqa
- Dataset: LLukas22/cqadupstack
- Dataset: LLukas22/fiqa
- Dataset: LLukas22/scidocs
- Dataset: deepset/germanquad
- Dataset: LLukas22/nq

## File Hints

- .gitattributes (1.5 KB)
- .gitignore (33 B)
- 1_Pooling/config.json (190 B)
- README.md (3.4 KB)
- config.json (779 B)
- config_sentence_transformers.json (135 B)
- lightning_logs/version_0/events.out.tfevents.1677190031.ki-jupyternotebook-8bdd (172 KB) LFS
- lightning_logs/version_0/hparams.yaml (3 B)
- lightning_logs/version_1/events.out.tfevents.1677230323.ki-jupyternotebook-8bdd (267 KB) LFS
- lightning_logs/version_1/hparams.yaml (3 B)
- model.safetensors (1.0 GB) LFS
- modules.json (229 B)

## 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 2026-09-24T06:26:22.151Z.
- Open license detected as apache-2.0.
- Model card references dataset context: squad, newsqa, LLukas22/cqadupstack, LLukas22/fiqa.
- 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-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-llukas22-paraphrase-multilingual-mpnet-base-v2-embedding-all/decentralized-fallbacks