# ImranzamanML/German_Semantic_V3b_Optimised

Model from Hugging Face for sentence similarity: ImranzamanML/German_Semantic_V3b_Optimised · 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/ImranzamanML/German_Semantic_V3b_Optimised
- 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, 1.38 GB
- Full repo upstream: 1.38 GB
- Recommended file: 1.37 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-imranzamanml-german-semantic-v3b-optimised/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/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: 92
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for ImranzamanML/German_Semantic_V3b_Optimised. Task: sentence similarity. Library: sentence transformers. Languages: de. Base model: aari1995/gbert-large-2. Popularity signal at import: 92 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: aari1995/gbert-large-2
- Task categories: sentence-similarity
- Languages: de
- Metrics: spearman_cosine
- File hints: 12 upstream file samples

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (297 B)
- README.md (5.7 KB)
- config.json (1.1 KB)
- config_sentence_transformers.json (205 B)
- model.safetensors (1.3 GB) LFS
- modules.json (229 B)
- sentence_bert_config.json (54 B)
- special_tokens_map.json (695 B)
- tokenizer.json (712 KB)
- tokenizer_config.json (1.5 KB)
- vocab.txt (234 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 2026-09-24T05:35:44.665Z.
- Open license detected as apache-2.0.
- 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-imranzamanml-german-semantic-v3b-optimised
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-imranzamanml-german-semantic-v3b-optimised
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-imranzamanml-german-semantic-v3b-optimised&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-imranzamanml-german-semantic-v3b-optimised/decentralized-fallbacks