# silma-ai/silma-embedding-matryoshka-v0.1

Model from Hugging Face for sentence similarity: silma-ai/silma-embedding-matryoshka-v0.1 · 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/silma-ai/silma-embedding-matryoshka-v0.1
- 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, 542.6 MB
- Full repo upstream: 543.4 MB
- Recommended file: 540.8 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/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: 526
- Stars: 13
- Card completeness: 96%

## Description

External Hugging Face catalog record for silma-ai/silma-embedding-matryoshka-v0.1. Task: sentence similarity. Library: sentence transformers. Languages: ar, en. Base model: aubmindlab/bert-base-arabertv02. Includes 12 model-card evaluation signals. Popularity signal at import: 413 downloads and 13 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: aubmindlab/bert-base-arabertv02
- Task categories: sentence-similarity
- Languages: ar, en
- Metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot
- Paper ids: 1908.10084, 2205.13147, 1705.00652
- Model-index entries: silma-ai/silma-embeddding-matryoshka-v0.1
- Evaluation signals: 12 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- MTEB MassiveIntentClassification (ar): accuracy = 56.445864156018835 (Classification)
- MTEB MassiveIntentClassification (ar): f1 = 53.58282538318122 (Classification)
- MTEB MassiveIntentClassification (ar): f1_weighted = 56.821808211639315 (Classification)
- MTEB MassiveIntentClassification (ar): main_score = 56.445864156018835 (Classification)
- MTEB MassiveIntentClassification (en): accuracy = 47.40080699394754 (Classification)
- MTEB MassiveIntentClassification (en): f1 = 44.729286773524755 (Classification)
- MTEB MassiveIntentClassification (en): f1_weighted = 47.83506683571795 (Classification)
- MTEB MassiveIntentClassification (en): main_score = 47.40080699394754 (Classification)
- MTEB MassiveIntentClassification (ar): accuracy = 56.97983275946876 (Classification)
- MTEB MassiveIntentClassification (ar): f1 = 53.809263807080086 (Classification)

## Referenced Data

- Paper: 1908.10084
- Paper: 2205.13147
- Paper: 1705.00652

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (25 KB)
- config.json (699 B)
- config_sentence_transformers.json (195 B)
- model.safetensors (516 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (695 B)
- tokenizer.json (1.7 MB)
- tokenizer_config.json (2.0 KB)
- vocab.txt (743 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 2026-09-23T02:37:19.934Z.
- Open license detected as apache-2.0.
- Model-index metadata found for silma-ai/silma-embeddding-matryoshka-v0.1.
- 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-silma-ai-silma-embedding-matryoshka-v0-1
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-silma-ai-silma-embedding-matryoshka-v0-1
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-silma-ai-silma-embedding-matryoshka-v0-1&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-silma-ai-silma-embedding-matryoshka-v0-1/decentralized-fallbacks