# Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka

Model from Hugging Face for sentence similarity: Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka · 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/Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka
- Hosting: hosted (11 files)
- Files: 11 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: 11 files, 655.2 MB
- Full repo upstream: 655.2 MB
- Recommended file: 651.4 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-omartificial-intelligence-space-marbert-all-nli-triplet-matryoshka/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-marbert-all-nli-triplet-matryoshka/download-plan)
- Per-file SHA-256: available for 11 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-marbert-all-nli-triplet-matryoshka/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: 1402
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka. Task: sentence similarity. Library: sentence transformers. Languages: ar. Datasets referenced by card metadata: Omartificial-Intelligence-Space/Arabic-NLi-Triplet. Base model: UBC-NLP/MARBERTv2. Includes 12 model-card evaluation signals. Popularity signal at import: 745 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: UBC-NLP/MARBERTv2
- Task categories: sentence-similarity
- Languages: ar
- Referenced datasets: Omartificial-Intelligence-Space/Arabic-NLi-Triplet
- 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, 2407.21139
- Model-index entries: Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka, SentenceTransformer based on UBC-NLP/MARBERTv2
- Evaluation signals: 12 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- MTEB MintakaRetrieval (ar): main_score = 16.058 (Retrieval)
- MTEB MintakaRetrieval (ar): map_at_1 = 8.398 (Retrieval)
- MTEB MintakaRetrieval (ar): map_at_3 = 11.681 (Retrieval)
- MTEB MintakaRetrieval (ar): map_at_5 = 12.616 (Retrieval)
- MTEB MintakaRetrieval (ar): map_at_10 = 13.281 (Retrieval)
- MTEB MintakaRetrieval (ar): ndcg_at_1 = 8.398 (Retrieval)
- MTEB MintakaRetrieval (ar): ndcg_at_3 = 12.75 (Retrieval)
- MTEB MintakaRetrieval (ar): ndcg_at_5 = 14.453 (Retrieval)
- MTEB MIRACLRetrievalHardNegatives (ar): main_score = 15.853 (Retrieval)
- MTEB MIRACLRetrievalHardNegatives (ar): map_at_1 = 5.867 (Retrieval)

## Referenced Data

- Dataset: Omartificial-Intelligence-Space/Arabic-NLi-Triplet
- Paper: 1908.10084
- Paper: 2205.13147
- Paper: 1705.00652
- Paper: 2407.21139

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (46 KB)
- config.json (850 B)
- config_sentence_transformers.json (205 B)
- model.safetensors (621 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (125 B)
- tokenizer.json (2.6 MB)
- tokenizer_config.json (1.2 KB)
- vocab.txt (1.0 MB)

## 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 2026-08-29T05:39:23.957Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Omartificial-Intelligence-Space/Marbert-all-nli-triplet-Matryoshka, SentenceTransformer based on UBC-NLP/MARBERTv2.
- Model card references dataset context: Omartificial-Intelligence-Space/Arabic-NLi-Triplet.
- 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-omartificial-intelligence-space-marbert-all-nli-triplet-matryoshka
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