# Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet

Model from Hugging Face for sentence similarity: Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet · 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/Arabic-mpnet-base-all-nli-triplet
- 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, 439.2 MB
- Full repo upstream: 439.2 MB
- Recommended file: 438 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet/download-plan)
- Per-file SHA-256: available for 11 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet/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: 578
- Stars: 10
- Card completeness: 96%

## Description

External Hugging Face catalog record for Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet. Task: sentence similarity. Library: sentence transformers. Languages: ar. Datasets referenced by card metadata: Omartificial-Intelligence-Space/Arabic-NLi-Triplet. Base model: tomaarsen/mpnet-base-all-nli-triplet. Includes 12 model-card evaluation signals. Popularity signal at import: 474 downloads and 10 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: tomaarsen/mpnet-base-all-nli-triplet
- 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/Arabic-mpnet-base-all-nli-triplet, SentenceTransformer based on tomaarsen/mpnet-base-all-nli-triplet
- Evaluation signals: 12 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- MTEB MIRACLRetrieval (ar): ndcg_at_1 = 1.934 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_3 = 2.461 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_5 = 2.907 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_10 = 3.581 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_20 = 4.041 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_100 = 5.669 (Retrieval)
- MTEB MIRACLRetrieval (ar): ndcg_at_1000 = 8.247 (Retrieval)
- MTEB MIRACLRetrieval (ar): map_at_1 = 1.298 (Retrieval)
- MTEB MIRACLRetrievalHardNegatives (ar): ndcg_at_1 = 3.2 (Retrieval)
- MTEB MIRACLRetrievalHardNegatives (ar): ndcg_at_3 = 4.223 (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 (320 KB)
- config.json (610 B)
- config_sentence_transformers.json (205 B)
- model.safetensors (418 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (964 B)
- tokenizer.json (694 KB)
- tokenizer_config.json (1.5 KB)
- vocab.txt (226 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 2026-08-29T13:59:16.204Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet, SentenceTransformer based on tomaarsen/mpnet-base-all-nli-triplet.
- 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-arabic-mpnet-base-all-nli-triplet
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- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-omartificial-intelligence-space-arabic-mpnet-base-all-nli-triplet/download-plan
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