# ytu-ce-cosmos/modernbert-tr-embed

Model from Hugging Face for sentence similarity: ytu-ce-cosmos/modernbert-tr-embed · 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/ytu-ce-cosmos/modernbert-tr-embed
- Hosting: hosted (8 files)
- Files: 8 hosted of 15 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, 596.2 MB
- Full repo upstream: 1.64 GB
- Recommended file: 1.64 GB (4 files)
- Download: https://huggingbay.xyz/artifact/hf-model-ytu-ce-cosmos-modernbert-tr-embed/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/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: 1112
- Stars: 5
- Card completeness: 96%

## Description

External Hugging Face catalog record for ytu-ce-cosmos/modernbert-tr-embed. Task: sentence similarity. Library: sentence transformers. Languages: tr. Base model: ytu-ce-cosmos/modernbert-tr-base. Includes 12 model-card evaluation signals. Popularity signal at import: 1,112 downloads and 5 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: ytu-ce-cosmos/modernbert-tr-base
- Task categories: sentence-similarity
- Languages: tr
- Paper ids: 2412.19048, 1807.03748, 2004.11362
- Model-index entries: modernbert-tr-embed
- Evaluation signals: 12 model-card eval results
- File hints: 15 upstream file samples

## Evaluation Signals

- MTEB ArguAnaTR: ndcg_at_10 = 50.01 (ArguAnaTR)
- MTEB CQADupstackGamingRetrievalTR: ndcg_at_10 = 56.37 (CQADupstackGamingRetrievalTR)
- MTEB FiQA2018TR: ndcg_at_10 = 46.2 (FiQA2018TR)
- MTEB MSMarcoTRRetrieval: ndcg_at_10 = 57.87 (MSMarcoTRRetrieval)
- MTEB MnliTr: max_ap = 65.92 (MnliTr)
- MTEB NFCorpusTR: ndcg_at_10 = 9.47 (NFCorpusTR)
- MTEB QuoraRetrievalTR: ndcg_at_10 = 95.18 (QuoraRetrievalTR)
- MTEB SCIDOCSTR: ndcg_at_10 = 3.37 (SCIDOCSTR)
- MTEB STSbTR: cosine_spearman = 77.62 (STSbTR)
- MTEB SciFactTR: ndcg_at_10 = 77.06 (SciFactTR)

## Referenced Data

- Paper: 2412.19048
- Paper: 1807.03748
- Paper: 2004.11362

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (135 B)
- README.md (11 KB)
- assets/logo.webp (41 KB)
- config.json (1.2 KB)
- config_sentence_transformers.json (267 B)
- model.safetensors (567 MB) LFS
- modules.json (290 B)
- onnx/model.onnx (568 MB) LFS
- onnx/model_fp16.onnx (284 MB) LFS
- onnx/model_quantized.onnx (143 MB) LFS
- sentence_bert_config.json (49 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 2026-09-22T17:35:59.398Z.
- Open license detected as apache-2.0.
- Model-index metadata found for modernbert-tr-embed.
- 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-ytu-ce-cosmos-modernbert-tr-embed
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ytu-ce-cosmos-modernbert-tr-embed
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ytu-ce-cosmos-modernbert-tr-embed&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ytu-ce-cosmos-modernbert-tr-embed/decentralized-fallbacks