# nahidstaq/bge-m3-bangla

Model from Hugging Face for sentence similarity: nahidstaq/bge-m3-bangla · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/nahidstaq/bge-m3-bangla
- Hosting: hosted (8 files)
- Files: 8 hosted of 11 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, 2.29 GB
- Full repo upstream: 2.29 GB
- Recommended file: 2.27 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-nahidstaq-bge-m3-bangla/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/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: 326
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for nahidstaq/bge-m3-bangla. Task: sentence similarity. Library: sentence transformers. Languages: bn, en. Datasets referenced by card metadata: custom. Base model: BAAI/bge-m3. Includes 3 model-card evaluation signals. Popularity signal at import: 326 downloads and 0 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: BAAI/bge-m3
- Task categories: sentence-similarity
- Languages: bn, en
- Referenced datasets: custom
- Model-index entries: bge-m3-bangla-cross-script
- Evaluation signals: 3 model-card eval results
- File hints: 11 upstream file samples

## Evaluation Signals

- bge-m3-bangla-cross-script: Cross-Script Cosine Similarity (avg) = 0.7875 (semantic-similarity)
- bge-m3-bangla-cross-script: Dev Triplet Accuracy = 0.9874 (semantic-similarity)
- bge-m3-bangla-cross-script: Retrieval Hit@1 = 1 (semantic-similarity)

## Referenced Data

- Dataset: custom

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (297 B)
- README.md (4.2 KB)
- config.json (664 B)
- config_sentence_transformers.json (205 B)
- model.safetensors (2.1 GB) LFS
- modules.json (349 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (964 B)
- tokenizer.json (16 MB) LFS
- tokenizer_config.json (1.2 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 2026-09-23T04:42:31.545Z.
- Open license detected as mit.
- Model-index metadata found for bge-m3-bangla-cross-script.
- Model card references dataset context: custom.
- 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-nahidstaq-bge-m3-bangla
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nahidstaq-bge-m3-bangla
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nahidstaq-bge-m3-bangla&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nahidstaq-bge-m3-bangla/decentralized-fallbacks