# karmx/Llama-Karmx-Indic-Embedding-bge-m3

Model from Hugging Face for sentence similarity: karmx/Llama-Karmx-Indic-Embedding-bge-m3 · 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/karmx/Llama-Karmx-Indic-Embedding-bge-m3
- 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, 2.29 GB
- Full repo upstream: 4 GB
- Recommended file: 3.97 GB (3 files)
- Download: https://huggingbay.xyz/artifact/hf-model-karmx-llama-karmx-indic-embedding-bge-m3/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-karmx-llama-karmx-indic-embedding-bge-m3/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-karmx-llama-karmx-indic-embedding-bge-m3/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: 127
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for karmx/Llama-Karmx-Indic-Embedding-bge-m3. Task: sentence similarity. Library: sentence transformers. Languages: hi, bn, ta, te, mr, gu, kn, ml. Datasets referenced by card metadata: ai4bharat/Indic-Rag-Suite, miracl/miracl. Base model: BAAI/bge-m3. Includes 2 model-card evaluation signals. Popularity signal at import: 127 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: BAAI/bge-m3
- Task categories: sentence-similarity
- Languages: hi, bn, ta, te, mr, gu, kn, ml
- Referenced datasets: ai4bharat/Indic-Rag-Suite, miracl/miracl
- Metrics: ndcg
- Model-index entries: Llama-Karmx-Indic-Embedding-bge-m3
- Evaluation signals: 2 model-card eval results
- File hints: 15 upstream file samples

## Evaluation Signals

- IndicQARetrieval (10 Indic languages, macro average): nDCG@10 = 73.77 (Retrieval)
- Belebele retrieval (10 Indic languages, macro average): nDCG@10 = 89.85 (Retrieval)

## Referenced Data

- Dataset: ai4bharat/Indic-Rag-Suite
- Dataset: miracl/miracl

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (191 B)
- README.md (9.5 KB)
- config.json (687 B)
- config_sentence_transformers.json (123 B)
- model.safetensors (2.1 GB) LFS
- modules.json (349 B)
- notebooks/quickstart.ipynb (7.6 KB)
- onnx/model_fp16.onnx (1.1 GB) LFS
- onnx/model_quantized.onnx (543 MB) LFS
- sentence_bert_config.json (54 B)
- sentencepiece.bpe.model (4.8 MB) LFS

## 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 2026-09-27T09:26:25.449Z.
- Open license detected as mit.
- Model-index metadata found for Llama-Karmx-Indic-Embedding-bge-m3.
- Model card references dataset context: ai4bharat/Indic-Rag-Suite, miracl/miracl.
- 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-karmx-llama-karmx-indic-embedding-bge-m3
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- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-karmx-llama-karmx-indic-embedding-bge-m3/distribution
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- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-karmx-llama-karmx-indic-embedding-bge-m3/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-karmx-llama-karmx-indic-embedding-bge-m3&limit=100
- Request mirror: not applicable.
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