# aloobun/indic-mxbai-L8-embed

Model from Hugging Face for sentence similarity: aloobun/indic-mxbai-L8-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/aloobun/indic-mxbai-L8-embed
- Hosting: hosted (8 files)
- Files: 8 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: 8 files, 535.1 MB
- Full repo upstream: 535.5 MB
- Recommended file: 534.4 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-aloobun-indic-mxbai-l8-embed/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-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: 100
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for aloobun/indic-mxbai-L8-embed. Task: sentence similarity. Library: sentence transformers. Languages: bn, gu, hi, kn, ml, mr, ta, te. Datasets referenced by card metadata: aloobun/indic-parallel-sentences-talks. Base model: aloobun/d-mxbai-L8-embed. Includes 12 model-card evaluation signals. Popularity signal at import: 100 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: aloobun/d-mxbai-L8-embed
- Task categories: sentence-similarity
- Languages: bn, gu, hi, kn, ml, mr, ta, te
- Referenced datasets: aloobun/indic-parallel-sentences-talks
- Metrics: negative_mse, src2trg_accuracy, trg2src_accuracy, mean_accuracy, pearson_cosine, spearman_cosine
- Paper ids: 1908.10084, 2004.09813
- Model-index entries: SentenceTransformer based on aloobun/d-mxbai-L8-embed
- Evaluation signals: 12 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- en mr: Negative Mse = -14.405468106269836 (Knowledge Distillation)
- en mr: Src2Trg Accuracy = 0.324 (Translation)
- en mr: Trg2Src Accuracy = 0.174 (Translation)
- en mr: Mean Accuracy = 0.249 (Translation)
- sts17 en mr test: Pearson Cosine = 0.21811289256702704 (Semantic Similarity)
- sts17 en mr test: Spearman Cosine = 0.22533360893418355 (Semantic Similarity)
- en hi: Negative Mse = -14.047445356845856 (Knowledge Distillation)
- en hi: Src2Trg Accuracy = 0.465 (Translation)
- en hi: Trg2Src Accuracy = 0.244 (Translation)
- en hi: Mean Accuracy = 0.35450000000000004 (Translation)

## Referenced Data

- Dataset: aloobun/indic-parallel-sentences-talks
- Paper: 1908.10084
- Paper: 2004.09813

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (297 B)
- README.md (84 KB)
- config.json (666 B)
- config_sentence_transformers.json (294 B)
- model.safetensors (510 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (695 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (1.4 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 2026-09-24T01:09:17.478Z.
- Open license detected as apache-2.0.
- Model-index metadata found for SentenceTransformer based on aloobun/d-mxbai-L8-embed.
- Model card references dataset context: aloobun/indic-parallel-sentences-talks.
- 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-aloobun-indic-mxbai-l8-embed
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-aloobun-indic-mxbai-l8-embed
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-aloobun-indic-mxbai-l8-embed&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-aloobun-indic-mxbai-l8-embed/decentralized-fallbacks