# Linq-AI-Research/Linq-Embed-Mistral

Model from Hugging Face for feature extraction: Linq-AI-Research/Linq-Embed-Mistral · sentence transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: sentence-transformers
- License: cc-by-nc-4.0 — cc-by-nc-4.0: commercial use is not permitted; non-commercial use and adaptations require attribution. (https://spdx.org/licenses/CC-by-nc-4.0.html)
- Source: https://huggingface.co/Linq-AI-Research/Linq-Embed-Mistral
- Hosting: hosted (11 files)
- Files: 11 hosted of 16 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, 14.2 GB
- Full repo upstream: 14.2 GB
- Recommended file: 14.2 GB (3 files)
- Download: https://huggingbay.xyz/artifact/hf-model-linq-ai-research-linq-embed-mistral/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/download-plan)
- Per-file SHA-256: available for 11 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/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: 12541
- Stars: 142
- Card completeness: 96%

## Description

External Hugging Face catalog record for Linq-AI-Research/Linq-Embed-Mistral. Task: feature extraction. Library: sentence transformers. Languages: en. Includes 12 model-card evaluation signals. Popularity signal at import: 12,541 downloads and 142 likes.

## Model Card Facts

- Declared license: cc-by-nc-4.0
- Pipeline: feature-extraction
- Library: sentence-transformers
- Task categories: feature-extraction
- Languages: en
- Paper ids: 2210.07316, 2310.06825, 2401.00368, 2104.08663
- Model-index entries: Linq-Embed-Mistral
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 84.43283582089552 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 50.39222584035829 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 78.47906270064071 (Classification)
- MTEB AmazonPolarityClassification: accuracy = 95.70445 (Classification)
- MTEB AmazonPolarityClassification: ap = 94.28273900595173 (Classification)
- MTEB AmazonPolarityClassification: f1 = 95.70048412173735 (Classification)
- MTEB AmazonReviewsClassification (en): accuracy = 57.644000000000005 (Classification)
- MTEB AmazonReviewsClassification (en): f1 = 56.993648296704876 (Classification)
- MTEB ArguAna: map_at_1 = 45.804 (Retrieval)
- MTEB ArguAna: map_at_10 = 61.742 (Retrieval)

## Referenced Data

- Paper: 2210.07316
- Paper: 2310.06825
- Paper: 2401.00368
- Paper: 2104.08663

## File Hints

- .gitattributes (1.7 KB)
- 1_Pooling/config.json (297 B)
- LinqAIResearch2024_Linq-Embed-Mistral.pdf (7.6 MB) LFS
- README.md (52 KB)
- config.json (663 B)
- config_sentence_transformers.json (205 B)
- model-00001-of-00003.safetensors (4.6 GB) LFS
- model-00002-of-00003.safetensors (4.7 GB) LFS
- model-00003-of-00003.safetensors (4.0 GB) LFS
- model.safetensors.index.json (22 KB)
- modules.json (229 B)
- sentence_bert_config.json (55 B)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: review
- 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 2026-09-21T09:54:14.967Z.
- Upstream license: cc-by-nc-4.0. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model-index metadata found for Linq-Embed-Mistral.
- 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-linq-ai-research-linq-embed-mistral
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-linq-ai-research-linq-embed-mistral
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-linq-ai-research-linq-embed-mistral&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-linq-ai-research-linq-embed-mistral/decentralized-fallbacks