# intfloat/multilingual-e5-large-instruct

Model from Hugging Face for feature extraction: intfloat/multilingual-e5-large-instruct · sentence transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- 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/intfloat/multilingual-e5-large-instruct
- Hosting: hosted (16 files)
- Files: 16 hosted of 19 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: 16 files, 1.16 GB
- Full repo upstream: unknown
- Recommended file: 1.12 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-intfloat-multilingual-e5-large-instruct/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/download-plan)
- Per-file SHA-256: available for 16 of 16 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/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: 1581367
- Stars: 651
- Card completeness: 93%

## Description

External Hugging Face catalog record for intfloat/multilingual-e5-large-instruct. Task: feature extraction. Library: sentence transformers. Languages: multilingual, af, am, ar, as, az, be, bg. Includes 12 model-card evaluation signals. Files we host have a published SHA-256.

## Model Card Facts

- Declared license: mit
- Pipeline: feature-extraction
- Library: sentence-transformers
- Task categories: feature-extraction
- Languages: multilingual, af, am, ar, as, az, be, bg
- Paper ids: 2402.05672, 2401.00368, 2104.08663, 2210.07316
- Model-index entries: multilingual-e5-large-instruct
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 76.23880597014924 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 39.07351965022687 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 70.04836733862683 (Classification)
- MTEB AmazonCounterfactualClassification (de): accuracy = 66.71306209850107 (Classification)
- MTEB AmazonCounterfactualClassification (de): ap = 79.01499914759529 (Classification)
- MTEB AmazonCounterfactualClassification (de): f1 = 64.81951817560703 (Classification)
- MTEB AmazonCounterfactualClassification (en-ext): accuracy = 73.85307346326837 (Classification)
- MTEB AmazonCounterfactualClassification (en-ext): ap = 22.447519885878737 (Classification)
- MTEB AmazonCounterfactualClassification (en-ext): f1 = 61.0162730745633 (Classification)
- MTEB AmazonCounterfactualClassification (ja): accuracy = 76.04925053533191 (Classification)

## Referenced Data

- Paper: 2402.05672
- Paper: 2401.00368
- Paper: 2104.08663
- Paper: 2210.07316

## File Hints

- .gitattributes
- 1_Pooling/config.json
- README.md
- config.json
- config_sentence_transformers.json
- model.safetensors
- modules.json
- onnx/config.json
- onnx/model.onnx
- onnx/model.onnx_data
- onnx/sentencepiece.bpe.model
- onnx/special_tokens_map.json

## 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 2026-07-01T22:42:30.276Z.
- Open license detected as mit.
- 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-intfloat-multilingual-e5-large-instruct
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-intfloat-multilingual-e5-large-instruct
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-intfloat-multilingual-e5-large-instruct&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-intfloat-multilingual-e5-large-instruct/decentralized-fallbacks