# corto-ai/nomic-embed-text-v1

Model from Hugging Face for sentence similarity: corto-ai/nomic-embed-text-v1 · 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/corto-ai/nomic-embed-text-v1
- Hosting: hosted (11 files)
- Files: 11 hosted of 17 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, 548 MB
- Full repo upstream: 1.78 GB
- Recommended file: 1.78 GB (4 files)
- Download: https://huggingbay.xyz/artifact/hf-model-corto-ai-nomic-embed-text-v1/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/download-plan)
- Per-file SHA-256: available for 11 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/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: 133220
- Stars: 3
- Card completeness: 96%

## Description

External Hugging Face catalog record for corto-ai/nomic-embed-text-v1. Task: sentence similarity. Library: sentence transformers. Languages: en. Includes 12 model-card evaluation signals. Popularity signal at import: 4,039 downloads and 3 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: en
- Paper ids: 2402.01613
- Model-index entries: epoch_0_model
- Evaluation signals: 12 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- MTEB AmazonCounterfactualClassification (en): accuracy = 76.8507462686567 (Classification)
- MTEB AmazonCounterfactualClassification (en): ap = 40.592189159090495 (Classification)
- MTEB AmazonCounterfactualClassification (en): f1 = 71.01634655512476 (Classification)
- MTEB AmazonPolarityClassification: accuracy = 91.51892500000001 (Classification)
- MTEB AmazonPolarityClassification: ap = 88.50346762975335 (Classification)
- MTEB AmazonPolarityClassification: f1 = 91.50342077459624 (Classification)
- MTEB AmazonReviewsClassification (en): accuracy = 47.364 (Classification)
- MTEB AmazonReviewsClassification (en): f1 = 46.72708080922794 (Classification)
- MTEB ArguAna: map_at_1 = 25.178 (Retrieval)
- MTEB ArguAna: map_at_10 = 40.244 (Retrieval)

## Referenced Data

- Paper: 2402.01613

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (270 B)
- README.md (67 KB)
- config.json (1.5 KB)
- config_sentence_transformers.json (128 B)
- configuration_hf_nomic_bert.py (1.9 KB)
- model.safetensors (522 MB) LFS
- modeling_hf_nomic_bert.py (51 KB)
- modules.json (349 B)
- onnx/model.onnx (522 MB) LFS
- onnx/model_quantized.onnx (132 MB) LFS
- pytorch_model.bin (522 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 2026-08-27T20:33:03.898Z.
- Open license detected as apache-2.0.
- Model-index metadata found for epoch_0_model.
- 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-corto-ai-nomic-embed-text-v1
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-corto-ai-nomic-embed-text-v1
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-corto-ai-nomic-embed-text-v1&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-corto-ai-nomic-embed-text-v1/decentralized-fallbacks