# Nobris/lt-nobris-en

Model from Hugging Face for sentence similarity: Nobris/lt-nobris-en · 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/Nobris/lt-nobris-en
- Hosting: hosted (7 files)
- Files: 7 hosted of 10 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: 7 files, 438.7 MB
- Full repo upstream: 438.7 MB
- Recommended file: 438 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-nobris-lt-nobris-en/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/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: 95
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for Nobris/lt-nobris-en. Task: sentence similarity. Library: sentence transformers. Languages: en, zh, ru. Datasets referenced by card metadata: custom. Base model: dell-research-harvard/lt-wikidata-comp-en. Includes 6 model-card evaluation signals. Popularity signal at import: 95 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: dell-research-harvard/lt-wikidata-comp-en
- Task categories: sentence-similarity
- Languages: en, zh, ru
- Referenced datasets: custom
- Metrics: cosine_accuracy, cosine_f1, cosine_precision, cosine_recall, cosine_ap, cosine_mcc
- Paper ids: 2309.00789, 1908.10084, 1807.03748
- Model-index entries: lt-nobris-en
- Evaluation signals: 6 model-card eval results
- File hints: 10 upstream file samples

## Evaluation Signals

- nobris-val: Cosine Accuracy = 0.859 (Entity Resolution)
- nobris-val: Cosine F1 = 0.815 (Entity Resolution)
- nobris-val: Cosine Precision = 0.775 (Entity Resolution)
- nobris-val: Cosine Recall = 0.86 (Entity Resolution)
- nobris-val: Average Precision = 0.877 (Entity Resolution)
- nobris-val: Matthews Correlation Coefficient = 0.679 (Entity Resolution)

## Referenced Data

- Dataset: custom
- Paper: 2309.00789
- Paper: 1908.10084
- Paper: 1807.03748

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (321 B)
- README.md (13 KB)
- config.json (599 B)
- config_sentence_transformers.json (308 B)
- model.safetensors (418 MB) LFS
- modules.json (242 B)
- sentence_bert_config.json (60 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (619 B)

## 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 2026-09-24T03:55:36.881Z.
- Open license detected as mit.
- Model-index metadata found for lt-nobris-en.
- Model card references dataset context: custom.
- 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-nobris-lt-nobris-en
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nobris-lt-nobris-en
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nobris-lt-nobris-en&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nobris-lt-nobris-en/decentralized-fallbacks