# NovusEdge/vera-deberta-v3-large

Model from Hugging Face for text classification: NovusEdge/vera-deberta-v3-large · transformers

## Facts

- Type: LLM
- Task: text-classification
- Framework: 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/NovusEdge/vera-deberta-v3-large
- Hosting: hosted (6 files)
- Files: 6 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: 6 files, 1.75 GB
- Full repo upstream: 1.75 GB
- Recommended file: 1.74 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-novusedge-vera-deberta-v3-large/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/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: 84
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for NovusEdge/vera-deberta-v3-large. Task: text classification. Library: transformers. Languages: en. Base model: com-kotobalabs/open-jev-deberta-v3-large. Includes 5 model-card evaluation signals. Popularity signal at import: 84 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: transformers
- Base model: com-kotobalabs/open-jev-deberta-v3-large
- Task categories: text-classification
- Languages: en
- Paper ids: 2506.00152
- Model-index entries: VERA
- Evaluation signals: 5 model-card eval results
- File hints: 10 upstream file samples

## Evaluation Signals

- Upworthy Research Archive (holdout split): Pairwise accuracy, every within-test pair = 0.689 (Headline pair ranking)
- Upworthy Research Archive (holdout split): Pairwise accuracy, pairs significant at p<0.05 = 0.843 (Headline pair ranking)
- Upworthy Research Archive (holdout split): Pairwise accuracy, no near-duplicate in training = 0.671 (Headline pair ranking)
- Upworthy Research Archive (holdout split): Picks the best variant (chance 0.249) = 0.477 (Headline pair ranking)
- Upworthy Research Archive (holdout split): Spearman, score vs click rate = 0.526 (Headline pair ranking)

## Referenced Data

- Paper: 2506.00152

## File Hints

- .gitattributes (1.5 KB)
- README.md (13 KB)
- added_tokens.json (80 B)
- calibrator.json (2.8 KB)
- config.json (956 B)
- model.safetensors (1.6 GB) LFS
- special_tokens_map.json (1.0 KB)
- spm.model (2.4 MB) LFS
- tokenizer.json (8.2 MB)
- tokenizer_config.json (1.9 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 2026-09-25T10:08:26.995Z.
- Open license detected as apache-2.0.
- Model-index metadata found for VERA.
- 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-novusedge-vera-deberta-v3-large
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-novusedge-vera-deberta-v3-large
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-novusedge-vera-deberta-v3-large&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-novusedge-vera-deberta-v3-large/decentralized-fallbacks