# Manav2op/verdict-small

Model from Hugging Face for feature extraction: Manav2op/verdict-small · sentence transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- 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/Manav2op/verdict-small
- Hosting: hosted (7 files)
- Files: 7 hosted of 13 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, 487.7 MB
- Full repo upstream: 841.1 MB
- Recommended file: 824 MB (3 files)
- Download: https://huggingbay.xyz/artifact/hf-model-manav2op-verdict-small/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/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: 234
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for Manav2op/verdict-small. Task: feature extraction. Library: sentence transformers. Languages: multilingual, en, hi, de, fr, es, ja, zh. Base model: intfloat/multilingual-e5-small. Includes 6 model-card evaluation signals. Popularity signal at import: 234 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: sentence-transformers
- Base model: intfloat/multilingual-e5-small
- Task categories: feature-extraction
- Languages: multilingual, en, hi, de, fr, es, ja, zh
- Model-index entries: verdict-small
- Evaluation signals: 6 model-card eval results
- File hints: 13 upstream file samples

## Evaluation Signals

- Banking77: accuracy (zero-shot) = 0.556 (intent classification (zero-shot)
- Banking77: accuracy (16 labels/class = 0.842 (intent classification (zero-shot)
- SST-5: accuracy = 0.403 (sentiment (score 1-5)
- ToxicChat: AUROC (zero-shot) = 0.892 (toxicity (check)
- ToxicChat: AUROC (16 labels/class) = 0.939 (toxicity (check)
- typed-decisions: accuracy (verdict-typed-small) = 0.689 (typed-decisions (Jev-labelled)

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (90 B)
- 2_Normalize/config.json (97 B)
- README.md (3.6 KB)
- config.json (756 B)
- config_sentence_transformers.json (278 B)
- model.safetensors (449 MB) LFS
- modules.json (413 B)
- onnx/model_fp16.onnx (224 MB) LFS
- onnx/model_quantized.onnx (113 MB) LFS
- sentence_bert_config.json (241 B)
- tokenizer.json (16 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 2026-09-25T09:44:50.275Z.
- Open license detected as apache-2.0.
- Model-index metadata found for verdict-small.
- 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-manav2op-verdict-small
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-manav2op-verdict-small
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-manav2op-verdict-small&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-manav2op-verdict-small/decentralized-fallbacks