# DreamBlooms/kev-4b-GGUF

Model from Hugging Face for text classification: DreamBlooms/kev-4b-GGUF · llama.cpp

## Facts

- Type: LLM
- Task: text-classification
- Framework: llama.cpp
- 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/DreamBlooms/kev-4b-GGUF
- Hosting: unknown (no download location recorded)
- Files: 5 listed, none hosted here
- 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: availability unknown
- Full repo upstream: 4.49 GB
- Recommended file: 4.48 GB (Q8_0) · kev-4b-q8_0.gguf
- Parameters: 4B
- Download: none recorded
- Per-file SHA-256: not available (no files hosted on Hugging Bay)
- 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: 92
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for DreamBlooms/kev-4b-GGUF. Task: text classification. Library: llama.cpp. Languages: en. Datasets referenced by card metadata: legacy-datasets/banking77, google/boolq, fancyzhx/ag_news, nyu-mll/multi_nli, SetFit/sst5, Yelp/yelp_review_full. Base model: jaredpalmer/kev-4b. Includes 6 model-card evaluation signals. Popularity signal at import: 92 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: llama.cpp
- Base model: jaredpalmer/kev-4b
- Task categories: text-classification
- Languages: en
- Referenced datasets: legacy-datasets/banking77, google/boolq, fancyzhx/ag_news, nyu-mll/multi_nli, SetFit/sst5, Yelp/yelp_review_full, CogComp/trec, fancyzhx/dbpedia_14
- Metrics: accuracy, brier_score, expected_calibration_error
- Model-index entries: Kev-4B
- Evaluation signals: 6 model-card eval results
- File hints: 5 upstream file samples

## Evaluation Signals

- decision-v7 development (1,204 records; ten trained public sources + programmatic policy data): accuracy = 0.872 (typed decision (choice / noul / score))
- decision-v7 development (1,204 records; ten trained public sources + programmatic policy data): ECE, raw probabilities = 0.075 (typed decision (choice / noul / score))
- transfer-v4 development (764 records; six never-trained sources + held-out policy structures): accuracy = 0.797 (typed decision)
- transfer-v4 development (764 records; six never-trained sources + held-out policy structures): brier_score = 0.299 (typed decision)
- transfer-v4 test (read once): accuracy = 0.837 (typed decision)
- transfer-v4 test (read once): brier_score = 0.255 (typed decision)

## Referenced Data

- Dataset: legacy-datasets/banking77
- Dataset: google/boolq
- Dataset: fancyzhx/ag_news
- Dataset: nyu-mll/multi_nli
- Dataset: SetFit/sst5
- Dataset: Yelp/yelp_review_full
- Dataset: CogComp/trec
- Dataset: fancyzhx/dbpedia_14
- Dataset: SetFit/amazon_reviews_multi_en
- Dataset: stanfordnlp/imdb

## File Hints

- .gitattributes (1.6 KB)
- README.md (13 KB)
- kev-4b-q8_0.gguf (4.2 GB) LFS
- kev-head.f32 (5.0 MB) LFS
- kev.json (101 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 2026-09-24T11:32:46.045Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Kev-4B.
- Model card references dataset context: legacy-datasets/banking77, google/boolq, fancyzhx/ag_news, nyu-mll/multi_nli.
- Not locally hosted, mirrored, signed, or rescanned by Hugging Bay.
- 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-dreamblooms-kev-4b-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-dreamblooms-kev-4b-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-dreamblooms-kev-4b-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-dreamblooms-kev-4b-gguf/distribution
- Manifest: not available until files are hosted and release checks pass.
- Request mirror: POST https://huggingbay.xyz/api/artifacts/hf-model-dreamblooms-kev-4b-gguf/mirror-request
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-dreamblooms-kev-4b-gguf/decentralized-fallbacks