# QuantFactory/HelpingAI-Lite-GGUF

Model from Hugging Face for llm: QuantFactory/HelpingAI-Lite-GGUF · transformers

## Facts

- Type: LLM
- Task: general
- Framework: transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/QuantFactory/HelpingAI-Lite-GGUF
- Hosting: unknown (no download location recorded)
- Files: 16 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: 9.94 GB
- Recommended file: 667.8 MB (Q4_K_M) · HelpingAI-Lite.Q4_K_M.gguf
- 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: 234
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for QuantFactory/HelpingAI-Lite-GGUF. Library: transformers. Languages: en. Datasets referenced by card metadata: cerebras/SlimPajama-627B, HuggingFaceH4/ultrachat_200k, bigcode/starcoderdata, HuggingFaceH4/ultrafeedback_binarized. Includes 8 model-card evaluation signals. Popularity signal at import: 218 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: general
- Library: transformers
- Task categories: general
- Languages: en
- Referenced datasets: cerebras/SlimPajama-627B, HuggingFaceH4/ultrachat_200k, bigcode/starcoderdata, HuggingFaceH4/ultrafeedback_binarized
- Metrics: accuracy, speed
- Model-index entries: HelpingAI-Lite
- Evaluation signals: 8 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- HelpingAI-Lite: Epoch = 3 (text-generation)
- HelpingAI-Lite: Eval Logits/Chosen = -2.707406759262085 (text-generation)
- HelpingAI-Lite: Eval Logits/Rejected = -2.65652441978546 (text-generation)
- HelpingAI-Lite: Eval Logps/Chosen = -370.129670421875 (text-generation)
- HelpingAI-Lite: Eval Logps/Rejected = -296.073825390625 (text-generation)
- HelpingAI-Lite: Eval Loss = 0.513750433921814 (text-generation)
- HelpingAI-Lite: Eval Rewards/Accuracies = 0.738095223903656 (text-generation)
- HelpingAI-Lite: Eval Rewards/Chosen = -0.0274422804903984 (text-generation)

## Referenced Data

- Dataset: cerebras/SlimPajama-627B
- Dataset: HuggingFaceH4/ultrachat_200k
- Dataset: bigcode/starcoderdata
- Dataset: HuggingFaceH4/ultrafeedback_binarized

## File Hints

- .gitattributes (2.3 KB)
- HelpingAI-Lite.Q2_K.gguf (412 MB) LFS
- HelpingAI-Lite.Q3_K_L.gguf (564 MB) LFS
- HelpingAI-Lite.Q3_K_M.gguf (523 MB) LFS
- HelpingAI-Lite.Q3_K_S.gguf (476 MB) LFS
- HelpingAI-Lite.Q4_0.gguf (607 MB) LFS
- HelpingAI-Lite.Q4_1.gguf (669 MB) LFS
- HelpingAI-Lite.Q4_K_M.gguf (637 MB) LFS
- HelpingAI-Lite.Q4_K_S.gguf (610 MB) LFS
- HelpingAI-Lite.Q5_0.gguf (731 MB) LFS
- HelpingAI-Lite.Q5_1.gguf (792 MB) LFS
- HelpingAI-Lite.Q5_K_M.gguf (746 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: pending

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-08-28T09:53:10.758Z.
- Open license detected as mit.
- Model-index metadata found for HelpingAI-Lite.
- Model card references dataset context: cerebras/SlimPajama-627B, HuggingFaceH4/ultrachat_200k, bigcode/starcoderdata, HuggingFaceH4/ultrafeedback_binarized.
- 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-quantfactory-helpingai-lite-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-quantfactory-helpingai-lite-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-quantfactory-helpingai-lite-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-quantfactory-helpingai-lite-gguf/distribution
- Manifest: not available until files are hosted and release checks pass.
- Request mirror: POST https://huggingbay.xyz/api/artifacts/hf-model-quantfactory-helpingai-lite-gguf/mirror-request
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-quantfactory-helpingai-lite-gguf/decentralized-fallbacks