miktam/coapi-voice-v2-gguf
text-generation model by miktam
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
This model is published as the artefact behind a negative result. It is a LoRA fine-tune of Qwen/Qwen3-4B that was measured to be worse than its untrained base on the task it was trained for. It is here so that the claim can be checked and the hypothesis attacked, not so that it can be used. If you want the working configuration, it is the untrained unsloth/Qwen3-4B-GGUF (Q4KM) behind retrieval and deterministic post-processing — see the write-up. Do not use this model for advice on Spanish property transactions. An attempt to put the manner of a Spanish real-estate professional — answer in the question's language (EN/PL/ES), plain text, cite the tema and article, give the Spanish term, hand binding decisions to a professional — into a small model's weights, while the facts stay in retrieval over our own study notes. The thesis "facts in retrieval, form in the weights" was…
Read the full model card ↗ · Preview checked 2026-09-23T07:50:23.945Z
Inside the original model card — Document outline
- coapi-voice-v2 — evidence, not product
- What it is
- Training
- Result on the sealed 60-row eval (same retrieval, same sampling, same frozen judge rubric)
- Files
- Running it (to reproduce, not to use)
- Rights
Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.
Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
miktam/coapi-voice-v2-gguf is a text-generation model repository published by miktam on Hugging Face. The source reports the gguf library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- gguf
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- Not reported
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-23T06:23:28.000Z
- Last modified
- 2026-09-23T06:25:24.000Z
Compatibility and lineage
Reported languages: en, pl, es
Reported base models: Qwen/Qwen3-4B
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.
Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-23T06:37:25.545Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.
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