teaguesterling/qwen3.5-4b-astcss
text-generation model by teaguesterling
Older snapshot: check the original source for current information.
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.
English → astcss selector (sittingduck's astselect) at 4B. The strongest model we have on the base selector eval. Measured on this merged artifact, scored in NF4 to match how the adapter was measured. A merge is verified, not assumed — and this one is not identity: The merge cost exactly one pair on each eval. That is within noise, but it is real: this adapter was fitted against NF4 weights, and folding it into fp16 is a lossy operation. verifymerge shows why the check matters — 248 targeted tensors at max |Δ| 0.0031 against 178 untouched at 0.00049. The targeted deltas are only 6× the fp16 round-trip floor, a far narrower margin than an fp16-trained adapter gives. Tier breakdown on the 108-pair eval: 21/21, 20/25, 28/31, 27/31. Scoring is by execution — the selector runs against the fixture and the returned node set is compared to the reference, so a…
Read the full model card ↗ · Preview checked 2026-10-30T18:48:09.445Z
Inside the original model card — Document outline
- qwen3.5-4b-astcss
- Scores
- Read this before assuming bigger is better
- It needs the card
- What it is
- Limitations
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
teaguesterling/qwen3.5-4b-astcss is a text-generation model repository published by teaguesterling on Hugging Face. The source reports the transformers 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
- transformers
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 4,205,751,296
- Architecture
- Qwen3_5ForCausalLM
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-17T06:10:20.000Z
- Last modified
- 2026-09-17T06:12:19.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen3.5-4B
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 2026-09-17T06:34:58.770Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.