ConceptCountry/qwen-concept-27b
AI model by ConceptCountry
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.
Qwen3.8-27B with nine down-projections rewritten by weight-space programming. No gradient steps, no training data: the edit is derived from the model's own activations and compiled into nine weight matrices. The model thinks less and scores higher. Against the unmodified base, on a pre-registered criterion: GPQA Diamond +4.3 [+1.8, +7.1], LiveCodeBench v6 +13.0, with thinking tokens down 27-54%. The contribution is the control, not the edit. A norm-matched random edit — same layers, same magnitude, different direction — does nothing, and its confidence intervals straddle zero on every benchmark. That is what separates "this direction means something" from "perturbation helps". Paper, data and the code…
Read the full model card ↗ · Preview checked 2026-11-11T09:47:56.917Z
Inside the original model card — Document outline
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
ConceptCountry/qwen-concept-27b is a task-unspecified model repository published by ConceptCountry on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- Not reported
- Library
- Not reported
- Recent downloads (30 days)
- 63,252
- Cumulative likes
- 239
- Hugging Face trending score
- 175
- Reported safetensors parameters
- Not reported
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-11-08T16:39:43.000Z
- Last modified
- 2026-11-08T18:00:55.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen3.8-27B
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 2026-11-14T06:56:53.534Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.