kkxao/Qwen-Image-2.1-PE-T2I-Heretic

text-to-image model by kkxao

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The prompt rewriter for Qwen-Image-2.1 — a fine-tuned Qwen3.5-VL 9B that turns a brief request in any language into a detailed English prompt plus a recommended aspect ratio — with refusal behaviour removed via Heretic directional ablation. bf16, same shapes and parameter count as the source. Measured on mlabonne/harmfulbehaviors (refusals) and mlabonne/harmlessalpaca (KL). This is one point on a Pareto front, not "the" answer. Across 500 trials the front came out monotonic — every refusal you remove costs KL divergence, which is the damage to everything the model was already good at: For a prompt rewriter, KL is not an abstraction — it is exactly the length discipline, the structured JSON compliance and the spatial-description ability you are paying for. If you mainly want the model to stop refusing image briefs rather than chat instructions, a higher-refusal / lower-KL point may serve you better. All of these are reproducible from…

kkxao/Qwen-Image-2.1-PE-T2I-Heretic on Hugging Face A short preview, not the full document.

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Model overview

kkxao/Qwen-Image-2.1-PE-T2I-Heretic is a text-to-image model repository published by kkxao on Hugging Face. A library was not reported.

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Model facts

Task: text-to-image
Library: Not reported
Recent downloads (30 days): 0
Cumulative likes: 0
Hugging Face trending score: 0
Reported safetensors parameters: 9,409,813,744
Architecture: Qwen3_5ForConditionalGeneration
License: other
Access: Not gated by Hugging Face
Created: 2026-09-22T06:16:46.000Z
Last modified: 2026-09-22T06:16:46.000Z

Compatibility and lineage

Language coverage was not reported.

Reported base models: Qwen/Qwen-Image-2.1-PE-T2I

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.

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