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@@ -28,10 +28,3 @@ Quantized GGUF builds of [`Carlosian/Qwen3.5-35B-A3B-Abliterated`](https://huggi
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  Built with llama.cpp on Thunder Compute (A100). Generated 2026-07-20.
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  Uploaded incrementally per-quant to manage disk (35B MoE ladder is large).
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- ## Acknowledgments & method references
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- The refusal-removal method used to build the base checkpoint draws on:
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- - Herring, S., Naviasky, J., Malhotra, K. (2026). *Targeted Neuron Modulation via Contrastive Pair Search.* Nous Research. https://huggingface.co/papers/2605.12290
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- - Nous Research (2026). *llm-abliteration* — toolkit for abliteration (norm-preserving & biprojected variants, multi-architecture). github.com/NousResearch/llm-abliteration.
 
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  Built with llama.cpp on Thunder Compute (A100). Generated 2026-07-20.
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  Uploaded incrementally per-quant to manage disk (35B MoE ladder is large).