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Add ARA and ARA LoRA abliteration support for HF and EXL3 backends#35

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UnstableLlama merged 1 commit into
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claude/stoic-babbage-G6Aj3
May 27, 2026
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Add ARA and ARA LoRA abliteration support for HF and EXL3 backends#35
UnstableLlama merged 1 commit into
exl3from
claude/stoic-babbage-G6Aj3

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Implement Arbitrary-Rank Ablation (ARA) and its LoRA variant as alternative abliteration methods alongside the existing directional approach. ARA LoRA optimises low-rank adapter factors directly rather than modifying full weight matrices, making it compatible with quantized models (bnb 4-bit, EXL3) and eliminating the need for full model reloads between trials.

ARA LoRA implementation based on work by kabachuha (p-e-w#332).

New config options: use_ara, use_ara_lora, ara_lora_rank.

Implement Arbitrary-Rank Ablation (ARA) and its LoRA variant as
alternative abliteration methods alongside the existing directional
approach. ARA LoRA optimises low-rank adapter factors directly rather
than modifying full weight matrices, making it compatible with
quantised models (bnb 4-bit, EXL3) and eliminating the need for full
model reloads between trials.

ARA LoRA implementation based on work by kabachuha
(p-e-w#332).

New config options: use_ara, use_ara_lora, ara_lora_rank.

https://claude.ai/code/session_01LhXpnSi1t4CzjY2DQEeA9k
@UnstableLlama UnstableLlama merged commit 1401688 into exl3 May 27, 2026
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2 participants