Weightless: tiny GLP steering vectors abliterate model refusals without touching weights

EAccelerate_42 · x · 2026-11-09

The weightless project showcases GLP — 'abliteration without the weights': a small steering vector subtracts a component at a projection site to steer refusal behavior while base weights stay untouched, enable/disable per request. It supports models from 2.6B to 2.9T params with 14 GLP vectors across 9 vendors. Featured project spark-ds41f deploys DeepSeek V4.1 Flash on a DGX Spark cluster via vLLM (95.9 tok/s generation, 6,370 tok/s prefill, 1.2s TTFT at 8K) with the GLP-27 vector (layers 11-37, α=3.5) serving natural and abliterated modes side by side. Ships with a stdlib-only TUI wizard for setup, steering, and deployment.

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