Self-Training Loop β Phase 2 A'' three-arm ablation adapters
Six LoRA adapters (Qwen2.5-1.5B-Instruct, r16, lr 1e-5, beta 0.1, 2 epochs, seeds 22/23):
D_full_emf1_seed{22,23}β 10,000 preference pairs, original EM/F1 directionsD_full_corrected_seed{22,23}β same 10,000 pairs with 375 judge-verified hurts-direction flipsD_verified_seed{22,23}β 3,185 semantically verified pairs (hybrid accept pool)
Companion dataset repo: self-training-loop-phase2-arms (training arms, eval chain,
human adjudication records). Key result: direction repair at 3.75% flip rate produces
no detectable behavioral difference (two seeds, reference-based and blind pairwise
LLM-judge evaluation) β see the thesis repo Phase 2 execution status doc Β§15.22.
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