Record: Loqui Auris — 10L + LoRA TTT (mean val_bpb=1.0865, 2 seeds)#548
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LoquiAuris wants to merge 2 commits intoopenai:mainfrom
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Record: Loqui Auris — 10L + LoRA TTT (mean val_bpb=1.0865, 2 seeds)#548LoquiAuris wants to merge 2 commits intoopenai:mainfrom
LoquiAuris wants to merge 2 commits intoopenai:mainfrom
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Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
ADIITJ
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Mar 23, 2026
Stack of all verified improvements on current SOTA (PR openai#414, 1.1228 bpb): - VRL (Value Residual Learning, arxiv:2410.17897): layer 0 V shared via sigmoid gates - Full GPTQ (Hessian-aware Cholesky int6): -0.0026 bpb over GPTQ-lite - LeakyReLU(0.5)²: -0.0015 bpb - Batched LoRA TTT: rank=8 Q+V+LMhead all 11 layers, 2 epochs cosine LR - Score-before-train every chunk every epoch (backward-looking, fully legal) - EMA(0.997) + Tight SWA + Late QAT@0.15 + XSA-all(11) + Partial RoPE(16/64) - LN Scale + VE128(9,10) + SmearGate + BigramHash(2048) + Prune(2%) Expected: ~1.08–1.10 bpb (non-record pending 3-seed H100 validation) Attribution: signalrush (PR openai#414), gowtham0992 (PR openai#569), MatoTeziTanka (PR openai#512), LoquiAuris (PR openai#548) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
sunnypatneedi
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Mar 24, 2026
Run 0: PR openai#548 UNMODIFIED (1.0865 proven). Reproduce baseline. Run 1: PR openai#548 + LeakyReLU(0.5)^2 (1 line change). Measure delta. Following retro lesson: baseline first, one change at a time. No GPTQ, no In-Place TTT, no XSA, no surprise gating. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
sunnypatneedi
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… PR openai#548 Run 0: PR openai#414 UNMODIFIED (merged SOTA 1.1228, verified 3-seed) Run 1: PR openai#414 + LeakyReLU(0.5)^2 (1 line change) Baseline against verified numbers, not claimed scores from open PRs. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Third seed pending (compute grant).
Acknowledgments