Non-record: 10L + Batched LoRA TTT (val_bpb=1.1160)#525
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hypery11 wants to merge 3 commits intoopenai:mainfrom
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Non-record: 10L + Batched LoRA TTT (val_bpb=1.1160)#525hypery11 wants to merge 3 commits intoopenai:mainfrom
hypery11 wants to merge 3 commits intoopenai:mainfrom
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10-layer transformer with mixed int5/int6 quantization, improved activations, enhanced embeddings, and EMA averaging. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Per-document rank-8 LoRA adaptation on Q/V/LM-head. Base 1.148 -> TTT 1.104. Eval time ~29min (needs speedup for 10min cap).
hypery11
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Batch-64 per-document LoRA adaptation. Rank-8 on Q/V/LM-head. Base 1.148 -> TTT 1.116 in 8.3 min eval. 256-token chunks, 3 epochs.
hypery11
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Summary
10-layer transformer with batched per-document LoRA test-time training.
Architecture
LoRA TTT
Single seed result. 3-seed validation coming.