Record: SP8192 + Parallel Residuals + 3-Layer Recurrence + Token-Only N-gram Tilt — val_bpb 1.08091 (5-seed mean, causal-corrected)#1437

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dexhunter:record/sp8192-par7-loop35-ngram-1.0779

Commits on Apr 7, 2026

Record: SP8192 + Parallel Residuals + 3-Layer Recurrence + Legal N-gram Tilt — val_bpb 1.07800 (3-seed mean)
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Update to 5-seed mean: val_bpb 1.07813 (std 0.00046)
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Full 5-seed mini-wrapper verification: val_bpb 1.07807 (std 0.00040)
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fix(causal): correct PR #1437 with causal n-gram kernel + token-only experts
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fix(record-bar): use nats per token (not BPB) for the 0.005 record threshold
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docs(pr1437): align corrected causal token-only README
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