Reference the v3.1.6 code and results release

Describe the Stage 2 embedding change in plain terms; reference the v3.1.5 code and results release

Reference the v3.1.4 code and results release

Reference the v3.1.3 code and results release

Reference the v3.1.2 code and results release

Reference the v3.1.1 code and results release; note that Table 1 reports an eight-seed mean

Add Stage 2 encoder for the final revision

Add corrected step-127641 encoder and matching seed-42 SED head

Correct original release year to December 2025

Update paper title to current Sci Rep revision; remove internal version numbers

Update license: CC BY-NC 4.0 -> CC BY 4.0

Add 2026-05-09 follow-up note: window-aware extraction (no weight changes)

Update README: legacy weights removed (use Microsoft BEATs AS-2M PRETRAIN to reproduce buggy state)

Remove legacy SED head trained on buggy encoder (revision 2.2 cleanup)

Remove legacy buggy DAPT encoder (revision 2.2 cleanup)

Update README for revision 2.2 (MAM DAPT, new fulldata weights, legacy SimCLR weights kept for reproducibility)

Add fulldata SED head ep8 (revision 2.2)

Add fulldata MAM DAPT encoder (revision 2.2)

Update README.md

Update README.md

Update README.md

Update README.md

Update README.md

Update README.md

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Update README.md

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