ATLOP RoBERTa-base for Re-DocRED

Document-level relation ranker used by edgextract. Encoder: roberta-base. Checkpoint file: best.pt (PyTorch, edgextract load_checkpoint).

The browser ONNX export of the same ranker is raphaelmansuy/atlop-roberta-base-onnx.

Scores

Gold entities, Re-DocRED dev, encoder only (margin shift −0.5):

Ign F1	F1
76.81	77.79

With the nimble decision model on the uncertain band, test Ign F1 is 78.01 (F1 79.08). That test number is already reported; this upload does not include a new test run.

decision.json is the dev-fitted band for model id nimble (do not copy that cutoff onto another judge).

Not in this repo

Margin dumps and decision-model answer caches stay local. The reverted focal-loss run is not published.

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