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A Transit Classifier Meets the Blend Ceiling

A TESS classifier's ROC area fell from 0.97 to 0.50 against real rejected candidates; a multi-stage pipeline then independently validated TOI-6662 b.

Published Updated Story ID: mp-2026-11-02-019
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Summary

A TESS classifier's ROC area fell from 0.97 to 0.50 against real rejected candidates; a multi-stage pipeline then independently validated TOI-6662 b.

Blended eclipses made 42 percent of 145 examined false positives and capped what one light curve could reveal. The pipeline added centroid, scene and Gaia evidence before validating a 0.94-Earth-radius planet on a 7.05-hour orbit.

Why it matters

A TESS classifier's ROC area fell from 0.97 to 0.50 against real rejected candidates; a multi-stage pipeline then independently validated TOI-6662 b.

Limits and context

No additional limitation was separately recorded.

Key claims

  1. A TESS classifier's ROC area fell from 0.97 to 0.50 against real rejected candidates; a multi-stage pipeline then independently validated TOI-6662 b.

    Evidence: source-2026-11-02-021

Sources

  1. arXiv preprint 2610.42009, original v1arXiv · primary research

Corrections

No corrections have been recorded for this story.