research
The Pathology Archive Gets a Fixed-Length Memory
CLEAR-WSI retrieves similar slides, refines them with diagnostic labels and grows its memory bank over time.
Summary
CLEAR-WSI retrieves similar slides, refines them with diagnostic labels and grows its memory bank over time.
Across four tasks spanning two public and one private dataset, Precision@5 rose by 1.95 to 3.75 points over the strongest tested baseline. The retrieval study does not establish diagnostic accuracy or clinical readiness.
Why it matters
CLEAR-WSI retrieves similar slides, refines them with diagnostic labels and grows its memory bank over time.
Limits and context
- The retrieval study does not establish diagnostic accuracy or clinical readiness.
Key claims
CLEAR-WSI retrieves similar slides, refines them with diagnostic labels and grows its memory bank over time.
Qualification: The retrieval study does not establish diagnostic accuracy or clinical readiness.
Evidence: source-2026-11-07-019
Sources
- arXiv preprint 2611.07935, original v1arXiv · primary research
Corrections
: Publication note: This November 7 edition was assembled before its scheduled 9:00 AM America/Detroit reveal but is being published late after recovery from a local build interruption. Its original reporting, image-generation times and scheduled publishAt are preserved.