BB
BenchBoard

Decision cockpit for pathology foundation-model benchmarking, built to move from broad coverage scans to task-level evidence.

Task Evidence

IPD-Brain · histologic_grade (IPD-Brain__Grade)

Diagnostic Pathology / Histologic Grading & Dysplasia Severity

Inspect benchmark evidence for one task at a time: who leads, how stable the split-level results are, and which neighbouring tasks are likely to transfer intuition.

clsL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia SeveritybrainH&EAnchor evidence

Task metadata

Fields sourced from benchmark_main. Missing values are shown as —.

cls
Identity
task_key
IPD-Brain__Grade
dataset_name
IPD-Brain
task_name
histologic_grade
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Histologic Grading & Dysplasia Severity
label_structure
ordinal
num_classes
2
labels
{"0": "high grade", "1": "low grade"}
Biology
organ
brain
stain
H&E
specimen_type
unknown
timepoint
diagnosis
disease
脑肿瘤
Scale & Labels
patient_n
327
slide_n
483
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Anchor
result_quality_score
91.8
result_flags
result_tier_reason
Clear model separation: significant-win density 0.293.Difficulty sits in a usable range: best mean 0.899.
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