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BenchBoard

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

Task Evidence

CPTAC-HNSC · histologic_grade (CPTAC-HNSC__Histologic_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 Severityhead/neckH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CPTAC-HNSC__Histologic_Grade
dataset_name
CPTAC-HNSC
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
3
labels
{"0": "1", "1": "2", "2": "3"}
Biology
organ
head/neck
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
头颈部癌
Scale & Labels
patient_n
107
slide_n
256
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
79.7
result_flags
result_tier_reason
Clear model separation: significant-win density 0.236.Difficulty sits in a usable range: best mean 0.786.
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Similar tasks

Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.