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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

NLST · lung_cancer_grade (NLST__lc_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 SeveritylungH&EAnchor evidence

Task metadata

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

cls
Identity
task_key
NLST__lc_grade
dataset_name
NLST
task_name
lung_cancer_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": "G1", "1": "G2", "2": "G3"}
Biology
organ
lung
stain
H&E
specimen_type
unknown
timepoint
diagnosis
disease
肺癌
Scale & Labels
patient_n
308
slide_n
883
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Anchor
result_quality_score
93.6
result_flags
result_tier_reason
Clear model separation: significant-win density 0.366.Difficulty sits in a usable range: best mean 0.677.
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Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.