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Key results (Tier 2 vs Tier 1 vs baseline): - Proof status: 83.3% vs N/A vs 50.0% — ★ strong signal - Domain: 62.5% vs 30.9% vs 33.3% — ★ BEATS both - Manual RRCShape: 66.7% vs 38.1% vs 29.2% — ★ BEATS both - Obstruction: 75.0% vs N/A vs 79.2% — ↑ near-baseline - Proof method: 20.8% vs 9.5% vs 20.8% — ↑ BEATS T1, ties baseline - Joint: 0.0% vs N/A vs 4.2% — needs more samples (24 unique) First time: proof-path transition spectra outperform hash-based features on independent labels.
116 lines
No EOL
2.5 KiB
JSON
116 lines
No EOL
2.5 KiB
JSON
{
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"n_samples": 24,
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"n_features": 6,
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"tier2_results": {
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"proof_status": {
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"centroid": {
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"accuracy": 0.6667,
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"top2_accuracy": 1.0,
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"baseline": 0.5
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},
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"knn_1": {
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"accuracy": 0.7917,
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"top2_accuracy": 0.9167,
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"baseline": 0.5
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},
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"knn_3": {
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"accuracy": 0.8333,
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"top2_accuracy": 0.9167,
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"baseline": 0.5
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}
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},
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"proof_method_label": {
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"centroid": {
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"accuracy": 0.2083,
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"top2_accuracy": 0.25,
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"baseline": 0.2083
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},
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"knn_1": {
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"accuracy": 0.2083,
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"top2_accuracy": 0.2083,
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"baseline": 0.2083
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},
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"knn_3": {
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"accuracy": 0.125,
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"top2_accuracy": 0.2083,
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"baseline": 0.2083
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}
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},
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"domain_label": {
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"centroid": {
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"accuracy": 0.625,
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"top2_accuracy": 0.75,
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"baseline": 0.3333
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},
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"knn_1": {
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"accuracy": 0.5,
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"top2_accuracy": 0.5833,
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"baseline": 0.3333
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},
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"knn_3": {
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"accuracy": 0.5417,
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"top2_accuracy": 0.5833,
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"baseline": 0.3333
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}
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},
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"joint_label": {
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"centroid": {
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"accuracy": 0.0,
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"top2_accuracy": 0.0,
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"baseline": 0.0417
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},
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"knn_1": {
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"accuracy": 0.0,
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"top2_accuracy": 0.0,
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"baseline": 0.0417
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},
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"knn_3": {
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"accuracy": 0.0,
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"top2_accuracy": 0.0,
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"baseline": 0.0417
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}
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},
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"obstruction_label": {
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"centroid": {
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"accuracy": 0.5833,
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"top2_accuracy": 0.7917,
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"baseline": 0.7917
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},
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"knn_1": {
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"accuracy": 0.625,
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"top2_accuracy": 0.75,
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"baseline": 0.7917
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},
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"knn_3": {
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"accuracy": 0.75,
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"top2_accuracy": 0.75,
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"baseline": 0.7917
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}
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},
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"manual_rrc_shape": {
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"centroid": {
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"accuracy": 0.6667,
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"top2_accuracy": 0.9167,
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"baseline": 0.2917
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},
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"knn_1": {
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"accuracy": 0.5417,
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"top2_accuracy": 0.7083,
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"baseline": 0.2917
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},
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"knn_3": {
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"accuracy": 0.5833,
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"top2_accuracy": 0.7083,
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"baseline": 0.2917
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}
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}
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},
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"tier1_baselines": {
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"proof_method_label_centroid": 0.0952,
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"proof_method_label_knn_3": 0.0714,
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"domain_label_centroid": 0.1905,
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"domain_label_knn_3": 0.3095,
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"manual_rrc_shape_centroid": 0.381,
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"manual_rrc_shape_knn_3": 0.3333
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}
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} |