Datasets:
ArsSocratica
Upload EgoRA benchmark results: Llama 1B/3B/8B (Alpaca+Medical), cross-modal (Mistral-7B, Phi-3 Mini, LLaVA-7B, Qwen2-VL-7B), rotation geometry, threshold analysis
bf34f0d | { | |
| "scales_analyzed": [ | |
| "1B_medical", | |
| "3B_medical", | |
| "1B_alpaca", | |
| "3B_alpaca", | |
| "8B_alpaca" | |
| ], | |
| "dimensionality_results": { | |
| "1B_medical_Baseline_LoRA": { | |
| "model": "1B_medical_Baseline_LoRA", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 6.8935, | |
| "theta_std": 2.3459, | |
| "damaged_at_predicted": 48.44, | |
| "damaged_at_5deg": 73.44, | |
| "empirical_split_deg": 7.0871, | |
| "predicted_vs_empirical_diff": 0.0937 | |
| }, | |
| "1B_medical_DoRA": { | |
| "model": "1B_medical_DoRA", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 6.9325, | |
| "theta_std": 2.3562, | |
| "damaged_at_predicted": 48.44, | |
| "damaged_at_5deg": 73.44, | |
| "empirical_split_deg": 7.1271, | |
| "predicted_vs_empirical_diff": 0.0536 | |
| }, | |
| "1B_medical_EgoRA_e2": { | |
| "model": "1B_medical_EgoRA_e2", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 2.3278, | |
| "theta_std": 0.9484, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.3824, | |
| "predicted_vs_empirical_diff": 4.7984 | |
| }, | |
| "1B_medical_EgoRA_adaptive_v2": { | |
| "model": "1B_medical_EgoRA_adaptive_v2", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 2.3646, | |
| "theta_std": 1.0116, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 1.56, | |
| "empirical_split_deg": 2.4024, | |
| "predicted_vs_empirical_diff": 4.7784 | |
| }, | |
| "3B_medical_Baseline_LoRA": { | |
| "model": "3B_medical_Baseline_LoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 6.0917, | |
| "theta_std": 1.5712, | |
| "damaged_at_predicted": 67.86, | |
| "damaged_at_5deg": 68.75, | |
| "empirical_split_deg": 6.0861, | |
| "predicted_vs_empirical_diff": 1.0152 | |
| }, | |
| "3B_medical_DoRA": { | |
| "model": "3B_medical_DoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 6.1595, | |
| "theta_std": 1.6088, | |
| "damaged_at_predicted": 67.86, | |
| "damaged_at_5deg": 67.86, | |
| "empirical_split_deg": 6.0661, | |
| "predicted_vs_empirical_diff": 0.9952 | |
| }, | |
| "3B_medical_EgoRA_e2": { | |
| "model": "3B_medical_EgoRA_e2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 2.0716, | |
| "theta_std": 0.7013, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.0821, | |
| "predicted_vs_empirical_diff": 2.9888 | |
| }, | |
| "3B_medical_EgoRA_adaptive_v2": { | |
| "model": "3B_medical_EgoRA_adaptive_v2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 2.1034, | |
| "theta_std": 0.7374, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.042, | |
| "predicted_vs_empirical_diff": 3.0289 | |
| }, | |
| "1B_alpaca_Baseline_LoRA": { | |
| "model": "1B_alpaca_Baseline_LoRA", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 6.6162, | |
| "theta_std": 2.3287, | |
| "damaged_at_predicted": 48.44, | |
| "damaged_at_5deg": 71.88, | |
| "empirical_split_deg": 6.7668, | |
| "predicted_vs_empirical_diff": 0.414 | |
| }, | |
| "1B_alpaca_DoRA": { | |
| "model": "1B_alpaca_DoRA", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 6.5593, | |
| "theta_std": 2.2883, | |
| "damaged_at_predicted": 48.44, | |
| "damaged_at_5deg": 67.19, | |
| "empirical_split_deg": 6.6667, | |
| "predicted_vs_empirical_diff": 0.5141 | |
| }, | |
| "1B_alpaca_EgoRA_e2": { | |
| "model": "1B_alpaca_EgoRA_e2", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 2.3359, | |
| "theta_std": 1.0329, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 1.56, | |
| "empirical_split_deg": 2.3423, | |
| "predicted_vs_empirical_diff": 4.8384 | |
| }, | |
| "1B_alpaca_EgoRA_adaptive_v2": { | |
| "model": "1B_alpaca_EgoRA_adaptive_v2", | |
| "d_head": 64, | |
| "predicted_threshold_deg": 7.1808, | |
| "n_heads": 64, | |
| "theta_mean": 2.3907, | |
| "theta_std": 1.0831, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 1.56, | |
| "empirical_split_deg": 2.4024, | |
| "predicted_vs_empirical_diff": 4.7784 | |
| }, | |
| "3B_alpaca_Baseline_LoRA": { | |
| "model": "3B_alpaca_Baseline_LoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 6.0293, | |
| "theta_std": 1.5759, | |
| "damaged_at_predicted": 64.29, | |
| "damaged_at_5deg": 67.86, | |
| "empirical_split_deg": 6.046, | |
| "predicted_vs_empirical_diff": 0.9751 | |
| }, | |
| "3B_alpaca_DoRA": { | |
| "model": "3B_alpaca_DoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 5.9669, | |
| "theta_std": 1.6079, | |
| "damaged_at_predicted": 64.29, | |
| "damaged_at_5deg": 64.29, | |
| "empirical_split_deg": 5.9259, | |
| "predicted_vs_empirical_diff": 0.855 | |
| }, | |
| "3B_alpaca_EgoRA_e2": { | |
| "model": "3B_alpaca_EgoRA_e2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 2.0077, | |
| "theta_std": 0.7069, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.0621, | |
| "predicted_vs_empirical_diff": 3.0088 | |
| }, | |
| "3B_alpaca_EgoRA_adaptive_v2": { | |
| "model": "3B_alpaca_EgoRA_adaptive_v2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 112, | |
| "theta_mean": 2.0563, | |
| "theta_std": 0.7389, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.0621, | |
| "predicted_vs_empirical_diff": 3.0088 | |
| }, | |
| "8B_alpaca_Baseline_LoRA": { | |
| "model": "8B_alpaca_Baseline_LoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 128, | |
| "theta_mean": 7.1411, | |
| "theta_std": 2.084, | |
| "damaged_at_predicted": 78.91, | |
| "damaged_at_5deg": 78.91, | |
| "empirical_split_deg": 7.3874, | |
| "predicted_vs_empirical_diff": 2.3165 | |
| }, | |
| "8B_alpaca_DoRA": { | |
| "model": "8B_alpaca_DoRA", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 128, | |
| "theta_mean": 7.1561, | |
| "theta_std": 2.0895, | |
| "damaged_at_predicted": 80.47, | |
| "damaged_at_5deg": 82.03, | |
| "empirical_split_deg": 7.3473, | |
| "predicted_vs_empirical_diff": 2.2765 | |
| }, | |
| "8B_alpaca_EgoRA_e2": { | |
| "model": "8B_alpaca_EgoRA_e2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 128, | |
| "theta_mean": 2.4362, | |
| "theta_std": 0.9855, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.6026, | |
| "predicted_vs_empirical_diff": 2.4683 | |
| }, | |
| "8B_alpaca_EgoRA_adaptive_v2": { | |
| "model": "8B_alpaca_EgoRA_adaptive_v2", | |
| "d_head": 128, | |
| "predicted_threshold_deg": 5.0709, | |
| "n_heads": 128, | |
| "theta_mean": 2.4887, | |
| "theta_std": 1.0296, | |
| "damaged_at_predicted": 0.0, | |
| "damaged_at_5deg": 0.0, | |
| "empirical_split_deg": 2.6026, | |
| "predicted_vs_empirical_diff": 2.4683 | |
| } | |
| }, | |
| "k_values": [ | |
| 0.4516, | |
| 0.598, | |
| 0.4471, | |
| 0.0869, | |
| 0.757, | |
| 0.692, | |
| 0.9128, | |
| 0.855, | |
| 0.2908, | |
| 0.1771, | |
| 0.5248, | |
| 0.4681, | |
| 0.492, | |
| 0.589, | |
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| 0.6596, | |
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| ], | |
| "k_labels": [ | |
| "1B_medical_Baseline_LoRA", | |
| "1B_medical_DoRA", | |
| "1B_medical_EgoRA_e2", | |
| "1B_medical_EgoRA_adaptive_v2", | |
| "3B_medical_Baseline_LoRA", | |
| "3B_medical_DoRA", | |
| "3B_medical_EgoRA_e2", | |
| "3B_medical_EgoRA_adaptive_v2", | |
| "1B_alpaca_Baseline_LoRA", | |
| "1B_alpaca_DoRA", | |
| "1B_alpaca_EgoRA_e2", | |
| "1B_alpaca_EgoRA_adaptive_v2", | |
| "3B_alpaca_Baseline_LoRA", | |
| "3B_alpaca_DoRA", | |
| "3B_alpaca_EgoRA_e2", | |
| "3B_alpaca_EgoRA_adaptive_v2", | |
| "8B_alpaca_Baseline_LoRA", | |
| "8B_alpaca_DoRA", | |
| "8B_alpaca_EgoRA_e2", | |
| "8B_alpaca_EgoRA_adaptive_v2" | |
| ], | |
| "n_phase_transition_points": 20 | |
| } |