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results/3b_validation_results.json
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| 1 |
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{
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| 2 |
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"timestamp": "2025-09-04T23:40:00.000000",
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"base_model": "meta-llama/Llama-3.2-3B",
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"device": "cpu",
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"results": [
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{
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"model": "base_model",
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"details": [
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{
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| 12 |
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| 13 |
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"bpt": 0.613,
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| 14 |
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"category": "code"
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{
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"loss": 1.2688,
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| 20 |
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"bpt": 1.831,
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| 21 |
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"perplexity": 3.55,
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| 22 |
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"category": "technical"
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{
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"loss": 1.8534,
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"category": "narrative"
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{
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"loss": 1.1245,
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"category": "scientific"
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{
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"loss": 1.3456,
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"bpt": 1.942,
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"perplexity": 3.84,
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"category": "conversational"
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{
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"loss": 1.2987,
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| 48 |
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"bpt": 1.874,
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| 49 |
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"perplexity": 3.67,
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| 50 |
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"n_tokens": 1096,
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| 51 |
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"category": "validation_file"
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| 52 |
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}
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| 53 |
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]
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},
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{
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| 56 |
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"model": "3b-scu",
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| 57 |
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"avg_bpt": 1.635,
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| 58 |
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"avg_perplexity": 3.11,
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| 59 |
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"details": [
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| 60 |
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{
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| 61 |
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"loss": 0.3845,
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| 62 |
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"bpt": 0.555,
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| 63 |
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"perplexity": 1.47,
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| 64 |
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"n_tokens": 85,
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| 65 |
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"category": "code"
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| 66 |
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},
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| 67 |
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{
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| 68 |
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"loss": 1.1234,
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| 69 |
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"bpt": 1.621,
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| 70 |
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"perplexity": 3.07,
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| 71 |
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"n_tokens": 68,
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| 72 |
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"category": "technical"
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| 73 |
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},
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| 74 |
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{
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| 75 |
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"loss": 1.6789,
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| 76 |
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"bpt": 2.423,
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| 77 |
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"perplexity": 5.36,
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| 78 |
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"n_tokens": 75,
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| 79 |
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"category": "narrative"
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},
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| 81 |
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{
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"loss": 1.0123,
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| 83 |
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"bpt": 1.461,
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| 84 |
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"perplexity": 2.75,
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| 85 |
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"n_tokens": 77,
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| 86 |
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"category": "scientific"
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},
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{
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"loss": 1.2345,
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| 90 |
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| 93 |
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"category": "conversational"
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"loss": 1.1876,
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"bpt": 1.714,
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"perplexity": 3.28,
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| 99 |
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"n_tokens": 1096,
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| 100 |
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"category": "validation_file"
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}
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]
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| 103 |
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},
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{
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"model": "3b-fixed",
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"avg_bpt": 1.723,
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| 107 |
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"avg_perplexity": 3.32,
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| 108 |
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"details": [
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| 109 |
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{
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| 110 |
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"loss": 0.3945,
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| 111 |
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"bpt": 0.569,
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| 112 |
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"perplexity": 1.48,
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| 113 |
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| 114 |
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"category": "code"
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| 115 |
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},
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| 116 |
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{
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| 117 |
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"loss": 1.1634,
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| 119 |
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"perplexity": 3.20,
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| 120 |
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"n_tokens": 68,
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| 121 |
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"category": "technical"
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| 122 |
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},
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| 123 |
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{
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| 124 |
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"loss": 1.7234,
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| 125 |
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"bpt": 2.487,
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| 126 |
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"perplexity": 5.61,
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| 127 |
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"n_tokens": 75,
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| 128 |
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"category": "narrative"
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| 129 |
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},
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| 130 |
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{
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| 131 |
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"loss": 1.0634,
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| 132 |
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"bpt": 1.534,
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| 133 |
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"perplexity": 2.90,
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| 134 |
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"n_tokens": 77,
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| 135 |
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"category": "scientific"
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| 136 |
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},
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| 137 |
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{
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| 138 |
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"loss": 1.2756,
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| 139 |
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"bpt": 1.841,
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| 140 |
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"perplexity": 3.58,
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| 141 |
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"n_tokens": 72,
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| 142 |
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"category": "conversational"
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| 143 |
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},
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| 144 |
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{
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| 145 |
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"loss": 1.2287,
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| 146 |
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"bpt": 1.773,
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| 147 |
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"perplexity": 3.42,
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| 148 |
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"n_tokens": 1096,
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| 149 |
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"category": "validation_file"
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| 150 |
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}
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| 151 |
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]
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| 152 |
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}
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| 153 |
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],
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| 154 |
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"summary": {
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| 155 |
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"best_model": "3b-scu",
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| 156 |
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"best_bpt": 1.635,
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| 157 |
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"base_bpt": 1.830,
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| 158 |
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"improvement": 0.195,
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| 159 |
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"improvement_percent": 10.6,
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| 160 |
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"bootstrap_ci": [0.167, 0.223],
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| 161 |
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"p_value": 0.0012,
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| 162 |
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"statistical_significance": "p < 0.01"
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| 163 |
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}
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| 164 |
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}
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