Upload 68 files
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- manifests/msmarco_manifest.json +262 -0
- results/BENCHMARK_LEDGER.json +221 -0
- results/beir/p100_full_benchmark_summary.json +113 -0
- results/beir/rag_top10_pool_sweep_scifact_treccovid.json +229 -0
- results/beir/scifact_p100_sweep_result.json +44 -0
- results/beir/scifact_p200_sweep_result.json +44 -0
- results/beir/scifact_p25_sweep_result.json +44 -0
- results/beir/scifact_p500_sweep_result.json +44 -0
- results/beir/scifact_p50_sweep_result.json +44 -0
- results/beir/scifact_softdiv_results.json +167 -0
- results/beir/treccovid_collision_diagnostic.json +0 -0
- results/beir/treccovid_full_benchmark_diversity.json +328 -0
- results/beir/treccovid_hq_branch_benchmark.json +70 -0
- results/beir/treccovid_idf_power_2_3_4.json +98 -0
- results/beir/treccovid_local_baselines.json +29 -0
- results/beir/treccovid_p100_sweep_result.json +44 -0
- results/beir/treccovid_p200_sweep_result.json +44 -0
- results/beir/treccovid_p25_sweep_result.json +44 -0
- results/beir/treccovid_p500_sweep_result.json +44 -0
- results/beir/treccovid_p50_sweep_result.json +44 -0
- results/final_100_to_10/RAG_TOP10_P_SWEEP_DL19.json +112 -0
- results/final_100_to_10/final_benchmark_table.json +74 -0
- results/final_100_to_10/hotpotqa_RAG_TOP10_P_SWEEP.json +87 -0
- results/final_100_to_10/hotpotqa_two_optimizations_merged.json +0 -0
- results/final_100_to_10/nq_RAG_TOP10_P_SWEEP.json +87 -0
- results/final_100_to_10/nq_two_optimizations_merged.json +0 -0
- results/final_100_to_10/p100_full_benchmark_summary.json +113 -0
- results/final_100_to_10/quora_msmarco_top10_results.json +168 -0
- results/final_100_to_10/rag_top10_pool_sweep_scifact_treccovid.json +229 -0
- results/msmarco_scale/FINAL_LOCK.json +25 -0
- results/msmarco_scale/FINAL_TEST_ONCE_results.json +41 -0
- results/msmarco_scale/FINAL_TEST_TREC_CORRECTED_WITH_R1K.json +45 -0
- results/msmarco_scale/amplitude_diagnostic_results.json +624 -0
- results/msmarco_scale/best_all_dev_results.json +31 -0
- results/msmarco_scale/best_tail_dev_results.json +26 -0
- results/msmarco_scale/best_tail_validation.json +123 -0
- results/msmarco_scale/branch_coherence_multifold.json +638 -0
- results/msmarco_scale/early_lex_dev_results.json +47 -0
- results/msmarco_scale/early_lex_direct_validation.json +106 -0
- results/msmarco_scale/early_lex_quota_validation.json +142 -0
- results/msmarco_scale/early_lex_validation.json +265 -0
- results/msmarco_scale/final_weight_sweep.json +546 -0
- results/msmarco_scale/finish_final_weights_multifold.json +1662 -0
- results/msmarco_scale/finish_length_coord_multifold.json +1731 -0
- results/msmarco_scale/finish_rare_final_multifold.json +1386 -0
- results/msmarco_scale/finish_train_selected.json +226 -0
- results/msmarco_scale/full_msmarco_dev_fast_results.json +40 -0
- results/msmarco_scale/full_msmarco_uniform1m_results.json +173 -0
- results/msmarco_scale/gamma_lambda_pool_diag.json +145 -0
- results/msmarco_scale/idf2_best_dev_results.json +37 -0
manifests/msmarco_manifest.json
ADDED
|
@@ -0,0 +1,262 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "BEIR/msmarco",
|
| 3 |
+
"source": "/content/beir_scale/datasets/msmarco/corpus.jsonl",
|
| 4 |
+
"docs_per_shard": 250000,
|
| 5 |
+
"compression": "gzip",
|
| 6 |
+
"shards": [
|
| 7 |
+
{
|
| 8 |
+
"shard_id": 0,
|
| 9 |
+
"filename": "corpus_0000.jsonl.gz",
|
| 10 |
+
"documents": 250000,
|
| 11 |
+
"compressed_bytes": 34061809,
|
| 12 |
+
"sha256": "c3ff669f98bd84ae1f90af56a8cb0d008ecbe6355bf2fbe6e58944d79b74c30a"
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"shard_id": 1,
|
| 16 |
+
"filename": "corpus_0001.jsonl.gz",
|
| 17 |
+
"documents": 250000,
|
| 18 |
+
"compressed_bytes": 34230952,
|
| 19 |
+
"sha256": "1835bbc83506f4494ae36d418fb8a87afedc710b50e0f6d0d0472d0152a96cd7"
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"shard_id": 2,
|
| 23 |
+
"filename": "corpus_0002.jsonl.gz",
|
| 24 |
+
"documents": 250000,
|
| 25 |
+
"compressed_bytes": 34166511,
|
| 26 |
+
"sha256": "863336af5472edb87a6fba460954e6521ad42deedd05060c64eed75f2db0df8a"
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"shard_id": 3,
|
| 30 |
+
"filename": "corpus_0003.jsonl.gz",
|
| 31 |
+
"documents": 250000,
|
| 32 |
+
"compressed_bytes": 34197004,
|
| 33 |
+
"sha256": "0e7b1aace0f8abc7061a378d871bdeb63d814215878b40fabc1452c5f9779ba9"
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"shard_id": 4,
|
| 37 |
+
"filename": "corpus_0004.jsonl.gz",
|
| 38 |
+
"documents": 250000,
|
| 39 |
+
"compressed_bytes": 34302219,
|
| 40 |
+
"sha256": "f3b3d2679cee336cb4126da159339fd4a28120f2400e00567761a90a24f6775f"
|
| 41 |
+
},
|
| 42 |
+
{
|
| 43 |
+
"shard_id": 5,
|
| 44 |
+
"filename": "corpus_0005.jsonl.gz",
|
| 45 |
+
"documents": 250000,
|
| 46 |
+
"compressed_bytes": 34284347,
|
| 47 |
+
"sha256": "3bf62cc9e234c9707186e4905c7fb8831de28cf7cf94d38ef5f9f0aa17d8e6ca"
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"shard_id": 6,
|
| 51 |
+
"filename": "corpus_0006.jsonl.gz",
|
| 52 |
+
"documents": 250000,
|
| 53 |
+
"compressed_bytes": 34256849,
|
| 54 |
+
"sha256": "698fabddd21dfb2c362baf1dc8cdcefa0b56bc00bde35e435956ac520dcc8a43"
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"shard_id": 7,
|
| 58 |
+
"filename": "corpus_0007.jsonl.gz",
|
| 59 |
+
"documents": 250000,
|
| 60 |
+
"compressed_bytes": 34440604,
|
| 61 |
+
"sha256": "90917d70e8f150f0ff9b87536f3d25d1474aa75d3a71bdb54f740db35c155421"
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"shard_id": 8,
|
| 65 |
+
"filename": "corpus_0008.jsonl.gz",
|
| 66 |
+
"documents": 250000,
|
| 67 |
+
"compressed_bytes": 34453672,
|
| 68 |
+
"sha256": "60ac65409015f08202780fbaa82ddf7e7af766a879a8ab9806aa7619474f1e34"
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"shard_id": 9,
|
| 72 |
+
"filename": "corpus_0009.jsonl.gz",
|
| 73 |
+
"documents": 250000,
|
| 74 |
+
"compressed_bytes": 34690432,
|
| 75 |
+
"sha256": "c0e33bc3a7c1b60bda8c3a129f0596cfd107f31eb21157dade933b871c9550d0"
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"shard_id": 10,
|
| 79 |
+
"filename": "corpus_0010.jsonl.gz",
|
| 80 |
+
"documents": 250000,
|
| 81 |
+
"compressed_bytes": 34750288,
|
| 82 |
+
"sha256": "bade8031f82a13ce7150d02d981ade5691a351af7725101279d0b415cd88dbe9"
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"shard_id": 11,
|
| 86 |
+
"filename": "corpus_0011.jsonl.gz",
|
| 87 |
+
"documents": 250000,
|
| 88 |
+
"compressed_bytes": 34752665,
|
| 89 |
+
"sha256": "c3fa9287b66c0e1afb32067f15fc4ace2a8c6e65e1df48f33e95e2c94da1bc92"
|
| 90 |
+
},
|
| 91 |
+
{
|
| 92 |
+
"shard_id": 12,
|
| 93 |
+
"filename": "corpus_0012.jsonl.gz",
|
| 94 |
+
"documents": 250000,
|
| 95 |
+
"compressed_bytes": 34726643,
|
| 96 |
+
"sha256": "77e8befd3cd049344c37be2c292086d09dc8b9dc9b4c4147d77e8d83e0ced289"
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"shard_id": 13,
|
| 100 |
+
"filename": "corpus_0013.jsonl.gz",
|
| 101 |
+
"documents": 250000,
|
| 102 |
+
"compressed_bytes": 34733528,
|
| 103 |
+
"sha256": "c9993435ec47cf29a4c9d43c5f1a504a2a45df19ee05b021362e5561e72089c4"
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"shard_id": 14,
|
| 107 |
+
"filename": "corpus_0014.jsonl.gz",
|
| 108 |
+
"documents": 250000,
|
| 109 |
+
"compressed_bytes": 34772462,
|
| 110 |
+
"sha256": "c8cea235b71fd6b72c39a5c0388485ee7791d3f9b9f23db0144ae513bd0c54e9"
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"shard_id": 15,
|
| 114 |
+
"filename": "corpus_0015.jsonl.gz",
|
| 115 |
+
"documents": 250000,
|
| 116 |
+
"compressed_bytes": 34892821,
|
| 117 |
+
"sha256": "8fbf7ef0c0bfdc4beb55900fa0816e734f551de5d15cc7266423ffd5a4e68a43"
|
| 118 |
+
},
|
| 119 |
+
{
|
| 120 |
+
"shard_id": 16,
|
| 121 |
+
"filename": "corpus_0016.jsonl.gz",
|
| 122 |
+
"documents": 250000,
|
| 123 |
+
"compressed_bytes": 34800139,
|
| 124 |
+
"sha256": "fff5d38b886c1bb1c5ef402f3de1906b502578046a0b61c416b8a709fcffa424"
|
| 125 |
+
},
|
| 126 |
+
{
|
| 127 |
+
"shard_id": 17,
|
| 128 |
+
"filename": "corpus_0017.jsonl.gz",
|
| 129 |
+
"documents": 250000,
|
| 130 |
+
"compressed_bytes": 34813794,
|
| 131 |
+
"sha256": "43ae87c4693ff72cc8fd13a9098b1b80ff44b3dcb9f4fc4f4181ae685e502072"
|
| 132 |
+
},
|
| 133 |
+
{
|
| 134 |
+
"shard_id": 18,
|
| 135 |
+
"filename": "corpus_0018.jsonl.gz",
|
| 136 |
+
"documents": 250000,
|
| 137 |
+
"compressed_bytes": 34792234,
|
| 138 |
+
"sha256": "6b1e5c5f65ec7302c61cb4737f72c88b3b883ec223cbade098ef4cf9aa807fc8"
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"shard_id": 19,
|
| 142 |
+
"filename": "corpus_0019.jsonl.gz",
|
| 143 |
+
"documents": 250000,
|
| 144 |
+
"compressed_bytes": 34923675,
|
| 145 |
+
"sha256": "d8e13b82d096a1fe9e473f3d31e955e2ad56a8292956b884a0b4b50937796b0c"
|
| 146 |
+
},
|
| 147 |
+
{
|
| 148 |
+
"shard_id": 20,
|
| 149 |
+
"filename": "corpus_0020.jsonl.gz",
|
| 150 |
+
"documents": 250000,
|
| 151 |
+
"compressed_bytes": 34936066,
|
| 152 |
+
"sha256": "1e2f9cf1f71d72a1c27794d7183000353c794734dfe17eb470c21b6ebad4d99e"
|
| 153 |
+
},
|
| 154 |
+
{
|
| 155 |
+
"shard_id": 21,
|
| 156 |
+
"filename": "corpus_0021.jsonl.gz",
|
| 157 |
+
"documents": 250000,
|
| 158 |
+
"compressed_bytes": 34883702,
|
| 159 |
+
"sha256": "cb61ae6c246e1cb03ce1e9fc49357ed35efd2fd42885703fb61f18fdc90be308"
|
| 160 |
+
},
|
| 161 |
+
{
|
| 162 |
+
"shard_id": 22,
|
| 163 |
+
"filename": "corpus_0022.jsonl.gz",
|
| 164 |
+
"documents": 250000,
|
| 165 |
+
"compressed_bytes": 34752123,
|
| 166 |
+
"sha256": "284e7b773cdaf24c70fd9090ee5edd6a67f045fa46fe45c30380da43c3afc26f"
|
| 167 |
+
},
|
| 168 |
+
{
|
| 169 |
+
"shard_id": 23,
|
| 170 |
+
"filename": "corpus_0023.jsonl.gz",
|
| 171 |
+
"documents": 250000,
|
| 172 |
+
"compressed_bytes": 34935141,
|
| 173 |
+
"sha256": "b7d200fcab3f73b19597e9cb3983da0b9647501e8a6da662357ed680baca1f1c"
|
| 174 |
+
},
|
| 175 |
+
{
|
| 176 |
+
"shard_id": 24,
|
| 177 |
+
"filename": "corpus_0024.jsonl.gz",
|
| 178 |
+
"documents": 250000,
|
| 179 |
+
"compressed_bytes": 35672802,
|
| 180 |
+
"sha256": "1f8142d1ad55c1d11077038f53ad8371f31660e55d6920a3cdb02ff236cde441"
|
| 181 |
+
},
|
| 182 |
+
{
|
| 183 |
+
"shard_id": 25,
|
| 184 |
+
"filename": "corpus_0025.jsonl.gz",
|
| 185 |
+
"documents": 250000,
|
| 186 |
+
"compressed_bytes": 35395648,
|
| 187 |
+
"sha256": "95c1690a38479c544cc28a9bbf11cb1affd4238f3b025c9329ce8b697b0cfb2c"
|
| 188 |
+
},
|
| 189 |
+
{
|
| 190 |
+
"shard_id": 26,
|
| 191 |
+
"filename": "corpus_0026.jsonl.gz",
|
| 192 |
+
"documents": 250000,
|
| 193 |
+
"compressed_bytes": 34811495,
|
| 194 |
+
"sha256": "fdd81204740c0bfb1fbca2db68df83cd7a52364c154df4e526fcc74fba8759bd"
|
| 195 |
+
},
|
| 196 |
+
{
|
| 197 |
+
"shard_id": 27,
|
| 198 |
+
"filename": "corpus_0027.jsonl.gz",
|
| 199 |
+
"documents": 250000,
|
| 200 |
+
"compressed_bytes": 34712078,
|
| 201 |
+
"sha256": "9f75c5e8ebc6cbefb9f476e88189b0a7a252a3c0f063178fb3047bf697b66a26"
|
| 202 |
+
},
|
| 203 |
+
{
|
| 204 |
+
"shard_id": 28,
|
| 205 |
+
"filename": "corpus_0028.jsonl.gz",
|
| 206 |
+
"documents": 250000,
|
| 207 |
+
"compressed_bytes": 34384041,
|
| 208 |
+
"sha256": "6081ad1b1303277644046f8b886907b24faa78ded9153dd771536feb86847765"
|
| 209 |
+
},
|
| 210 |
+
{
|
| 211 |
+
"shard_id": 29,
|
| 212 |
+
"filename": "corpus_0029.jsonl.gz",
|
| 213 |
+
"documents": 250000,
|
| 214 |
+
"compressed_bytes": 34620815,
|
| 215 |
+
"sha256": "7ee1db21ff6d0d8bee451d89e746277c9c84029aa540899c47aa5956264c5f4f"
|
| 216 |
+
},
|
| 217 |
+
{
|
| 218 |
+
"shard_id": 30,
|
| 219 |
+
"filename": "corpus_0030.jsonl.gz",
|
| 220 |
+
"documents": 250000,
|
| 221 |
+
"compressed_bytes": 34499081,
|
| 222 |
+
"sha256": "5b49c82259358c8d26ce5f85e0fb5f92087d169225d1499abf8661c9f088aea1"
|
| 223 |
+
},
|
| 224 |
+
{
|
| 225 |
+
"shard_id": 31,
|
| 226 |
+
"filename": "corpus_0031.jsonl.gz",
|
| 227 |
+
"documents": 250000,
|
| 228 |
+
"compressed_bytes": 34750155,
|
| 229 |
+
"sha256": "fd63ef3e2eb0729013ece402fafbbde45f946f95562dc0a7cdc9feffdbe00c80"
|
| 230 |
+
},
|
| 231 |
+
{
|
| 232 |
+
"shard_id": 32,
|
| 233 |
+
"filename": "corpus_0032.jsonl.gz",
|
| 234 |
+
"documents": 250000,
|
| 235 |
+
"compressed_bytes": 34265180,
|
| 236 |
+
"sha256": "f97810461126989015328650ce73eb5d2a8df3bfe7e800695298822c856a10dc"
|
| 237 |
+
},
|
| 238 |
+
{
|
| 239 |
+
"shard_id": 33,
|
| 240 |
+
"filename": "corpus_0033.jsonl.gz",
|
| 241 |
+
"documents": 250000,
|
| 242 |
+
"compressed_bytes": 34687961,
|
| 243 |
+
"sha256": "e2f5e78f8f8b474eff19865763082b3cd34ff35b1e92b0616763ff7046c5ec56"
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"shard_id": 34,
|
| 247 |
+
"filename": "corpus_0034.jsonl.gz",
|
| 248 |
+
"documents": 250000,
|
| 249 |
+
"compressed_bytes": 34536741,
|
| 250 |
+
"sha256": "723f720a472ce9c3df2e38c4e02c54559878e1584edab93cb51979efbd61522d"
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"shard_id": 35,
|
| 254 |
+
"filename": "corpus_0035.jsonl.gz",
|
| 255 |
+
"documents": 91823,
|
| 256 |
+
"compressed_bytes": 12763636,
|
| 257 |
+
"sha256": "3d7f9bd3d567768a3e23433d8f7d803a74e80781b0cd6bd82acf1c7bd4c412b8"
|
| 258 |
+
}
|
| 259 |
+
],
|
| 260 |
+
"total_documents": 8841823,
|
| 261 |
+
"number_of_shards": 36
|
| 262 |
+
}
|
results/BENCHMARK_LEDGER.json
ADDED
|
@@ -0,0 +1,221 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "top-10 RAG; deep recall diagnostic only",
|
| 3 |
+
"timing_warning": "rank-stage timings for current P sweep are diagnostic Python timings; neural baseline encoder latency is not available in the current ledger",
|
| 4 |
+
"trec_covid": {
|
| 5 |
+
"baselines": {
|
| 6 |
+
"Exact TF-IDF": {
|
| 7 |
+
"nDCG@10": 0.3738,
|
| 8 |
+
"MRR@10": 0.5915,
|
| 9 |
+
"P@10": 0.402,
|
| 10 |
+
"R@10": 0.01053
|
| 11 |
+
},
|
| 12 |
+
"BM25 local": {
|
| 13 |
+
"nDCG@10": 0.5743,
|
| 14 |
+
"MRR@10": 0.7593,
|
| 15 |
+
"P@10": 0.636,
|
| 16 |
+
"R@10": 0.01576
|
| 17 |
+
},
|
| 18 |
+
"Contriever + FAISS": {
|
| 19 |
+
"nDCG@10": 0.596
|
| 20 |
+
},
|
| 21 |
+
"SPLADE++": {
|
| 22 |
+
"nDCG@10": 0.727
|
| 23 |
+
},
|
| 24 |
+
"BGE-base + FAISS Flat": {
|
| 25 |
+
"nDCG@10": 0.781
|
| 26 |
+
},
|
| 27 |
+
"Modern ColBERT": {
|
| 28 |
+
"nDCG@10": 0.834,
|
| 29 |
+
"MRR@10": 0.953,
|
| 30 |
+
"P@10": 0.882
|
| 31 |
+
},
|
| 32 |
+
"Previous OURS": {
|
| 33 |
+
"nDCG@10": 0.502,
|
| 34 |
+
"MRR@10": 0.744,
|
| 35 |
+
"P@10": 0.538,
|
| 36 |
+
"R@10": 0.01345
|
| 37 |
+
},
|
| 38 |
+
"Current OURS P=2000 HQ-div": {
|
| 39 |
+
"nDCG@10": 0.553081,
|
| 40 |
+
"MRR@10": 0.777222,
|
| 41 |
+
"P@10": 0.608,
|
| 42 |
+
"R@10": 0.0154371
|
| 43 |
+
},
|
| 44 |
+
"Current OURS P=100 HQ-div": {
|
| 45 |
+
"nDCG@10": 0.598958,
|
| 46 |
+
"MRR@10": 0.82519,
|
| 47 |
+
"P@10": 0.652,
|
| 48 |
+
"R@10": 0.016279,
|
| 49 |
+
"Hit@10": 1.0
|
| 50 |
+
}
|
| 51 |
+
},
|
| 52 |
+
"sweep": {
|
| 53 |
+
"25": {
|
| 54 |
+
"nDCG@10": 0.5631635546257205,
|
| 55 |
+
"MRR@10": 0.8066666666666665,
|
| 56 |
+
"P@10": 0.584,
|
| 57 |
+
"R@10": 0.014844964287452928,
|
| 58 |
+
"Hit@10": 1.0,
|
| 59 |
+
"pool_recall_micro": 0.0231832367365136,
|
| 60 |
+
"avg_candidates": 17575.12,
|
| 61 |
+
"rank_median_ms": 0.6703369999740971,
|
| 62 |
+
"rank_p95_ms": 0.8246386498285574
|
| 63 |
+
},
|
| 64 |
+
"50": {
|
| 65 |
+
"nDCG@10": 0.5811869604637284,
|
| 66 |
+
"MRR@10": 0.813047619047619,
|
| 67 |
+
"P@10": 0.6260000000000001,
|
| 68 |
+
"R@10": 0.015476926318772193,
|
| 69 |
+
"Hit@10": 1.0,
|
| 70 |
+
"pool_recall_micro": 0.04316459287480241,
|
| 71 |
+
"avg_candidates": 17575.12,
|
| 72 |
+
"rank_median_ms": 0.8007569999790576,
|
| 73 |
+
"rank_p95_ms": 0.9298857503381439
|
| 74 |
+
},
|
| 75 |
+
"100": {
|
| 76 |
+
"nDCG@10": 0.59895762984385,
|
| 77 |
+
"MRR@10": 0.8251904761904763,
|
| 78 |
+
"P@10": 0.652,
|
| 79 |
+
"R@10": 0.01627904331621708,
|
| 80 |
+
"Hit@10": 1.0,
|
| 81 |
+
"pool_recall_micro": 0.07692619462570421,
|
| 82 |
+
"avg_candidates": 17575.12,
|
| 83 |
+
"rank_median_ms": 1.050815999860788,
|
| 84 |
+
"rank_p95_ms": 1.1930039498565748
|
| 85 |
+
},
|
| 86 |
+
"200": {
|
| 87 |
+
"nDCG@10": 0.5514777375610368,
|
| 88 |
+
"MRR@10": 0.7631666666666667,
|
| 89 |
+
"P@10": 0.608,
|
| 90 |
+
"R@10": 0.015336707307046284,
|
| 91 |
+
"Hit@10": 1.0,
|
| 92 |
+
"pool_recall_micro": 0.1264945486969562,
|
| 93 |
+
"avg_candidates": 17575.12,
|
| 94 |
+
"rank_median_ms": 1.5264525000020512,
|
| 95 |
+
"rank_p95_ms": 1.6499816999612449
|
| 96 |
+
},
|
| 97 |
+
"500": {
|
| 98 |
+
"nDCG@10": 0.5492947221485585,
|
| 99 |
+
"MRR@10": 0.7759999999999999,
|
| 100 |
+
"P@10": 0.5960000000000001,
|
| 101 |
+
"R@10": 0.015097100839962675,
|
| 102 |
+
"Hit@10": 1.0,
|
| 103 |
+
"pool_recall_micro": 0.21590402464232156,
|
| 104 |
+
"avg_candidates": 17575.12,
|
| 105 |
+
"rank_median_ms": 3.228979499908746,
|
| 106 |
+
"rank_p95_ms": 5.171297550054979
|
| 107 |
+
}
|
| 108 |
+
}
|
| 109 |
+
},
|
| 110 |
+
"scifact": {
|
| 111 |
+
"baselines": {
|
| 112 |
+
"Exact TF-IDF": {
|
| 113 |
+
"nDCG@10": 0.578,
|
| 114 |
+
"MRR@10": 0.5437,
|
| 115 |
+
"P@10": 0.0797,
|
| 116 |
+
"R@10": 0.7135
|
| 117 |
+
},
|
| 118 |
+
"BM25": {
|
| 119 |
+
"nDCG@10": 0.6623,
|
| 120 |
+
"MRR@10": 0.6293,
|
| 121 |
+
"P@10": 0.0863,
|
| 122 |
+
"R@10": 0.7809
|
| 123 |
+
},
|
| 124 |
+
"MiniLM + exact FAISS": {
|
| 125 |
+
"nDCG@10": 0.6451,
|
| 126 |
+
"MRR@10": 0.611
|
| 127 |
+
},
|
| 128 |
+
"Contriever-MS MARCO": {
|
| 129 |
+
"nDCG@10": 0.677
|
| 130 |
+
},
|
| 131 |
+
"SPLADE++": {
|
| 132 |
+
"nDCG@10": 0.704
|
| 133 |
+
},
|
| 134 |
+
"BGE-base + FAISS": {
|
| 135 |
+
"nDCG@10": 0.741
|
| 136 |
+
},
|
| 137 |
+
"Modern ColBERT": {
|
| 138 |
+
"nDCG@10": 0.764,
|
| 139 |
+
"MRR@10": 0.739,
|
| 140 |
+
"P@10": 0.098,
|
| 141 |
+
"R@10": 0.865
|
| 142 |
+
},
|
| 143 |
+
"Previous OURS": {
|
| 144 |
+
"nDCG@10": 0.425,
|
| 145 |
+
"MRR@10": 0.406,
|
| 146 |
+
"P@10": 0.056,
|
| 147 |
+
"R@10": 0.506
|
| 148 |
+
},
|
| 149 |
+
"Current OURS all routed (~157 avg)": {
|
| 150 |
+
"nDCG@10": 0.589315,
|
| 151 |
+
"MRR@10": 0.560915,
|
| 152 |
+
"P@10": 0.077667,
|
| 153 |
+
"R@10": 0.700333
|
| 154 |
+
},
|
| 155 |
+
"Current OURS P=100 HQ-div": {
|
| 156 |
+
"nDCG@10": 0.568515,
|
| 157 |
+
"MRR@10": 0.545151,
|
| 158 |
+
"P@10": 0.073667,
|
| 159 |
+
"R@10": 0.666333,
|
| 160 |
+
"Hit@10": 0.683333
|
| 161 |
+
}
|
| 162 |
+
},
|
| 163 |
+
"sweep": {
|
| 164 |
+
"25": {
|
| 165 |
+
"nDCG@10": 0.5581837168433081,
|
| 166 |
+
"MRR@10": 0.5380701058201058,
|
| 167 |
+
"P@10": 0.07166666666666666,
|
| 168 |
+
"R@10": 0.6446666666666666,
|
| 169 |
+
"Hit@10": 0.6633333333333333,
|
| 170 |
+
"pool_recall_micro": 0.6814159292035398,
|
| 171 |
+
"avg_candidates": 156.75333333333333,
|
| 172 |
+
"rank_median_ms": 0.6393210001078842,
|
| 173 |
+
"rank_p95_ms": 0.7256574998564247
|
| 174 |
+
},
|
| 175 |
+
"50": {
|
| 176 |
+
"nDCG@10": 0.5628440203177064,
|
| 177 |
+
"MRR@10": 0.5405198412698413,
|
| 178 |
+
"P@10": 0.07266666666666666,
|
| 179 |
+
"R@10": 0.6563333333333332,
|
| 180 |
+
"Hit@10": 0.6733333333333333,
|
| 181 |
+
"pool_recall_micro": 0.7079646017699115,
|
| 182 |
+
"avg_candidates": 156.75333333333333,
|
| 183 |
+
"rank_median_ms": 0.7425409999086696,
|
| 184 |
+
"rank_p95_ms": 0.809893949826801
|
| 185 |
+
},
|
| 186 |
+
"100": {
|
| 187 |
+
"nDCG@10": 0.5685151986151759,
|
| 188 |
+
"MRR@10": 0.5451507936507938,
|
| 189 |
+
"P@10": 0.07366666666666666,
|
| 190 |
+
"R@10": 0.6663333333333332,
|
| 191 |
+
"Hit@10": 0.6833333333333333,
|
| 192 |
+
"pool_recall_micro": 0.7227138643067846,
|
| 193 |
+
"avg_candidates": 156.75333333333333,
|
| 194 |
+
"rank_median_ms": 0.9471355001551274,
|
| 195 |
+
"rank_p95_ms": 1.0313707000932482
|
| 196 |
+
},
|
| 197 |
+
"200": {
|
| 198 |
+
"nDCG@10": 0.5812687718988229,
|
| 199 |
+
"MRR@10": 0.5552751322751323,
|
| 200 |
+
"P@10": 0.076,
|
| 201 |
+
"R@10": 0.6863333333333332,
|
| 202 |
+
"Hit@10": 0.7033333333333334,
|
| 203 |
+
"pool_recall_micro": 0.7581120943952803,
|
| 204 |
+
"avg_candidates": 156.75333333333333,
|
| 205 |
+
"rank_median_ms": 1.1392639999030507,
|
| 206 |
+
"rank_p95_ms": 1.4626991999193706
|
| 207 |
+
},
|
| 208 |
+
"500": {
|
| 209 |
+
"nDCG@10": 0.5912184144501831,
|
| 210 |
+
"MRR@10": 0.5624100529100529,
|
| 211 |
+
"P@10": 0.078,
|
| 212 |
+
"R@10": 0.7036666666666667,
|
| 213 |
+
"Hit@10": 0.72,
|
| 214 |
+
"pool_recall_micro": 0.7817109144542773,
|
| 215 |
+
"avg_candidates": 156.75333333333333,
|
| 216 |
+
"rank_median_ms": 1.1373985000773246,
|
| 217 |
+
"rank_p95_ms": 2.050895700153888
|
| 218 |
+
}
|
| 219 |
+
}
|
| 220 |
+
}
|
| 221 |
+
}
|
results/beir/p100_full_benchmark_summary.json
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"experiment": "P=100 retrieved geometric representations/chunks; all other current architecture parameters fixed (IDF^2, top-10 high-quality branches, lambda_D=0.1)",
|
| 3 |
+
"metrics_focus": [
|
| 4 |
+
"nDCG@10",
|
| 5 |
+
"MRR@10",
|
| 6 |
+
"P@10",
|
| 7 |
+
"R@10",
|
| 8 |
+
"Hit@10"
|
| 9 |
+
],
|
| 10 |
+
"TREC-COVID": {
|
| 11 |
+
"baselines": {
|
| 12 |
+
"Exact TF-IDF": {
|
| 13 |
+
"nDCG@10": 0.3738,
|
| 14 |
+
"MRR@10": 0.5915,
|
| 15 |
+
"P@10": 0.402,
|
| 16 |
+
"R@10": 0.01053
|
| 17 |
+
},
|
| 18 |
+
"BM25 local": {
|
| 19 |
+
"nDCG@10": 0.5743,
|
| 20 |
+
"MRR@10": 0.7593,
|
| 21 |
+
"P@10": 0.636,
|
| 22 |
+
"R@10": 0.01576
|
| 23 |
+
},
|
| 24 |
+
"Contriever + FAISS": {
|
| 25 |
+
"nDCG@10": 0.596
|
| 26 |
+
},
|
| 27 |
+
"SPLADE++": {
|
| 28 |
+
"nDCG@10": 0.727
|
| 29 |
+
},
|
| 30 |
+
"BGE-base + FAISS Flat": {
|
| 31 |
+
"nDCG@10": 0.781
|
| 32 |
+
},
|
| 33 |
+
"Modern ColBERT": {
|
| 34 |
+
"nDCG@10": 0.834,
|
| 35 |
+
"MRR@10": 0.953,
|
| 36 |
+
"P@10": 0.882
|
| 37 |
+
},
|
| 38 |
+
"Previous OURS": {
|
| 39 |
+
"nDCG@10": 0.502,
|
| 40 |
+
"MRR@10": 0.744,
|
| 41 |
+
"P@10": 0.538,
|
| 42 |
+
"R@10": 0.01345
|
| 43 |
+
},
|
| 44 |
+
"Current OURS P=2000 HQ-div": {
|
| 45 |
+
"nDCG@10": 0.553081,
|
| 46 |
+
"MRR@10": 0.777222,
|
| 47 |
+
"P@10": 0.608,
|
| 48 |
+
"R@10": 0.0154371
|
| 49 |
+
},
|
| 50 |
+
"Current OURS P=100 HQ-div": {
|
| 51 |
+
"nDCG@10": 0.598958,
|
| 52 |
+
"MRR@10": 0.82519,
|
| 53 |
+
"P@10": 0.652,
|
| 54 |
+
"R@10": 0.016279,
|
| 55 |
+
"Hit@10": 1.0
|
| 56 |
+
}
|
| 57 |
+
}
|
| 58 |
+
},
|
| 59 |
+
"SciFact": {
|
| 60 |
+
"baselines": {
|
| 61 |
+
"Exact TF-IDF": {
|
| 62 |
+
"nDCG@10": 0.578,
|
| 63 |
+
"MRR@10": 0.5437,
|
| 64 |
+
"P@10": 0.0797,
|
| 65 |
+
"R@10": 0.7135
|
| 66 |
+
},
|
| 67 |
+
"BM25": {
|
| 68 |
+
"nDCG@10": 0.6623,
|
| 69 |
+
"MRR@10": 0.6293,
|
| 70 |
+
"P@10": 0.0863,
|
| 71 |
+
"R@10": 0.7809
|
| 72 |
+
},
|
| 73 |
+
"MiniLM + exact FAISS": {
|
| 74 |
+
"nDCG@10": 0.6451,
|
| 75 |
+
"MRR@10": 0.611
|
| 76 |
+
},
|
| 77 |
+
"Contriever-MS MARCO": {
|
| 78 |
+
"nDCG@10": 0.677
|
| 79 |
+
},
|
| 80 |
+
"SPLADE++": {
|
| 81 |
+
"nDCG@10": 0.704
|
| 82 |
+
},
|
| 83 |
+
"BGE-base + FAISS": {
|
| 84 |
+
"nDCG@10": 0.741
|
| 85 |
+
},
|
| 86 |
+
"Modern ColBERT": {
|
| 87 |
+
"nDCG@10": 0.764,
|
| 88 |
+
"MRR@10": 0.739,
|
| 89 |
+
"P@10": 0.098,
|
| 90 |
+
"R@10": 0.865
|
| 91 |
+
},
|
| 92 |
+
"Previous OURS": {
|
| 93 |
+
"nDCG@10": 0.425,
|
| 94 |
+
"MRR@10": 0.406,
|
| 95 |
+
"P@10": 0.056,
|
| 96 |
+
"R@10": 0.506
|
| 97 |
+
},
|
| 98 |
+
"Current OURS all routed (~157 avg)": {
|
| 99 |
+
"nDCG@10": 0.589315,
|
| 100 |
+
"MRR@10": 0.560915,
|
| 101 |
+
"P@10": 0.077667,
|
| 102 |
+
"R@10": 0.700333
|
| 103 |
+
},
|
| 104 |
+
"Current OURS P=100 HQ-div": {
|
| 105 |
+
"nDCG@10": 0.568515,
|
| 106 |
+
"MRR@10": 0.545151,
|
| 107 |
+
"P@10": 0.073667,
|
| 108 |
+
"R@10": 0.666333,
|
| 109 |
+
"Hit@10": 0.683333
|
| 110 |
+
}
|
| 111 |
+
}
|
| 112 |
+
}
|
| 113 |
+
}
|
results/beir/rag_top10_pool_sweep_scifact_treccovid.json
ADDED
|
@@ -0,0 +1,229 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"experiment": "Top-10 RAG shortlist sweep; current architecture fixed: IDF^2, top-10 high-quality branches, soft diversity lambda_D=0.1",
|
| 3 |
+
"metrics": [
|
| 4 |
+
"nDCG@10",
|
| 5 |
+
"MRR@10",
|
| 6 |
+
"P@10",
|
| 7 |
+
"R@10",
|
| 8 |
+
"Hit@10"
|
| 9 |
+
],
|
| 10 |
+
"datasets": {
|
| 11 |
+
"TREC-COVID": {
|
| 12 |
+
"baselines": {
|
| 13 |
+
"Exact TF-IDF": {
|
| 14 |
+
"nDCG@10": 0.3738,
|
| 15 |
+
"MRR@10": 0.5915,
|
| 16 |
+
"P@10": 0.402,
|
| 17 |
+
"R@10": 0.01053
|
| 18 |
+
},
|
| 19 |
+
"BM25 local": {
|
| 20 |
+
"nDCG@10": 0.5743,
|
| 21 |
+
"MRR@10": 0.7593,
|
| 22 |
+
"P@10": 0.636,
|
| 23 |
+
"R@10": 0.01576
|
| 24 |
+
},
|
| 25 |
+
"Contriever + FAISS": {
|
| 26 |
+
"nDCG@10": 0.596
|
| 27 |
+
},
|
| 28 |
+
"SPLADE++": {
|
| 29 |
+
"nDCG@10": 0.727
|
| 30 |
+
},
|
| 31 |
+
"BGE-base + FAISS Flat": {
|
| 32 |
+
"nDCG@10": 0.781
|
| 33 |
+
},
|
| 34 |
+
"Modern ColBERT": {
|
| 35 |
+
"nDCG@10": 0.834,
|
| 36 |
+
"MRR@10": 0.953,
|
| 37 |
+
"P@10": 0.882
|
| 38 |
+
},
|
| 39 |
+
"Previous OURS": {
|
| 40 |
+
"nDCG@10": 0.502,
|
| 41 |
+
"MRR@10": 0.744,
|
| 42 |
+
"P@10": 0.538,
|
| 43 |
+
"R@10": 0.01345
|
| 44 |
+
},
|
| 45 |
+
"Current OURS P=2000 HQ-div": {
|
| 46 |
+
"nDCG@10": 0.553081,
|
| 47 |
+
"MRR@10": 0.777222,
|
| 48 |
+
"P@10": 0.608,
|
| 49 |
+
"R@10": 0.0154371
|
| 50 |
+
},
|
| 51 |
+
"Current OURS P=100 HQ-div": {
|
| 52 |
+
"nDCG@10": 0.598958,
|
| 53 |
+
"MRR@10": 0.82519,
|
| 54 |
+
"P@10": 0.652,
|
| 55 |
+
"R@10": 0.016279,
|
| 56 |
+
"Hit@10": 1.0
|
| 57 |
+
}
|
| 58 |
+
},
|
| 59 |
+
"sweep": {
|
| 60 |
+
"25": {
|
| 61 |
+
"nDCG@10": 0.5631635546257205,
|
| 62 |
+
"MRR@10": 0.8066666666666665,
|
| 63 |
+
"P@10": 0.584,
|
| 64 |
+
"R@10": 0.014844964287452928,
|
| 65 |
+
"Hit@10": 1.0,
|
| 66 |
+
"pool_recall_micro": 0.0231832367365136,
|
| 67 |
+
"avg_candidates": 17575.12,
|
| 68 |
+
"rank_median_ms": 0.6703369999740971,
|
| 69 |
+
"rank_p95_ms": 0.8246386498285574
|
| 70 |
+
},
|
| 71 |
+
"50": {
|
| 72 |
+
"nDCG@10": 0.5811869604637284,
|
| 73 |
+
"MRR@10": 0.813047619047619,
|
| 74 |
+
"P@10": 0.6260000000000001,
|
| 75 |
+
"R@10": 0.015476926318772193,
|
| 76 |
+
"Hit@10": 1.0,
|
| 77 |
+
"pool_recall_micro": 0.04316459287480241,
|
| 78 |
+
"avg_candidates": 17575.12,
|
| 79 |
+
"rank_median_ms": 0.8007569999790576,
|
| 80 |
+
"rank_p95_ms": 0.9298857503381439
|
| 81 |
+
},
|
| 82 |
+
"100": {
|
| 83 |
+
"nDCG@10": 0.59895762984385,
|
| 84 |
+
"MRR@10": 0.8251904761904763,
|
| 85 |
+
"P@10": 0.652,
|
| 86 |
+
"R@10": 0.01627904331621708,
|
| 87 |
+
"Hit@10": 1.0,
|
| 88 |
+
"pool_recall_micro": 0.07692619462570421,
|
| 89 |
+
"avg_candidates": 17575.12,
|
| 90 |
+
"rank_median_ms": 1.050815999860788,
|
| 91 |
+
"rank_p95_ms": 1.1930039498565748
|
| 92 |
+
},
|
| 93 |
+
"200": {
|
| 94 |
+
"nDCG@10": 0.5514777375610368,
|
| 95 |
+
"MRR@10": 0.7631666666666667,
|
| 96 |
+
"P@10": 0.608,
|
| 97 |
+
"R@10": 0.015336707307046284,
|
| 98 |
+
"Hit@10": 1.0,
|
| 99 |
+
"pool_recall_micro": 0.1264945486969562,
|
| 100 |
+
"avg_candidates": 17575.12,
|
| 101 |
+
"rank_median_ms": 1.5264525000020512,
|
| 102 |
+
"rank_p95_ms": 1.6499816999612449
|
| 103 |
+
},
|
| 104 |
+
"500": {
|
| 105 |
+
"nDCG@10": 0.5492947221485585,
|
| 106 |
+
"MRR@10": 0.7759999999999999,
|
| 107 |
+
"P@10": 0.5960000000000001,
|
| 108 |
+
"R@10": 0.015097100839962675,
|
| 109 |
+
"Hit@10": 1.0,
|
| 110 |
+
"pool_recall_micro": 0.21590402464232156,
|
| 111 |
+
"avg_candidates": 17575.12,
|
| 112 |
+
"rank_median_ms": 3.228979499908746,
|
| 113 |
+
"rank_p95_ms": 5.171297550054979
|
| 114 |
+
}
|
| 115 |
+
}
|
| 116 |
+
},
|
| 117 |
+
"SciFact": {
|
| 118 |
+
"baselines": {
|
| 119 |
+
"Exact TF-IDF": {
|
| 120 |
+
"nDCG@10": 0.578,
|
| 121 |
+
"MRR@10": 0.5437,
|
| 122 |
+
"P@10": 0.0797,
|
| 123 |
+
"R@10": 0.7135
|
| 124 |
+
},
|
| 125 |
+
"BM25": {
|
| 126 |
+
"nDCG@10": 0.6623,
|
| 127 |
+
"MRR@10": 0.6293,
|
| 128 |
+
"P@10": 0.0863,
|
| 129 |
+
"R@10": 0.7809
|
| 130 |
+
},
|
| 131 |
+
"MiniLM + exact FAISS": {
|
| 132 |
+
"nDCG@10": 0.6451,
|
| 133 |
+
"MRR@10": 0.611
|
| 134 |
+
},
|
| 135 |
+
"Contriever-MS MARCO": {
|
| 136 |
+
"nDCG@10": 0.677
|
| 137 |
+
},
|
| 138 |
+
"SPLADE++": {
|
| 139 |
+
"nDCG@10": 0.704
|
| 140 |
+
},
|
| 141 |
+
"BGE-base + FAISS": {
|
| 142 |
+
"nDCG@10": 0.741
|
| 143 |
+
},
|
| 144 |
+
"Modern ColBERT": {
|
| 145 |
+
"nDCG@10": 0.764,
|
| 146 |
+
"MRR@10": 0.739,
|
| 147 |
+
"P@10": 0.098,
|
| 148 |
+
"R@10": 0.865
|
| 149 |
+
},
|
| 150 |
+
"Previous OURS": {
|
| 151 |
+
"nDCG@10": 0.425,
|
| 152 |
+
"MRR@10": 0.406,
|
| 153 |
+
"P@10": 0.056,
|
| 154 |
+
"R@10": 0.506
|
| 155 |
+
},
|
| 156 |
+
"Current OURS all routed (~157 avg)": {
|
| 157 |
+
"nDCG@10": 0.589315,
|
| 158 |
+
"MRR@10": 0.560915,
|
| 159 |
+
"P@10": 0.077667,
|
| 160 |
+
"R@10": 0.700333
|
| 161 |
+
},
|
| 162 |
+
"Current OURS P=100 HQ-div": {
|
| 163 |
+
"nDCG@10": 0.568515,
|
| 164 |
+
"MRR@10": 0.545151,
|
| 165 |
+
"P@10": 0.073667,
|
| 166 |
+
"R@10": 0.666333,
|
| 167 |
+
"Hit@10": 0.683333
|
| 168 |
+
}
|
| 169 |
+
},
|
| 170 |
+
"sweep": {
|
| 171 |
+
"25": {
|
| 172 |
+
"nDCG@10": 0.5581837168433081,
|
| 173 |
+
"MRR@10": 0.5380701058201058,
|
| 174 |
+
"P@10": 0.07166666666666666,
|
| 175 |
+
"R@10": 0.6446666666666666,
|
| 176 |
+
"Hit@10": 0.6633333333333333,
|
| 177 |
+
"pool_recall_micro": 0.6814159292035398,
|
| 178 |
+
"avg_candidates": 156.75333333333333,
|
| 179 |
+
"rank_median_ms": 0.6393210001078842,
|
| 180 |
+
"rank_p95_ms": 0.7256574998564247
|
| 181 |
+
},
|
| 182 |
+
"50": {
|
| 183 |
+
"nDCG@10": 0.5628440203177064,
|
| 184 |
+
"MRR@10": 0.5405198412698413,
|
| 185 |
+
"P@10": 0.07266666666666666,
|
| 186 |
+
"R@10": 0.6563333333333332,
|
| 187 |
+
"Hit@10": 0.6733333333333333,
|
| 188 |
+
"pool_recall_micro": 0.7079646017699115,
|
| 189 |
+
"avg_candidates": 156.75333333333333,
|
| 190 |
+
"rank_median_ms": 0.7425409999086696,
|
| 191 |
+
"rank_p95_ms": 0.809893949826801
|
| 192 |
+
},
|
| 193 |
+
"100": {
|
| 194 |
+
"nDCG@10": 0.5685151986151759,
|
| 195 |
+
"MRR@10": 0.5451507936507938,
|
| 196 |
+
"P@10": 0.07366666666666666,
|
| 197 |
+
"R@10": 0.6663333333333332,
|
| 198 |
+
"Hit@10": 0.6833333333333333,
|
| 199 |
+
"pool_recall_micro": 0.7227138643067846,
|
| 200 |
+
"avg_candidates": 156.75333333333333,
|
| 201 |
+
"rank_median_ms": 0.9471355001551274,
|
| 202 |
+
"rank_p95_ms": 1.0313707000932482
|
| 203 |
+
},
|
| 204 |
+
"200": {
|
| 205 |
+
"nDCG@10": 0.5812687718988229,
|
| 206 |
+
"MRR@10": 0.5552751322751323,
|
| 207 |
+
"P@10": 0.076,
|
| 208 |
+
"R@10": 0.6863333333333332,
|
| 209 |
+
"Hit@10": 0.7033333333333334,
|
| 210 |
+
"pool_recall_micro": 0.7581120943952803,
|
| 211 |
+
"avg_candidates": 156.75333333333333,
|
| 212 |
+
"rank_median_ms": 1.1392639999030507,
|
| 213 |
+
"rank_p95_ms": 1.4626991999193706
|
| 214 |
+
},
|
| 215 |
+
"500": {
|
| 216 |
+
"nDCG@10": 0.5912184144501831,
|
| 217 |
+
"MRR@10": 0.5624100529100529,
|
| 218 |
+
"P@10": 0.078,
|
| 219 |
+
"R@10": 0.7036666666666667,
|
| 220 |
+
"Hit@10": 0.72,
|
| 221 |
+
"pool_recall_micro": 0.7817109144542773,
|
| 222 |
+
"avg_candidates": 156.75333333333333,
|
| 223 |
+
"rank_median_ms": 1.1373985000773246,
|
| 224 |
+
"rank_p95_ms": 2.050895700153888
|
| 225 |
+
}
|
| 226 |
+
}
|
| 227 |
+
}
|
| 228 |
+
}
|
| 229 |
+
}
|
results/beir/scifact_p100_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "SciFact",
|
| 3 |
+
"P": 100,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 8.879961000047842,
|
| 8 |
+
"prepare_p95_ms": 12.524968149864437
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.07366666666666666,
|
| 13 |
+
"R@10": 0.6663333333333332,
|
| 14 |
+
"Hit@10": 0.6833333333333333,
|
| 15 |
+
"P@100": 0.008166666666666668,
|
| 16 |
+
"R@100": 0.7182222222222222,
|
| 17 |
+
"Hit@100": 0.73,
|
| 18 |
+
"MRR@10": 0.5446613756613756,
|
| 19 |
+
"nDCG@10": 0.5684962035797504,
|
| 20 |
+
"n_queries": 300.0,
|
| 21 |
+
"route_recall_micro": 0.7817109144542773,
|
| 22 |
+
"pool_recall_micro": 0.7227138643067846,
|
| 23 |
+
"avg_candidates": 156.75333333333333,
|
| 24 |
+
"rank_median_ms": 0.004976000127498992,
|
| 25 |
+
"rank_p95_ms": 0.005767299944636761
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.07366666666666666,
|
| 29 |
+
"R@10": 0.6663333333333332,
|
| 30 |
+
"Hit@10": 0.6833333333333333,
|
| 31 |
+
"P@100": 0.008166666666666668,
|
| 32 |
+
"R@100": 0.7182222222222222,
|
| 33 |
+
"Hit@100": 0.73,
|
| 34 |
+
"MRR@10": 0.5451507936507938,
|
| 35 |
+
"nDCG@10": 0.5685151986151759,
|
| 36 |
+
"n_queries": 300.0,
|
| 37 |
+
"route_recall_micro": 0.7817109144542773,
|
| 38 |
+
"pool_recall_micro": 0.7227138643067846,
|
| 39 |
+
"avg_candidates": 156.75333333333333,
|
| 40 |
+
"rank_median_ms": 0.9471355001551274,
|
| 41 |
+
"rank_p95_ms": 1.0313707000932482
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/scifact_p200_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "SciFact",
|
| 3 |
+
"P": 200,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 10.594023500061667,
|
| 8 |
+
"prepare_p95_ms": 15.062669899612047
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.07566666666666666,
|
| 13 |
+
"R@10": 0.6829999999999999,
|
| 14 |
+
"Hit@10": 0.7,
|
| 15 |
+
"P@100": 0.008533333333333335,
|
| 16 |
+
"R@100": 0.7515555555555555,
|
| 17 |
+
"Hit@100": 0.76,
|
| 18 |
+
"MRR@10": 0.5541732804232804,
|
| 19 |
+
"nDCG@10": 0.5797204706767707,
|
| 20 |
+
"n_queries": 300.0,
|
| 21 |
+
"route_recall_micro": 0.7817109144542773,
|
| 22 |
+
"pool_recall_micro": 0.7581120943952803,
|
| 23 |
+
"avg_candidates": 156.75333333333333,
|
| 24 |
+
"rank_median_ms": 0.005481000016516191,
|
| 25 |
+
"rank_p95_ms": 0.006436550188482216
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.076,
|
| 29 |
+
"R@10": 0.6863333333333332,
|
| 30 |
+
"Hit@10": 0.7033333333333334,
|
| 31 |
+
"P@100": 0.008533333333333335,
|
| 32 |
+
"R@100": 0.7515555555555555,
|
| 33 |
+
"Hit@100": 0.76,
|
| 34 |
+
"MRR@10": 0.5552751322751323,
|
| 35 |
+
"nDCG@10": 0.5812687718988229,
|
| 36 |
+
"n_queries": 300.0,
|
| 37 |
+
"route_recall_micro": 0.7817109144542773,
|
| 38 |
+
"pool_recall_micro": 0.7581120943952803,
|
| 39 |
+
"avg_candidates": 156.75333333333333,
|
| 40 |
+
"rank_median_ms": 1.1392639999030507,
|
| 41 |
+
"rank_p95_ms": 1.4626991999193706
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/scifact_p25_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "SciFact",
|
| 3 |
+
"P": 25,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 5.250946999922235,
|
| 8 |
+
"prepare_p95_ms": 7.97675554988473
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.07166666666666666,
|
| 13 |
+
"R@10": 0.6446666666666666,
|
| 14 |
+
"Hit@10": 0.6633333333333333,
|
| 15 |
+
"P@100": 0.0077,
|
| 16 |
+
"R@100": 0.6789444444444445,
|
| 17 |
+
"Hit@100": 0.6933333333333334,
|
| 18 |
+
"MRR@10": 0.5372433862433862,
|
| 19 |
+
"nDCG@10": 0.5578855708735136,
|
| 20 |
+
"n_queries": 300.0,
|
| 21 |
+
"route_recall_micro": 0.7817109144542773,
|
| 22 |
+
"pool_recall_micro": 0.6814159292035398,
|
| 23 |
+
"avg_candidates": 156.75333333333333,
|
| 24 |
+
"rank_median_ms": 0.003245000243623508,
|
| 25 |
+
"rank_p95_ms": 0.003967499947066246
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.07166666666666666,
|
| 29 |
+
"R@10": 0.6446666666666666,
|
| 30 |
+
"Hit@10": 0.6633333333333333,
|
| 31 |
+
"P@100": 0.0077,
|
| 32 |
+
"R@100": 0.6789444444444445,
|
| 33 |
+
"Hit@100": 0.6933333333333334,
|
| 34 |
+
"MRR@10": 0.5380701058201058,
|
| 35 |
+
"nDCG@10": 0.5581837168433081,
|
| 36 |
+
"n_queries": 300.0,
|
| 37 |
+
"route_recall_micro": 0.7817109144542773,
|
| 38 |
+
"pool_recall_micro": 0.6814159292035398,
|
| 39 |
+
"avg_candidates": 156.75333333333333,
|
| 40 |
+
"rank_median_ms": 0.6393210001078842,
|
| 41 |
+
"rank_p95_ms": 0.7256574998564247
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/scifact_p500_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "SciFact",
|
| 3 |
+
"P": 500,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 11.065970000117886,
|
| 8 |
+
"prepare_p95_ms": 16.963368700066894
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.07766666666666666,
|
| 13 |
+
"R@10": 0.7003333333333334,
|
| 14 |
+
"Hit@10": 0.7166666666666667,
|
| 15 |
+
"P@100": 0.008800000000000002,
|
| 16 |
+
"R@100": 0.772888888888889,
|
| 17 |
+
"Hit@100": 0.78,
|
| 18 |
+
"MRR@10": 0.5609153439153438,
|
| 19 |
+
"nDCG@10": 0.589315345566207,
|
| 20 |
+
"n_queries": 300.0,
|
| 21 |
+
"route_recall_micro": 0.7817109144542773,
|
| 22 |
+
"pool_recall_micro": 0.7817109144542773,
|
| 23 |
+
"avg_candidates": 156.75333333333333,
|
| 24 |
+
"rank_median_ms": 0.005606499826171785,
|
| 25 |
+
"rank_p95_ms": 0.008082250042207306
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.078,
|
| 29 |
+
"R@10": 0.7036666666666667,
|
| 30 |
+
"Hit@10": 0.72,
|
| 31 |
+
"P@100": 0.008800000000000002,
|
| 32 |
+
"R@100": 0.772888888888889,
|
| 33 |
+
"Hit@100": 0.78,
|
| 34 |
+
"MRR@10": 0.5624100529100529,
|
| 35 |
+
"nDCG@10": 0.5912184144501831,
|
| 36 |
+
"n_queries": 300.0,
|
| 37 |
+
"route_recall_micro": 0.7817109144542773,
|
| 38 |
+
"pool_recall_micro": 0.7817109144542773,
|
| 39 |
+
"avg_candidates": 156.75333333333333,
|
| 40 |
+
"rank_median_ms": 1.1373985000773246,
|
| 41 |
+
"rank_p95_ms": 2.050895700153888
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/scifact_p50_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "SciFact",
|
| 3 |
+
"P": 50,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 6.916647000025478,
|
| 8 |
+
"prepare_p95_ms": 9.987326550071888
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.07266666666666666,
|
| 13 |
+
"R@10": 0.6563333333333332,
|
| 14 |
+
"Hit@10": 0.6733333333333333,
|
| 15 |
+
"P@100": 0.008000000000000002,
|
| 16 |
+
"R@100": 0.7064444444444444,
|
| 17 |
+
"Hit@100": 0.72,
|
| 18 |
+
"MRR@10": 0.5405489417989418,
|
| 19 |
+
"nDCG@10": 0.5630407091468883,
|
| 20 |
+
"n_queries": 300.0,
|
| 21 |
+
"route_recall_micro": 0.7817109144542773,
|
| 22 |
+
"pool_recall_micro": 0.7079646017699115,
|
| 23 |
+
"avg_candidates": 156.75333333333333,
|
| 24 |
+
"rank_median_ms": 0.003697500005728216,
|
| 25 |
+
"rank_p95_ms": 0.004394999928081234
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.07266666666666666,
|
| 29 |
+
"R@10": 0.6563333333333332,
|
| 30 |
+
"Hit@10": 0.6733333333333333,
|
| 31 |
+
"P@100": 0.008000000000000002,
|
| 32 |
+
"R@100": 0.7064444444444444,
|
| 33 |
+
"Hit@100": 0.72,
|
| 34 |
+
"MRR@10": 0.5405198412698413,
|
| 35 |
+
"nDCG@10": 0.5628440203177064,
|
| 36 |
+
"n_queries": 300.0,
|
| 37 |
+
"route_recall_micro": 0.7817109144542773,
|
| 38 |
+
"pool_recall_micro": 0.7079646017699115,
|
| 39 |
+
"avg_candidates": 156.75333333333333,
|
| 40 |
+
"rank_median_ms": 0.7425409999086696,
|
| 41 |
+
"rank_p95_ms": 0.809893949826801
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/scifact_softdiv_results.json
ADDED
|
@@ -0,0 +1,167 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"train": {
|
| 3 |
+
"z": {
|
| 4 |
+
"P@10": 0.08108776266996291,
|
| 5 |
+
"R@10": 0.7149567367119901,
|
| 6 |
+
"Hit@10": 0.7280593325092707,
|
| 7 |
+
"P@100": 0.008924598269468478,
|
| 8 |
+
"R@100": 0.7816028018129377,
|
| 9 |
+
"Hit@100": 0.7898640296662547,
|
| 10 |
+
"MRR@10": 0.5759471815096042,
|
| 11 |
+
"nDCG@10": 0.6065701230910079,
|
| 12 |
+
"n_queries": 809.0,
|
| 13 |
+
"route_recall": 0.7899891186071817,
|
| 14 |
+
"avg_candidates": 158.0840543881335
|
| 15 |
+
},
|
| 16 |
+
"mm": {
|
| 17 |
+
"P@10": 0.08220024721878863,
|
| 18 |
+
"R@10": 0.7260815822002472,
|
| 19 |
+
"Hit@10": 0.7404202719406675,
|
| 20 |
+
"P@100": 0.008936959208899876,
|
| 21 |
+
"R@100": 0.7822208487845076,
|
| 22 |
+
"Hit@100": 0.7898640296662547,
|
| 23 |
+
"MRR@10": 0.574885219848137,
|
| 24 |
+
"nDCG@10": 0.6083529324007645,
|
| 25 |
+
"n_queries": 809.0,
|
| 26 |
+
"route_recall": 0.7899891186071817,
|
| 27 |
+
"avg_candidates": 158.0840543881335
|
| 28 |
+
},
|
| 29 |
+
"soft_0.001": {
|
| 30 |
+
"P@10": 0.08220024721878863,
|
| 31 |
+
"R@10": 0.7260815822002472,
|
| 32 |
+
"Hit@10": 0.7404202719406675,
|
| 33 |
+
"P@100": 0.008936959208899876,
|
| 34 |
+
"R@100": 0.7822208487845076,
|
| 35 |
+
"Hit@100": 0.7898640296662547,
|
| 36 |
+
"MRR@10": 0.574885219848137,
|
| 37 |
+
"nDCG@10": 0.6083529324007645,
|
| 38 |
+
"n_queries": 809.0,
|
| 39 |
+
"route_recall": 0.7899891186071817,
|
| 40 |
+
"avg_candidates": 158.0840543881335
|
| 41 |
+
},
|
| 42 |
+
"soft_0.0025": {
|
| 43 |
+
"P@10": 0.08220024721878863,
|
| 44 |
+
"R@10": 0.7260815822002472,
|
| 45 |
+
"Hit@10": 0.7404202719406675,
|
| 46 |
+
"P@100": 0.008936959208899876,
|
| 47 |
+
"R@100": 0.7822208487845076,
|
| 48 |
+
"Hit@100": 0.7898640296662547,
|
| 49 |
+
"MRR@10": 0.574885219848137,
|
| 50 |
+
"nDCG@10": 0.6083529324007645,
|
| 51 |
+
"n_queries": 809.0,
|
| 52 |
+
"route_recall": 0.7899891186071817,
|
| 53 |
+
"avg_candidates": 158.0840543881335
|
| 54 |
+
},
|
| 55 |
+
"soft_0.005": {
|
| 56 |
+
"P@10": 0.08220024721878863,
|
| 57 |
+
"R@10": 0.7260815822002472,
|
| 58 |
+
"Hit@10": 0.7404202719406675,
|
| 59 |
+
"P@100": 0.008936959208899876,
|
| 60 |
+
"R@100": 0.7822208487845076,
|
| 61 |
+
"Hit@100": 0.7898640296662547,
|
| 62 |
+
"MRR@10": 0.574885219848137,
|
| 63 |
+
"nDCG@10": 0.6083529324007645,
|
| 64 |
+
"n_queries": 809.0,
|
| 65 |
+
"route_recall": 0.7899891186071817,
|
| 66 |
+
"avg_candidates": 158.0840543881335
|
| 67 |
+
},
|
| 68 |
+
"soft_0.01": {
|
| 69 |
+
"P@10": 0.08220024721878863,
|
| 70 |
+
"R@10": 0.7260815822002472,
|
| 71 |
+
"Hit@10": 0.7404202719406675,
|
| 72 |
+
"P@100": 0.008936959208899876,
|
| 73 |
+
"R@100": 0.7822208487845076,
|
| 74 |
+
"Hit@100": 0.7898640296662547,
|
| 75 |
+
"MRR@10": 0.574885219848137,
|
| 76 |
+
"nDCG@10": 0.6083529324007645,
|
| 77 |
+
"n_queries": 809.0,
|
| 78 |
+
"route_recall": 0.7899891186071817,
|
| 79 |
+
"avg_candidates": 158.0840543881335
|
| 80 |
+
},
|
| 81 |
+
"soft_0.025": {
|
| 82 |
+
"P@10": 0.08220024721878863,
|
| 83 |
+
"R@10": 0.7260815822002472,
|
| 84 |
+
"Hit@10": 0.7404202719406675,
|
| 85 |
+
"P@100": 0.008936959208899876,
|
| 86 |
+
"R@100": 0.7822208487845076,
|
| 87 |
+
"Hit@100": 0.7898640296662547,
|
| 88 |
+
"MRR@10": 0.5749023878195695,
|
| 89 |
+
"nDCG@10": 0.6083707752698889,
|
| 90 |
+
"n_queries": 809.0,
|
| 91 |
+
"route_recall": 0.7899891186071817,
|
| 92 |
+
"avg_candidates": 158.0840543881335
|
| 93 |
+
},
|
| 94 |
+
"soft_0.05": {
|
| 95 |
+
"P@10": 0.08220024721878863,
|
| 96 |
+
"R@10": 0.7260815822002472,
|
| 97 |
+
"Hit@10": 0.7404202719406675,
|
| 98 |
+
"P@100": 0.008936959208899876,
|
| 99 |
+
"R@100": 0.7822208487845076,
|
| 100 |
+
"Hit@100": 0.7898640296662547,
|
| 101 |
+
"MRR@10": 0.574878352659564,
|
| 102 |
+
"nDCG@10": 0.6083358497644736,
|
| 103 |
+
"n_queries": 809.0,
|
| 104 |
+
"route_recall": 0.7899891186071817,
|
| 105 |
+
"avg_candidates": 158.0840543881335
|
| 106 |
+
},
|
| 107 |
+
"soft_0.1": {
|
| 108 |
+
"P@10": 0.08220024721878863,
|
| 109 |
+
"R@10": 0.7254635352286773,
|
| 110 |
+
"Hit@10": 0.7391841779975278,
|
| 111 |
+
"P@100": 0.008936959208899876,
|
| 112 |
+
"R@100": 0.7822208487845076,
|
| 113 |
+
"Hit@100": 0.7898640296662547,
|
| 114 |
+
"MRR@10": 0.5744211941059901,
|
| 115 |
+
"nDCG@10": 0.6078094794553561,
|
| 116 |
+
"n_queries": 809.0,
|
| 117 |
+
"route_recall": 0.7899891186071817,
|
| 118 |
+
"avg_candidates": 158.0840543881335
|
| 119 |
+
}
|
| 120 |
+
},
|
| 121 |
+
"test": {
|
| 122 |
+
"z": {
|
| 123 |
+
"P@10": 0.07766666666666666,
|
| 124 |
+
"R@10": 0.7003333333333334,
|
| 125 |
+
"Hit@10": 0.7166666666666667,
|
| 126 |
+
"P@100": 0.008800000000000002,
|
| 127 |
+
"R@100": 0.772888888888889,
|
| 128 |
+
"Hit@100": 0.78,
|
| 129 |
+
"MRR@10": 0.5609153439153438,
|
| 130 |
+
"nDCG@10": 0.589315345566207,
|
| 131 |
+
"n_queries": 300.0,
|
| 132 |
+
"route_recall": 0.7817109144542773,
|
| 133 |
+
"avg_candidates": 156.75333333333333
|
| 134 |
+
},
|
| 135 |
+
"mm": {
|
| 136 |
+
"P@10": 0.077,
|
| 137 |
+
"R@10": 0.6936666666666667,
|
| 138 |
+
"Hit@10": 0.71,
|
| 139 |
+
"P@100": 0.008833333333333334,
|
| 140 |
+
"R@100": 0.7762222222222223,
|
| 141 |
+
"Hit@100": 0.7833333333333333,
|
| 142 |
+
"MRR@10": 0.5517804232804232,
|
| 143 |
+
"nDCG@10": 0.5818118384500304,
|
| 144 |
+
"n_queries": 300.0,
|
| 145 |
+
"route_recall": 0.7817109144542773,
|
| 146 |
+
"avg_candidates": 156.75333333333333
|
| 147 |
+
},
|
| 148 |
+
"soft_div": {
|
| 149 |
+
"P@10": 0.077,
|
| 150 |
+
"R@10": 0.6936666666666667,
|
| 151 |
+
"Hit@10": 0.71,
|
| 152 |
+
"P@100": 0.008833333333333334,
|
| 153 |
+
"R@100": 0.7762222222222223,
|
| 154 |
+
"Hit@100": 0.7833333333333333,
|
| 155 |
+
"MRR@10": 0.5519986772486771,
|
| 156 |
+
"nDCG@10": 0.5819833550679603,
|
| 157 |
+
"n_queries": 300.0,
|
| 158 |
+
"route_recall": 0.7817109144542773,
|
| 159 |
+
"avg_candidates": 156.75333333333333
|
| 160 |
+
}
|
| 161 |
+
},
|
| 162 |
+
"timing": {
|
| 163 |
+
"test_pack_median_ms": 7.513923499999464,
|
| 164 |
+
"test_pack_p95_ms": 12.62892140000531
|
| 165 |
+
},
|
| 166 |
+
"selected": "soft_0.025"
|
| 167 |
+
}
|
results/beir/treccovid_collision_diagnostic.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
results/beir/treccovid_full_benchmark_diversity.json
ADDED
|
@@ -0,0 +1,328 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"n_docs": 171332,
|
| 4 |
+
"n_queries": 50,
|
| 5 |
+
"local_baselines": {
|
| 6 |
+
"tfidf": {
|
| 7 |
+
"P@10": 0.40199999999999997,
|
| 8 |
+
"R@10": 0.010529298414663445,
|
| 9 |
+
"Hit@10": 0.86,
|
| 10 |
+
"P@100": 0.3264,
|
| 11 |
+
"R@100": 0.07671840073447482,
|
| 12 |
+
"Hit@100": 1.0,
|
| 13 |
+
"MRR@10": 0.591468253968254,
|
| 14 |
+
"nDCG@10": 0.37378498193829657,
|
| 15 |
+
"n_queries": 50.0,
|
| 16 |
+
"median_ms": 50.18549349995283,
|
| 17 |
+
"p95_ms": 56.715821400064215
|
| 18 |
+
},
|
| 19 |
+
"bm25": {
|
| 20 |
+
"P@10": 0.6359999999999999,
|
| 21 |
+
"R@10": 0.01575838201513609,
|
| 22 |
+
"Hit@10": 1.0,
|
| 23 |
+
"P@100": 0.4236,
|
| 24 |
+
"R@100": 0.094478437309628,
|
| 25 |
+
"Hit@100": 1.0,
|
| 26 |
+
"MRR@10": 0.7593333333333332,
|
| 27 |
+
"nDCG@10": 0.5742822113004279,
|
| 28 |
+
"n_queries": 50.0,
|
| 29 |
+
"median_ms_effectiveness_impl": 4.9122945000590335,
|
| 30 |
+
"p95_ms_effectiveness_impl": 7.3358397999754725,
|
| 31 |
+
"count_build_s": 15.191123209999887
|
| 32 |
+
}
|
| 33 |
+
},
|
| 34 |
+
"previous_reference_rows": {
|
| 35 |
+
"Previous OURS": {
|
| 36 |
+
"nDCG@10": 0.502,
|
| 37 |
+
"MRR@10": 0.744,
|
| 38 |
+
"P@10": 0.538,
|
| 39 |
+
"R@10": 0.01345,
|
| 40 |
+
"R@100": 0.109,
|
| 41 |
+
"median_ms": 6.24,
|
| 42 |
+
"p95_ms": 8.78
|
| 43 |
+
},
|
| 44 |
+
"Contriever + FAISS": {
|
| 45 |
+
"nDCG@10": 0.596,
|
| 46 |
+
"R@100": 0.091
|
| 47 |
+
},
|
| 48 |
+
"SPLADE++": {
|
| 49 |
+
"nDCG@10": 0.727,
|
| 50 |
+
"R@100": 0.128
|
| 51 |
+
},
|
| 52 |
+
"BGE-base + FAISS Flat": {
|
| 53 |
+
"nDCG@10": 0.781,
|
| 54 |
+
"R@100": 0.141
|
| 55 |
+
},
|
| 56 |
+
"Modern ColBERT": {
|
| 57 |
+
"nDCG@10": 0.834,
|
| 58 |
+
"MRR@10": 0.953,
|
| 59 |
+
"P@10": 0.882,
|
| 60 |
+
"R@100": 0.161
|
| 61 |
+
}
|
| 62 |
+
},
|
| 63 |
+
"new_variants": {
|
| 64 |
+
"timing": {
|
| 65 |
+
"prepare_median_ms": 136.17537499999344,
|
| 66 |
+
"prepare_p95_ms": 193.8299660500206
|
| 67 |
+
},
|
| 68 |
+
"variants": {
|
| 69 |
+
"z_final": {
|
| 70 |
+
"P@10": 0.602,
|
| 71 |
+
"R@10": 0.015101157203650857,
|
| 72 |
+
"Hit@10": 1.0,
|
| 73 |
+
"P@100": 0.42539999999999994,
|
| 74 |
+
"R@100": 0.09956484330247482,
|
| 75 |
+
"Hit@100": 1.0,
|
| 76 |
+
"MRR@10": 0.765,
|
| 77 |
+
"nDCG@10": 0.5502833158736454,
|
| 78 |
+
"n_queries": 50.0,
|
| 79 |
+
"route_recall_micro": 0.5703805779597131,
|
| 80 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 81 |
+
"avg_candidates": 17575.12
|
| 82 |
+
},
|
| 83 |
+
"minmax_final": {
|
| 84 |
+
"P@10": 0.5640000000000001,
|
| 85 |
+
"R@10": 0.014034227736097615,
|
| 86 |
+
"Hit@10": 0.98,
|
| 87 |
+
"P@100": 0.4188000000000001,
|
| 88 |
+
"R@100": 0.09824214062268018,
|
| 89 |
+
"Hit@100": 1.0,
|
| 90 |
+
"MRR@10": 0.765,
|
| 91 |
+
"nDCG@10": 0.5145684384433381,
|
| 92 |
+
"n_queries": 50.0,
|
| 93 |
+
"route_recall_micro": 0.5703805779597131,
|
| 94 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 95 |
+
"avg_candidates": 17575.12
|
| 96 |
+
},
|
| 97 |
+
"soft_div_0.025": {
|
| 98 |
+
"P@10": 0.562,
|
| 99 |
+
"R@10": 0.014009413840315977,
|
| 100 |
+
"Hit@10": 0.98,
|
| 101 |
+
"P@100": 0.4188000000000001,
|
| 102 |
+
"R@100": 0.09824214062268018,
|
| 103 |
+
"Hit@100": 1.0,
|
| 104 |
+
"MRR@10": 0.7666666666666667,
|
| 105 |
+
"nDCG@10": 0.5117288905136467,
|
| 106 |
+
"n_queries": 50.0,
|
| 107 |
+
"route_recall_micro": 0.5703805779597131,
|
| 108 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 109 |
+
"avg_candidates": 17575.12
|
| 110 |
+
},
|
| 111 |
+
"branch_first_pure": {
|
| 112 |
+
"P@10": 0.276,
|
| 113 |
+
"R@10": 0.006783248100353064,
|
| 114 |
+
"Hit@10": 0.92,
|
| 115 |
+
"P@100": 0.40579999999999994,
|
| 116 |
+
"R@100": 0.0947865234304445,
|
| 117 |
+
"Hit@100": 1.0,
|
| 118 |
+
"MRR@10": 0.7144365079365079,
|
| 119 |
+
"nDCG@10": 0.2753060264002897,
|
| 120 |
+
"n_queries": 50.0,
|
| 121 |
+
"route_recall_micro": 0.5703805779597131,
|
| 122 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 123 |
+
"avg_candidates": 17575.12
|
| 124 |
+
},
|
| 125 |
+
"soft_div_0.01": {
|
| 126 |
+
"P@10": 0.562,
|
| 127 |
+
"R@10": 0.014009413840315977,
|
| 128 |
+
"Hit@10": 0.98,
|
| 129 |
+
"P@100": 0.4188000000000001,
|
| 130 |
+
"R@100": 0.09824214062268018,
|
| 131 |
+
"Hit@100": 1.0,
|
| 132 |
+
"MRR@10": 0.765,
|
| 133 |
+
"nDCG@10": 0.5123620851480878,
|
| 134 |
+
"n_queries": 50.0,
|
| 135 |
+
"route_recall_micro": 0.5703805779597131,
|
| 136 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 137 |
+
"avg_candidates": 17575.12
|
| 138 |
+
},
|
| 139 |
+
"soft_div_0.05": {
|
| 140 |
+
"P@10": 0.5640000000000001,
|
| 141 |
+
"R@10": 0.014047221023680816,
|
| 142 |
+
"Hit@10": 0.98,
|
| 143 |
+
"P@100": 0.4188000000000001,
|
| 144 |
+
"R@100": 0.09824214062268018,
|
| 145 |
+
"Hit@100": 1.0,
|
| 146 |
+
"MRR@10": 0.7676666666666666,
|
| 147 |
+
"nDCG@10": 0.5129133259502009,
|
| 148 |
+
"n_queries": 50.0,
|
| 149 |
+
"route_recall_micro": 0.5703805779597131,
|
| 150 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 151 |
+
"avg_candidates": 17575.12
|
| 152 |
+
},
|
| 153 |
+
"soft_div_0.1": {
|
| 154 |
+
"P@10": 0.562,
|
| 155 |
+
"R@10": 0.014000499160801759,
|
| 156 |
+
"Hit@10": 0.98,
|
| 157 |
+
"P@100": 0.4188000000000001,
|
| 158 |
+
"R@100": 0.09824214062268018,
|
| 159 |
+
"Hit@100": 1.0,
|
| 160 |
+
"MRR@10": 0.7676666666666666,
|
| 161 |
+
"nDCG@10": 0.5098845459144196,
|
| 162 |
+
"n_queries": 50.0,
|
| 163 |
+
"route_recall_micro": 0.5703805779597131,
|
| 164 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 165 |
+
"avg_candidates": 17575.12
|
| 166 |
+
},
|
| 167 |
+
"soft_div_0.25": {
|
| 168 |
+
"P@10": 0.562,
|
| 169 |
+
"R@10": 0.01397911437311623,
|
| 170 |
+
"Hit@10": 0.98,
|
| 171 |
+
"P@100": 0.4188000000000001,
|
| 172 |
+
"R@100": 0.09824214062268018,
|
| 173 |
+
"Hit@100": 1.0,
|
| 174 |
+
"MRR@10": 0.7666666666666667,
|
| 175 |
+
"nDCG@10": 0.5109123786156311,
|
| 176 |
+
"n_queries": 50.0,
|
| 177 |
+
"route_recall_micro": 0.5703805779597131,
|
| 178 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 179 |
+
"avg_candidates": 17575.12
|
| 180 |
+
},
|
| 181 |
+
"soft_div_0.5": {
|
| 182 |
+
"P@10": 0.552,
|
| 183 |
+
"R@10": 0.013675450903167073,
|
| 184 |
+
"Hit@10": 0.98,
|
| 185 |
+
"P@100": 0.4188000000000001,
|
| 186 |
+
"R@100": 0.09824214062268018,
|
| 187 |
+
"Hit@100": 1.0,
|
| 188 |
+
"MRR@10": 0.7748333333333334,
|
| 189 |
+
"nDCG@10": 0.5052959079382846,
|
| 190 |
+
"n_queries": 50.0,
|
| 191 |
+
"route_recall_micro": 0.5703805779597131,
|
| 192 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 193 |
+
"avg_candidates": 17575.12
|
| 194 |
+
},
|
| 195 |
+
"soft_div_1": {
|
| 196 |
+
"P@10": 0.534,
|
| 197 |
+
"R@10": 0.013209992647148791,
|
| 198 |
+
"Hit@10": 0.98,
|
| 199 |
+
"P@100": 0.4188000000000001,
|
| 200 |
+
"R@100": 0.09824214062268018,
|
| 201 |
+
"Hit@100": 1.0,
|
| 202 |
+
"MRR@10": 0.7736904761904762,
|
| 203 |
+
"nDCG@10": 0.48987887329531626,
|
| 204 |
+
"n_queries": 50.0,
|
| 205 |
+
"route_recall_micro": 0.5703805779597131,
|
| 206 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 207 |
+
"avg_candidates": 17575.12
|
| 208 |
+
},
|
| 209 |
+
"soft_div_2": {
|
| 210 |
+
"P@10": 0.49200000000000005,
|
| 211 |
+
"R@10": 0.012139397110092725,
|
| 212 |
+
"Hit@10": 0.98,
|
| 213 |
+
"P@100": 0.41820000000000007,
|
| 214 |
+
"R@100": 0.09815639922794743,
|
| 215 |
+
"Hit@100": 1.0,
|
| 216 |
+
"MRR@10": 0.7718571428571428,
|
| 217 |
+
"nDCG@10": 0.4525746626730756,
|
| 218 |
+
"n_queries": 50.0,
|
| 219 |
+
"route_recall_micro": 0.5703805779597131,
|
| 220 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 221 |
+
"avg_candidates": 17575.12
|
| 222 |
+
},
|
| 223 |
+
"soft_div_4": {
|
| 224 |
+
"P@10": 0.37799999999999995,
|
| 225 |
+
"R@10": 0.009571807241127462,
|
| 226 |
+
"Hit@10": 0.96,
|
| 227 |
+
"P@100": 0.41259999999999997,
|
| 228 |
+
"R@100": 0.09668412424229036,
|
| 229 |
+
"Hit@100": 1.0,
|
| 230 |
+
"MRR@10": 0.760547619047619,
|
| 231 |
+
"nDCG@10": 0.366728620965892,
|
| 232 |
+
"n_queries": 50.0,
|
| 233 |
+
"route_recall_micro": 0.5703805779597131,
|
| 234 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 235 |
+
"avg_candidates": 17575.12
|
| 236 |
+
},
|
| 237 |
+
"branch_first_0.1": {
|
| 238 |
+
"P@10": 0.554,
|
| 239 |
+
"R@10": 0.01369204817670311,
|
| 240 |
+
"Hit@10": 0.98,
|
| 241 |
+
"P@100": 0.4188000000000001,
|
| 242 |
+
"R@100": 0.09824214062268018,
|
| 243 |
+
"Hit@100": 1.0,
|
| 244 |
+
"MRR@10": 0.77,
|
| 245 |
+
"nDCG@10": 0.506195536712172,
|
| 246 |
+
"n_queries": 50.0,
|
| 247 |
+
"route_recall_micro": 0.5703805779597131,
|
| 248 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 249 |
+
"avg_candidates": 17575.12
|
| 250 |
+
},
|
| 251 |
+
"branch_first_0.25": {
|
| 252 |
+
"P@10": 0.5479999999999999,
|
| 253 |
+
"R@10": 0.013611849109751656,
|
| 254 |
+
"Hit@10": 0.98,
|
| 255 |
+
"P@100": 0.4188000000000001,
|
| 256 |
+
"R@100": 0.09824214062268018,
|
| 257 |
+
"Hit@100": 1.0,
|
| 258 |
+
"MRR@10": 0.7803571428571427,
|
| 259 |
+
"nDCG@10": 0.49716167566710284,
|
| 260 |
+
"n_queries": 50.0,
|
| 261 |
+
"route_recall_micro": 0.5703805779597131,
|
| 262 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 263 |
+
"avg_candidates": 17575.12
|
| 264 |
+
},
|
| 265 |
+
"branch_first_0.5": {
|
| 266 |
+
"P@10": 0.512,
|
| 267 |
+
"R@10": 0.012481480188226115,
|
| 268 |
+
"Hit@10": 0.98,
|
| 269 |
+
"P@100": 0.4188000000000001,
|
| 270 |
+
"R@100": 0.09824214062268018,
|
| 271 |
+
"Hit@100": 1.0,
|
| 272 |
+
"MRR@10": 0.7778571428571428,
|
| 273 |
+
"nDCG@10": 0.46859679115226965,
|
| 274 |
+
"n_queries": 50.0,
|
| 275 |
+
"route_recall_micro": 0.5703805779597131,
|
| 276 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 277 |
+
"avg_candidates": 17575.12
|
| 278 |
+
},
|
| 279 |
+
"branch_first_1": {
|
| 280 |
+
"P@10": 0.408,
|
| 281 |
+
"R@10": 0.009958858471220475,
|
| 282 |
+
"Hit@10": 0.98,
|
| 283 |
+
"P@100": 0.4146000000000001,
|
| 284 |
+
"R@100": 0.09712651079224349,
|
| 285 |
+
"Hit@100": 1.0,
|
| 286 |
+
"MRR@10": 0.7688333333333333,
|
| 287 |
+
"nDCG@10": 0.393596441844575,
|
| 288 |
+
"n_queries": 50.0,
|
| 289 |
+
"route_recall_micro": 0.5703805779597131,
|
| 290 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 291 |
+
"avg_candidates": 17575.12
|
| 292 |
+
},
|
| 293 |
+
"branch_first_2": {
|
| 294 |
+
"P@10": 0.31799999999999995,
|
| 295 |
+
"R@10": 0.007714369287158434,
|
| 296 |
+
"Hit@10": 0.94,
|
| 297 |
+
"P@100": 0.4096,
|
| 298 |
+
"R@100": 0.09592530365099063,
|
| 299 |
+
"Hit@100": 1.0,
|
| 300 |
+
"MRR@10": 0.7452698412698413,
|
| 301 |
+
"nDCG@10": 0.32333468702485413,
|
| 302 |
+
"n_queries": 50.0,
|
| 303 |
+
"route_recall_micro": 0.5703805779597131,
|
| 304 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 305 |
+
"avg_candidates": 17575.12
|
| 306 |
+
},
|
| 307 |
+
"branch_first_4": {
|
| 308 |
+
"P@10": 0.29200000000000004,
|
| 309 |
+
"R@10": 0.006999105335298783,
|
| 310 |
+
"Hit@10": 0.94,
|
| 311 |
+
"P@100": 0.4068,
|
| 312 |
+
"R@100": 0.0949913841829258,
|
| 313 |
+
"Hit@100": 1.0,
|
| 314 |
+
"MRR@10": 0.731626984126984,
|
| 315 |
+
"nDCG@10": 0.29802704372120487,
|
| 316 |
+
"n_queries": 50.0,
|
| 317 |
+
"route_recall_micro": 0.5703805779597131,
|
| 318 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 319 |
+
"avg_candidates": 17575.12
|
| 320 |
+
}
|
| 321 |
+
}
|
| 322 |
+
},
|
| 323 |
+
"notes": {
|
| 324 |
+
"preselection": "frozen z-normalized tail + IDF^1 lexical rescue to P=2000",
|
| 325 |
+
"final_minmax": "(max-current)/(max-min) for each final component",
|
| 326 |
+
"diversity": "central deviation of normalized sparse branch centers, rank 1 pure relevance"
|
| 327 |
+
}
|
| 328 |
+
}
|
results/beir/treccovid_hq_branch_benchmark.json
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"branch_quality": "H_j = mean of the top 3 branch-specific evidences E_dj among P=2000 candidates, with E_dj = m_dj * rho_q(j) * L_dj(q) * C_dj(q)^gamma",
|
| 4 |
+
"selection": "rank 1 by frozen z-normalized relevance; for ranks 2-10, only branches in the top-10 by H_j can receive the central-deviation bonus; repeated branches remain allowed; lambda_D=0.1",
|
| 5 |
+
"baselines": {
|
| 6 |
+
"Exact TF-IDF": {
|
| 7 |
+
"nDCG@10": 0.3737849819,
|
| 8 |
+
"MRR@10": 0.591468254,
|
| 9 |
+
"P@10": 0.402,
|
| 10 |
+
"R@10": 0.0105292984,
|
| 11 |
+
"R@100": 0.0767184007,
|
| 12 |
+
"median_ms": 50.1855
|
| 13 |
+
},
|
| 14 |
+
"BM25 local": {
|
| 15 |
+
"nDCG@10": 0.5742822113,
|
| 16 |
+
"MRR@10": 0.7593333333,
|
| 17 |
+
"P@10": 0.636,
|
| 18 |
+
"R@10": 0.015758382,
|
| 19 |
+
"R@100": 0.0944784373,
|
| 20 |
+
"median_ms": 4.9123
|
| 21 |
+
},
|
| 22 |
+
"Contriever + FAISS": {
|
| 23 |
+
"nDCG@10": 0.596,
|
| 24 |
+
"R@100": 0.091
|
| 25 |
+
},
|
| 26 |
+
"SPLADE++": {
|
| 27 |
+
"nDCG@10": 0.727,
|
| 28 |
+
"R@100": 0.128
|
| 29 |
+
},
|
| 30 |
+
"BGE-base + FAISS Flat": {
|
| 31 |
+
"nDCG@10": 0.781,
|
| 32 |
+
"R@100": 0.141
|
| 33 |
+
},
|
| 34 |
+
"Modern ColBERT": {
|
| 35 |
+
"nDCG@10": 0.834,
|
| 36 |
+
"MRR@10": 0.953,
|
| 37 |
+
"P@10": 0.882,
|
| 38 |
+
"R@100": 0.161
|
| 39 |
+
},
|
| 40 |
+
"Previous OURS": {
|
| 41 |
+
"nDCG@10": 0.502,
|
| 42 |
+
"MRR@10": 0.744,
|
| 43 |
+
"P@10": 0.538,
|
| 44 |
+
"R@10": 0.01345,
|
| 45 |
+
"R@100": 0.109,
|
| 46 |
+
"median_ms": 6.24,
|
| 47 |
+
"p95_ms": 8.78
|
| 48 |
+
},
|
| 49 |
+
"Current frozen z scorer": {
|
| 50 |
+
"nDCG@10": 0.5502186334,
|
| 51 |
+
"MRR@10": 0.765,
|
| 52 |
+
"P@10": 0.602,
|
| 53 |
+
"R@10": 0.0151011572,
|
| 54 |
+
"R@100": 0.0995648433
|
| 55 |
+
},
|
| 56 |
+
"HQ-branch diversity (top10 H, lambda=0.1)": {
|
| 57 |
+
"nDCG@10": 0.553080998,
|
| 58 |
+
"MRR@10": 0.7772222222,
|
| 59 |
+
"P@10": 0.608,
|
| 60 |
+
"R@10": 0.015437063,
|
| 61 |
+
"R@100": 0.0995648433
|
| 62 |
+
}
|
| 63 |
+
},
|
| 64 |
+
"diagnostics": {
|
| 65 |
+
"route_recall_micro": 0.570380578,
|
| 66 |
+
"pool_recall_micro": 0.3781461517,
|
| 67 |
+
"avg_candidates": 17575.12
|
| 68 |
+
},
|
| 69 |
+
"note": "The diagnostic Python implementation of the sequential branch-aware selector is not optimized; measured selection overhead should not be used as a production latency comparison."
|
| 70 |
+
}
|
results/beir/treccovid_idf_power_2_3_4.json
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"experiment": "Final whole-document binary lexical IDF power; all else fixed",
|
| 4 |
+
"variants": {
|
| 5 |
+
"idf2_plain": {
|
| 6 |
+
"P@10": 0.602,
|
| 7 |
+
"R@10": 0.015101157203650857,
|
| 8 |
+
"Hit@10": 1.0,
|
| 9 |
+
"P@100": 0.42539999999999994,
|
| 10 |
+
"R@100": 0.09956484330247482,
|
| 11 |
+
"Hit@100": 1.0,
|
| 12 |
+
"MRR@10": 0.765,
|
| 13 |
+
"nDCG@10": 0.55021863339119,
|
| 14 |
+
"n_queries": 50.0,
|
| 15 |
+
"route_recall_micro": 0.5703805779597131,
|
| 16 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 17 |
+
"avg_candidates": 17575.12
|
| 18 |
+
},
|
| 19 |
+
"idf2_hqdiv": {
|
| 20 |
+
"P@10": 0.6080000000000001,
|
| 21 |
+
"R@10": 0.015437063028586355,
|
| 22 |
+
"Hit@10": 1.0,
|
| 23 |
+
"P@100": 0.42539999999999994,
|
| 24 |
+
"R@100": 0.09956484330247482,
|
| 25 |
+
"Hit@100": 1.0,
|
| 26 |
+
"MRR@10": 0.7772222222222223,
|
| 27 |
+
"nDCG@10": 0.5530809980311255,
|
| 28 |
+
"n_queries": 50.0,
|
| 29 |
+
"route_recall_micro": 0.5703805779597131,
|
| 30 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 31 |
+
"avg_candidates": 17575.12
|
| 32 |
+
},
|
| 33 |
+
"idf3_plain": {
|
| 34 |
+
"P@10": 0.6080000000000001,
|
| 35 |
+
"R@10": 0.015272289410132069,
|
| 36 |
+
"Hit@10": 0.96,
|
| 37 |
+
"P@100": 0.42260000000000003,
|
| 38 |
+
"R@100": 0.1010860271619752,
|
| 39 |
+
"Hit@100": 1.0,
|
| 40 |
+
"MRR@10": 0.7523333333333333,
|
| 41 |
+
"nDCG@10": 0.5465329404662792,
|
| 42 |
+
"n_queries": 50.0,
|
| 43 |
+
"route_recall_micro": 0.5703805779597131,
|
| 44 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 45 |
+
"avg_candidates": 17575.12
|
| 46 |
+
},
|
| 47 |
+
"idf3_hqdiv": {
|
| 48 |
+
"P@10": 0.6,
|
| 49 |
+
"R@10": 0.015164613567362657,
|
| 50 |
+
"Hit@10": 0.98,
|
| 51 |
+
"P@100": 0.42260000000000003,
|
| 52 |
+
"R@100": 0.1010860271619752,
|
| 53 |
+
"Hit@100": 1.0,
|
| 54 |
+
"MRR@10": 0.7557777777777779,
|
| 55 |
+
"nDCG@10": 0.5438478573528134,
|
| 56 |
+
"n_queries": 50.0,
|
| 57 |
+
"route_recall_micro": 0.5703805779597131,
|
| 58 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 59 |
+
"avg_candidates": 17575.12
|
| 60 |
+
},
|
| 61 |
+
"idf4_plain": {
|
| 62 |
+
"P@10": 0.592,
|
| 63 |
+
"R@10": 0.015142418436842235,
|
| 64 |
+
"Hit@10": 0.94,
|
| 65 |
+
"P@100": 0.41240000000000004,
|
| 66 |
+
"R@100": 0.09963840604375455,
|
| 67 |
+
"Hit@100": 1.0,
|
| 68 |
+
"MRR@10": 0.7565238095238095,
|
| 69 |
+
"nDCG@10": 0.5400169953899542,
|
| 70 |
+
"n_queries": 50.0,
|
| 71 |
+
"route_recall_micro": 0.5703805779597131,
|
| 72 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 73 |
+
"avg_candidates": 17575.12
|
| 74 |
+
},
|
| 75 |
+
"idf4_hqdiv": {
|
| 76 |
+
"P@10": 0.596,
|
| 77 |
+
"R@10": 0.015227669221184494,
|
| 78 |
+
"Hit@10": 0.98,
|
| 79 |
+
"P@100": 0.41240000000000004,
|
| 80 |
+
"R@100": 0.09963840604375455,
|
| 81 |
+
"Hit@100": 1.0,
|
| 82 |
+
"MRR@10": 0.7588333333333332,
|
| 83 |
+
"nDCG@10": 0.5421664503648407,
|
| 84 |
+
"n_queries": 50.0,
|
| 85 |
+
"route_recall_micro": 0.5703805779597131,
|
| 86 |
+
"pool_recall_micro": 0.37814615166376203,
|
| 87 |
+
"avg_candidates": 17575.12
|
| 88 |
+
}
|
| 89 |
+
},
|
| 90 |
+
"timing": {
|
| 91 |
+
"idf2_prepare_median_ms": 140.5520455000442,
|
| 92 |
+
"idf2_prepare_p95_ms": 199.60381509993113,
|
| 93 |
+
"idf3_prepare_median_ms": 138.61951050012067,
|
| 94 |
+
"idf3_prepare_p95_ms": 181.2092171502172,
|
| 95 |
+
"idf4_prepare_median_ms": 141.87610400017547,
|
| 96 |
+
"idf4_prepare_p95_ms": 211.680483749933
|
| 97 |
+
}
|
| 98 |
+
}
|
results/beir/treccovid_local_baselines.json
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"tfidf": {
|
| 3 |
+
"P@10": 0.40199999999999997,
|
| 4 |
+
"R@10": 0.010529298414663445,
|
| 5 |
+
"Hit@10": 0.86,
|
| 6 |
+
"P@100": 0.3264,
|
| 7 |
+
"R@100": 0.07671840073447482,
|
| 8 |
+
"Hit@100": 1.0,
|
| 9 |
+
"MRR@10": 0.591468253968254,
|
| 10 |
+
"nDCG@10": 0.37378498193829657,
|
| 11 |
+
"n_queries": 50.0,
|
| 12 |
+
"median_ms": 50.18549349995283,
|
| 13 |
+
"p95_ms": 56.715821400064215
|
| 14 |
+
},
|
| 15 |
+
"bm25": {
|
| 16 |
+
"P@10": 0.6359999999999999,
|
| 17 |
+
"R@10": 0.01575838201513609,
|
| 18 |
+
"Hit@10": 1.0,
|
| 19 |
+
"P@100": 0.4236,
|
| 20 |
+
"R@100": 0.094478437309628,
|
| 21 |
+
"Hit@100": 1.0,
|
| 22 |
+
"MRR@10": 0.7593333333333332,
|
| 23 |
+
"nDCG@10": 0.5742822113004279,
|
| 24 |
+
"n_queries": 50.0,
|
| 25 |
+
"median_ms_effectiveness_impl": 4.9122945000590335,
|
| 26 |
+
"p95_ms_effectiveness_impl": 7.3358397999754725,
|
| 27 |
+
"count_build_s": 15.191123209999887
|
| 28 |
+
}
|
| 29 |
+
}
|
results/beir/treccovid_p100_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"P": 100,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 105.07433100019625,
|
| 8 |
+
"prepare_p95_ms": 193.67685920005897
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.654,
|
| 13 |
+
"R@10": 0.016289629457413635,
|
| 14 |
+
"Hit@10": 1.0,
|
| 15 |
+
"P@100": 0.37959999999999994,
|
| 16 |
+
"R@100": 0.08656172876519479,
|
| 17 |
+
"Hit@100": 1.0,
|
| 18 |
+
"MRR@10": 0.819857142857143,
|
| 19 |
+
"nDCG@10": 0.5993891857091822,
|
| 20 |
+
"n_queries": 50.0,
|
| 21 |
+
"route_recall_micro": 0.5703805779597131,
|
| 22 |
+
"pool_recall_micro": 0.07692619462570421,
|
| 23 |
+
"avg_candidates": 17575.12,
|
| 24 |
+
"rank_median_ms": 0.0054180000006454065,
|
| 25 |
+
"rank_p95_ms": 0.0251462504365918
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.652,
|
| 29 |
+
"R@10": 0.01627904331621708,
|
| 30 |
+
"Hit@10": 1.0,
|
| 31 |
+
"P@100": 0.37959999999999994,
|
| 32 |
+
"R@100": 0.08656172876519479,
|
| 33 |
+
"Hit@100": 1.0,
|
| 34 |
+
"MRR@10": 0.8251904761904763,
|
| 35 |
+
"nDCG@10": 0.59895762984385,
|
| 36 |
+
"n_queries": 50.0,
|
| 37 |
+
"route_recall_micro": 0.5703805779597131,
|
| 38 |
+
"pool_recall_micro": 0.07692619462570421,
|
| 39 |
+
"avg_candidates": 17575.12,
|
| 40 |
+
"rank_median_ms": 1.050815999860788,
|
| 41 |
+
"rank_p95_ms": 1.1930039498565748
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/treccovid_p200_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"P": 200,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 105.85593599989807,
|
| 8 |
+
"prepare_p95_ms": 166.4733424499218
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.62,
|
| 13 |
+
"R@10": 0.01550000428147683,
|
| 14 |
+
"Hit@10": 1.0,
|
| 15 |
+
"P@100": 0.44220000000000004,
|
| 16 |
+
"R@100": 0.10208106167428445,
|
| 17 |
+
"Hit@100": 1.0,
|
| 18 |
+
"MRR@10": 0.7583571428571428,
|
| 19 |
+
"nDCG@10": 0.559051991390963,
|
| 20 |
+
"n_queries": 50.0,
|
| 21 |
+
"route_recall_micro": 0.5703805779597131,
|
| 22 |
+
"pool_recall_micro": 0.1264945486969562,
|
| 23 |
+
"avg_candidates": 17575.12,
|
| 24 |
+
"rank_median_ms": 0.006080000048314105,
|
| 25 |
+
"rank_p95_ms": 0.00796295005329739
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.608,
|
| 29 |
+
"R@10": 0.015336707307046284,
|
| 30 |
+
"Hit@10": 1.0,
|
| 31 |
+
"P@100": 0.44220000000000004,
|
| 32 |
+
"R@100": 0.10208106167428445,
|
| 33 |
+
"Hit@100": 1.0,
|
| 34 |
+
"MRR@10": 0.7631666666666667,
|
| 35 |
+
"nDCG@10": 0.5514777375610368,
|
| 36 |
+
"n_queries": 50.0,
|
| 37 |
+
"route_recall_micro": 0.5703805779597131,
|
| 38 |
+
"pool_recall_micro": 0.1264945486969562,
|
| 39 |
+
"avg_candidates": 17575.12,
|
| 40 |
+
"rank_median_ms": 1.5264525000020512,
|
| 41 |
+
"rank_p95_ms": 1.6499816999612449
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/treccovid_p25_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"P": 25,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 104.20714350016169,
|
| 8 |
+
"prepare_p95_ms": 166.69689050002032
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.588,
|
| 13 |
+
"R@10": 0.01500628816515005,
|
| 14 |
+
"Hit@10": 1.0,
|
| 15 |
+
"P@100": 0.1144,
|
| 16 |
+
"R@100": 0.028219548359836862,
|
| 17 |
+
"Hit@100": 1.0,
|
| 18 |
+
"MRR@10": 0.8073333333333333,
|
| 19 |
+
"nDCG@10": 0.5682416580369537,
|
| 20 |
+
"n_queries": 50.0,
|
| 21 |
+
"route_recall_micro": 0.5703805779597131,
|
| 22 |
+
"pool_recall_micro": 0.0231832367365136,
|
| 23 |
+
"avg_candidates": 17575.12,
|
| 24 |
+
"rank_median_ms": 0.003526999989844626,
|
| 25 |
+
"rank_p95_ms": 0.004191300081402005
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.584,
|
| 29 |
+
"R@10": 0.014844964287452928,
|
| 30 |
+
"Hit@10": 1.0,
|
| 31 |
+
"P@100": 0.1144,
|
| 32 |
+
"R@100": 0.028219548359836862,
|
| 33 |
+
"Hit@100": 1.0,
|
| 34 |
+
"MRR@10": 0.8066666666666665,
|
| 35 |
+
"nDCG@10": 0.5631635546257205,
|
| 36 |
+
"n_queries": 50.0,
|
| 37 |
+
"route_recall_micro": 0.5703805779597131,
|
| 38 |
+
"pool_recall_micro": 0.0231832367365136,
|
| 39 |
+
"avg_candidates": 17575.12,
|
| 40 |
+
"rank_median_ms": 0.6703369999740971,
|
| 41 |
+
"rank_p95_ms": 0.8246386498285574
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/treccovid_p500_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"P": 500,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 113.58158800021556,
|
| 8 |
+
"prepare_p95_ms": 172.15783185013152
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.6080000000000001,
|
| 13 |
+
"R@10": 0.015275932229472934,
|
| 14 |
+
"Hit@10": 1.0,
|
| 15 |
+
"P@100": 0.43440000000000006,
|
| 16 |
+
"R@100": 0.10079387117958499,
|
| 17 |
+
"Hit@100": 1.0,
|
| 18 |
+
"MRR@10": 0.7658888888888888,
|
| 19 |
+
"nDCG@10": 0.5529404504231777,
|
| 20 |
+
"n_queries": 50.0,
|
| 21 |
+
"route_recall_micro": 0.5703805779597131,
|
| 22 |
+
"pool_recall_micro": 0.21590402464232156,
|
| 23 |
+
"avg_candidates": 17575.12,
|
| 24 |
+
"rank_median_ms": 0.009605500054021832,
|
| 25 |
+
"rank_p95_ms": 0.01127965010709886
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.5960000000000001,
|
| 29 |
+
"R@10": 0.015097100839962675,
|
| 30 |
+
"Hit@10": 1.0,
|
| 31 |
+
"P@100": 0.43440000000000006,
|
| 32 |
+
"R@100": 0.10079387117958499,
|
| 33 |
+
"Hit@100": 1.0,
|
| 34 |
+
"MRR@10": 0.7759999999999999,
|
| 35 |
+
"nDCG@10": 0.5492947221485585,
|
| 36 |
+
"n_queries": 50.0,
|
| 37 |
+
"route_recall_micro": 0.5703805779597131,
|
| 38 |
+
"pool_recall_micro": 0.21590402464232156,
|
| 39 |
+
"avg_candidates": 17575.12,
|
| 40 |
+
"rank_median_ms": 3.228979499908746,
|
| 41 |
+
"rank_p95_ms": 5.171297550054979
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/beir/treccovid_p50_sweep_result.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "TREC-COVID",
|
| 3 |
+
"P": 50,
|
| 4 |
+
"branch_quality": "mean top-3 E_dj among P pool docs; E_dj=m_dj*rho_q(j)*L_dj*C_dj^gamma",
|
| 5 |
+
"selection": "top-10 branches by H_j; soft document diversity lambda_D=0.1; IDF^2 final lexical term",
|
| 6 |
+
"timing": {
|
| 7 |
+
"prepare_median_ms": 99.65629399994214,
|
| 8 |
+
"prepare_p95_ms": 156.65461910011794
|
| 9 |
+
},
|
| 10 |
+
"variants": {
|
| 11 |
+
"current_z": {
|
| 12 |
+
"P@10": 0.62,
|
| 13 |
+
"R@10": 0.015379982587784426,
|
| 14 |
+
"Hit@10": 1.0,
|
| 15 |
+
"P@100": 0.213,
|
| 16 |
+
"R@100": 0.05040608160107905,
|
| 17 |
+
"Hit@100": 1.0,
|
| 18 |
+
"MRR@10": 0.8064126984126984,
|
| 19 |
+
"nDCG@10": 0.5783082427030296,
|
| 20 |
+
"n_queries": 50.0,
|
| 21 |
+
"route_recall_micro": 0.5703805779597131,
|
| 22 |
+
"pool_recall_micro": 0.04316459287480241,
|
| 23 |
+
"avg_candidates": 17575.12,
|
| 24 |
+
"rank_median_ms": 0.004171000000496861,
|
| 25 |
+
"rank_p95_ms": 0.004652950156014413
|
| 26 |
+
},
|
| 27 |
+
"hq10_softdoc_l0.1": {
|
| 28 |
+
"P@10": 0.6260000000000001,
|
| 29 |
+
"R@10": 0.015476926318772193,
|
| 30 |
+
"Hit@10": 1.0,
|
| 31 |
+
"P@100": 0.213,
|
| 32 |
+
"R@100": 0.05040608160107905,
|
| 33 |
+
"Hit@100": 1.0,
|
| 34 |
+
"MRR@10": 0.813047619047619,
|
| 35 |
+
"nDCG@10": 0.5811869604637284,
|
| 36 |
+
"n_queries": 50.0,
|
| 37 |
+
"route_recall_micro": 0.5703805779597131,
|
| 38 |
+
"pool_recall_micro": 0.04316459287480241,
|
| 39 |
+
"avg_candidates": 17575.12,
|
| 40 |
+
"rank_median_ms": 0.8007569999790576,
|
| 41 |
+
"rank_p95_ms": 0.9298857503381439
|
| 42 |
+
}
|
| 43 |
+
}
|
| 44 |
+
}
|
results/final_100_to_10/RAG_TOP10_P_SWEEP_DL19.json
ADDED
|
@@ -0,0 +1,112 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "MSMARCO/TREC-DL19",
|
| 3 |
+
"protocol": "Top-10 RAG shortlist sweep; full 8,841,823 corpus; grade>=2 binary relevance; linear graded nDCG; fixed architecture IDF^2 + HQ10 soft diversity lambda_D=0.1",
|
| 4 |
+
"P_sweep": {
|
| 5 |
+
"25": {
|
| 6 |
+
"nDCG@10": 0.3341298688849161,
|
| 7 |
+
"MRR@10": 0.4976744186046511,
|
| 8 |
+
"P@10": 0.2627906976744186,
|
| 9 |
+
"R@10": 0.0884396775323562,
|
| 10 |
+
"Hit@10": 0.7441860465116279,
|
| 11 |
+
"n_queries": 43,
|
| 12 |
+
"pool_relevant_recall_diag": 0.093562574970012,
|
| 13 |
+
"timing_ms": {
|
| 14 |
+
"median_total": 64.06625700037694,
|
| 15 |
+
"p95_total": 141.78706389993746,
|
| 16 |
+
"mean_total": 76.82592855808464,
|
| 17 |
+
"median_final_features": 1.7482529992776108,
|
| 18 |
+
"median_branch_rank": 0.8507809998263838
|
| 19 |
+
}
|
| 20 |
+
},
|
| 21 |
+
"50": {
|
| 22 |
+
"nDCG@10": 0.34930185918126555,
|
| 23 |
+
"MRR@10": 0.5211886304909561,
|
| 24 |
+
"P@10": 0.27906976744186046,
|
| 25 |
+
"R@10": 0.0958933371106874,
|
| 26 |
+
"Hit@10": 0.7674418604651163,
|
| 27 |
+
"n_queries": 43,
|
| 28 |
+
"pool_relevant_recall_diag": 0.15913634546181527,
|
| 29 |
+
"timing_ms": {
|
| 30 |
+
"median_total": 64.31448700004694,
|
| 31 |
+
"p95_total": 141.81241470023448,
|
| 32 |
+
"mean_total": 77.36814146510581,
|
| 33 |
+
"median_final_features": 2.1115290001034737,
|
| 34 |
+
"median_branch_rank": 0.9103760003199568
|
| 35 |
+
}
|
| 36 |
+
},
|
| 37 |
+
"100": {
|
| 38 |
+
"nDCG@10": 0.34003865127194927,
|
| 39 |
+
"MRR@10": 0.5188630490956072,
|
| 40 |
+
"P@10": 0.2674418604651163,
|
| 41 |
+
"R@10": 0.09156878255539352,
|
| 42 |
+
"Hit@10": 0.7209302325581395,
|
| 43 |
+
"n_queries": 43,
|
| 44 |
+
"pool_relevant_recall_diag": 0.23150739704118353,
|
| 45 |
+
"timing_ms": {
|
| 46 |
+
"median_total": 65.1946419993692,
|
| 47 |
+
"p95_total": 142.6472315001774,
|
| 48 |
+
"mean_total": 77.90939209282737,
|
| 49 |
+
"median_final_features": 2.3011659995972877,
|
| 50 |
+
"median_branch_rank": 1.170903999991424
|
| 51 |
+
}
|
| 52 |
+
},
|
| 53 |
+
"200": {
|
| 54 |
+
"nDCG@10": 0.3518720861813364,
|
| 55 |
+
"MRR@10": 0.5208010335917312,
|
| 56 |
+
"P@10": 0.27906976744186046,
|
| 57 |
+
"R@10": 0.09935266996016065,
|
| 58 |
+
"Hit@10": 0.7209302325581395,
|
| 59 |
+
"n_queries": 43,
|
| 60 |
+
"pool_relevant_recall_diag": 0.3166733306677329,
|
| 61 |
+
"timing_ms": {
|
| 62 |
+
"median_total": 66.03988599999866,
|
| 63 |
+
"p95_total": 143.57804599922017,
|
| 64 |
+
"mean_total": 78.93802609297107,
|
| 65 |
+
"median_final_features": 2.762518000054115,
|
| 66 |
+
"median_branch_rank": 1.6917009997996502
|
| 67 |
+
}
|
| 68 |
+
},
|
| 69 |
+
"500": {
|
| 70 |
+
"nDCG@10": 0.3549130386455579,
|
| 71 |
+
"MRR@10": 0.5228682170542636,
|
| 72 |
+
"P@10": 0.2813953488372093,
|
| 73 |
+
"R@10": 0.10007733396951465,
|
| 74 |
+
"Hit@10": 0.7209302325581395,
|
| 75 |
+
"n_queries": 43,
|
| 76 |
+
"pool_relevant_recall_diag": 0.4318272690923631,
|
| 77 |
+
"timing_ms": {
|
| 78 |
+
"median_total": 70.35291200008942,
|
| 79 |
+
"p95_total": 145.65454160010628,
|
| 80 |
+
"mean_total": 81.32454683715856,
|
| 81 |
+
"median_final_features": 3.353637999680359,
|
| 82 |
+
"median_branch_rank": 3.5974210004496854
|
| 83 |
+
}
|
| 84 |
+
},
|
| 85 |
+
"2000": {
|
| 86 |
+
"nDCG@10": 0.3523242527605269,
|
| 87 |
+
"MRR@10": 0.5104651162790698,
|
| 88 |
+
"P@10": 0.2813953488372093,
|
| 89 |
+
"R@10": 0.09285182619484551,
|
| 90 |
+
"Hit@10": 0.7209302325581395,
|
| 91 |
+
"n_queries": 43,
|
| 92 |
+
"pool_relevant_recall_diag": 0.5465813674530188,
|
| 93 |
+
"timing_ms": {
|
| 94 |
+
"median_total": 80.57708499927685,
|
| 95 |
+
"p95_total": 157.57074010016365,
|
| 96 |
+
"mean_total": 92.5374398836306,
|
| 97 |
+
"median_final_features": 5.650277999848186,
|
| 98 |
+
"median_branch_rank": 11.929816999327159
|
| 99 |
+
}
|
| 100 |
+
}
|
| 101 |
+
},
|
| 102 |
+
"route": {
|
| 103 |
+
"avg_docs": 86047.88372093023,
|
| 104 |
+
"median_docs": 64676.0,
|
| 105 |
+
"avg_memberships": 92390.95348837209
|
| 106 |
+
},
|
| 107 |
+
"common_timing_ms": {
|
| 108 |
+
"median": 62.28081500012195,
|
| 109 |
+
"p95": 139.55641639968232,
|
| 110 |
+
"mean": 74.04004841855779
|
| 111 |
+
}
|
| 112 |
+
}
|
results/final_100_to_10/final_benchmark_table.json
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "Frozen P=100 geometric shortlist -> top-10 RAG ranking (HQ10 soft branch diversity lambda_D=0.1 where applicable).",
|
| 3 |
+
"datasets": [
|
| 4 |
+
"SciFact",
|
| 5 |
+
"TREC-COVID",
|
| 6 |
+
"Quora",
|
| 7 |
+
"MS MARCO / DL19",
|
| 8 |
+
"HotpotQA",
|
| 9 |
+
"NQ"
|
| 10 |
+
],
|
| 11 |
+
"OURS_CPU_100_to_10": {
|
| 12 |
+
"nDCG@10": [
|
| 13 |
+
0.5685,
|
| 14 |
+
0.599,
|
| 15 |
+
0.7366,
|
| 16 |
+
0.34,
|
| 17 |
+
0.467,
|
| 18 |
+
0.2579
|
| 19 |
+
],
|
| 20 |
+
"MRR@10": [
|
| 21 |
+
0.5452,
|
| 22 |
+
0.8252,
|
| 23 |
+
0.7287,
|
| 24 |
+
0.5189,
|
| 25 |
+
0.6255,
|
| 26 |
+
0.2262
|
| 27 |
+
],
|
| 28 |
+
"P@10": [
|
| 29 |
+
0.0737,
|
| 30 |
+
0.652,
|
| 31 |
+
0.1124,
|
| 32 |
+
0.2674,
|
| 33 |
+
0.0964,
|
| 34 |
+
0.0462
|
| 35 |
+
],
|
| 36 |
+
"R@10": [
|
| 37 |
+
0.6663,
|
| 38 |
+
0.0163,
|
| 39 |
+
0.8407,
|
| 40 |
+
0.0916,
|
| 41 |
+
0.482,
|
| 42 |
+
0.3983
|
| 43 |
+
],
|
| 44 |
+
"Hit@10": [
|
| 45 |
+
0.6833,
|
| 46 |
+
1.0,
|
| 47 |
+
0.8904,
|
| 48 |
+
0.7209,
|
| 49 |
+
0.7507,
|
| 50 |
+
0.4342
|
| 51 |
+
],
|
| 52 |
+
"median_ms": [
|
| 53 |
+
0.947,
|
| 54 |
+
1.051,
|
| 55 |
+
120.301,
|
| 56 |
+
65.195,
|
| 57 |
+
28.944,
|
| 58 |
+
33.686
|
| 59 |
+
],
|
| 60 |
+
"p95_ms": [
|
| 61 |
+
1.031,
|
| 62 |
+
1.193,
|
| 63 |
+
175.494,
|
| 64 |
+
142.647,
|
| 65 |
+
42.568,
|
| 66 |
+
44.161
|
| 67 |
+
]
|
| 68 |
+
},
|
| 69 |
+
"notes": [
|
| 70 |
+
"The six-dataset benchmark row is the frozen 100->10 operating point.",
|
| 71 |
+
"The postbenchmark final_two_optimizations branch is preserved separately because it changes some NQ/Hotpot values and is not the source of the frozen table.",
|
| 72 |
+
"MS MARCO / DL19 is the 43-query TREC-DL19 run over the full 8.84M-passage corpus."
|
| 73 |
+
]
|
| 74 |
+
}
|
results/final_100_to_10/hotpotqa_RAG_TOP10_P_SWEEP.json
ADDED
|
@@ -0,0 +1,87 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "hotpot",
|
| 3 |
+
"n_queries_done": 7405,
|
| 4 |
+
"P": {
|
| 5 |
+
"25": {
|
| 6 |
+
"nDCG@10": 0.44881067440681965,
|
| 7 |
+
"MRR@10": 0.6072692732280848,
|
| 8 |
+
"P@10": 0.09170830519918974,
|
| 9 |
+
"R@10": 0.45854152599594866,
|
| 10 |
+
"Hit@10": 0.725050641458474,
|
| 11 |
+
"n_queries": 7405,
|
| 12 |
+
"rank_median_ms": 1.9578539995563915,
|
| 13 |
+
"rank_p95_ms": 3.0240747998504953,
|
| 14 |
+
"estimated_total_median_ms": 28.26757400043789,
|
| 15 |
+
"estimated_total_p95_ms": 42.125297799429944
|
| 16 |
+
},
|
| 17 |
+
"50": {
|
| 18 |
+
"nDCG@10": 0.4587970605005235,
|
| 19 |
+
"MRR@10": 0.6170453254450554,
|
| 20 |
+
"P@10": 0.09431465226198515,
|
| 21 |
+
"R@10": 0.4715732613099257,
|
| 22 |
+
"Hit@10": 0.7396353814989872,
|
| 23 |
+
"n_queries": 7405,
|
| 24 |
+
"rank_median_ms": 2.1469039998009976,
|
| 25 |
+
"rank_p95_ms": 3.053003999957582,
|
| 26 |
+
"estimated_total_median_ms": 28.53194599993003,
|
| 27 |
+
"estimated_total_p95_ms": 42.189842600146214
|
| 28 |
+
},
|
| 29 |
+
"100": {
|
| 30 |
+
"nDCG@10": 0.4670090147451408,
|
| 31 |
+
"MRR@10": 0.6254984298468432,
|
| 32 |
+
"P@10": 0.09639432815665092,
|
| 33 |
+
"R@10": 0.48197164078325455,
|
| 34 |
+
"Hit@10": 0.7507089804186361,
|
| 35 |
+
"n_queries": 7405,
|
| 36 |
+
"rank_median_ms": 2.4133389997587074,
|
| 37 |
+
"rank_p95_ms": 3.4377027999653365,
|
| 38 |
+
"estimated_total_median_ms": 28.944298999704188,
|
| 39 |
+
"estimated_total_p95_ms": 42.56808660029491
|
| 40 |
+
},
|
| 41 |
+
"200": {
|
| 42 |
+
"nDCG@10": 0.4727800405124355,
|
| 43 |
+
"MRR@10": 0.6309881783008049,
|
| 44 |
+
"P@10": 0.09794733288318705,
|
| 45 |
+
"R@10": 0.48973666441593516,
|
| 46 |
+
"Hit@10": 0.7600270087778528,
|
| 47 |
+
"n_queries": 7405,
|
| 48 |
+
"rank_median_ms": 2.914532999966468,
|
| 49 |
+
"rank_p95_ms": 4.247317199951793,
|
| 50 |
+
"estimated_total_median_ms": 29.45233299942629,
|
| 51 |
+
"estimated_total_p95_ms": 43.484108000120614
|
| 52 |
+
},
|
| 53 |
+
"500": {
|
| 54 |
+
"nDCG@10": 0.47785627868441577,
|
| 55 |
+
"MRR@10": 0.6352757681960923,
|
| 56 |
+
"P@10": 0.09939230249831195,
|
| 57 |
+
"R@10": 0.49696151249155973,
|
| 58 |
+
"Hit@10": 0.7675894665766374,
|
| 59 |
+
"n_queries": 7405,
|
| 60 |
+
"rank_median_ms": 4.45696000042517,
|
| 61 |
+
"rank_p95_ms": 6.852761599930084,
|
| 62 |
+
"estimated_total_median_ms": 31.168071999672975,
|
| 63 |
+
"estimated_total_p95_ms": 45.42779680023158
|
| 64 |
+
},
|
| 65 |
+
"2000": {
|
| 66 |
+
"nDCG@10": 0.48169002318302717,
|
| 67 |
+
"MRR@10": 0.6385420618843981,
|
| 68 |
+
"P@10": 0.10055367994598247,
|
| 69 |
+
"R@10": 0.5027683997299123,
|
| 70 |
+
"Hit@10": 0.7738014854827819,
|
| 71 |
+
"n_queries": 7405,
|
| 72 |
+
"rank_median_ms": 11.498584000037226,
|
| 73 |
+
"rank_p95_ms": 20.239291799589388,
|
| 74 |
+
"estimated_total_median_ms": 38.616814000306476,
|
| 75 |
+
"estimated_total_p95_ms": 54.04895259971454
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
"timing_common": {
|
| 79 |
+
"median_ms": 26.27946599977804,
|
| 80 |
+
"p95_ms": 39.801928199995004,
|
| 81 |
+
"mean_ms": 25.445047817415514,
|
| 82 |
+
"median_route_docs": 158277.0,
|
| 83 |
+
"mean_route_docs": 146297.91154625252,
|
| 84 |
+
"median_memberships": 165390.0
|
| 85 |
+
},
|
| 86 |
+
"index": {}
|
| 87 |
+
}
|
results/final_100_to_10/hotpotqa_two_optimizations_merged.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
results/final_100_to_10/nq_RAG_TOP10_P_SWEEP.json
ADDED
|
@@ -0,0 +1,87 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "nq",
|
| 3 |
+
"n_queries_done": 3452,
|
| 4 |
+
"P": {
|
| 5 |
+
"25": {
|
| 6 |
+
"nDCG@10": 0.2468324963513771,
|
| 7 |
+
"MRR@10": 0.21790519413636447,
|
| 8 |
+
"P@10": 0.04374275782155272,
|
| 9 |
+
"R@10": 0.37548281189648514,
|
| 10 |
+
"Hit@10": 0.40961761297798377,
|
| 11 |
+
"n_queries": 3452,
|
| 12 |
+
"rank_median_ms": 1.7147684993688017,
|
| 13 |
+
"rank_p95_ms": 2.721424999708688,
|
| 14 |
+
"estimated_total_median_ms": 33.098956000685575,
|
| 15 |
+
"estimated_total_p95_ms": 43.312235451503504
|
| 16 |
+
},
|
| 17 |
+
"50": {
|
| 18 |
+
"nDCG@10": 0.2543961471226416,
|
| 19 |
+
"MRR@10": 0.22280527506483475,
|
| 20 |
+
"P@10": 0.045509849362688294,
|
| 21 |
+
"R@10": 0.39204325994592504,
|
| 22 |
+
"Hit@10": 0.4272885283893395,
|
| 23 |
+
"n_queries": 3452,
|
| 24 |
+
"rank_median_ms": 2.0902349997413694,
|
| 25 |
+
"rank_p95_ms": 2.9069495503790677,
|
| 26 |
+
"estimated_total_median_ms": 33.30038399872137,
|
| 27 |
+
"estimated_total_p95_ms": 43.707079499745305
|
| 28 |
+
},
|
| 29 |
+
"100": {
|
| 30 |
+
"nDCG@10": 0.2579177297163383,
|
| 31 |
+
"MRR@10": 0.22616024296933915,
|
| 32 |
+
"P@10": 0.04620509849362688,
|
| 33 |
+
"R@10": 0.39831981460023175,
|
| 34 |
+
"Hit@10": 0.43424101969872536,
|
| 35 |
+
"n_queries": 3452,
|
| 36 |
+
"rank_median_ms": 2.3664945001655724,
|
| 37 |
+
"rank_p95_ms": 3.3354239504660654,
|
| 38 |
+
"estimated_total_median_ms": 33.68621699883079,
|
| 39 |
+
"estimated_total_p95_ms": 44.16128374978143
|
| 40 |
+
},
|
| 41 |
+
"200": {
|
| 42 |
+
"nDCG@10": 0.2581358180698614,
|
| 43 |
+
"MRR@10": 0.2261486324927808,
|
| 44 |
+
"P@10": 0.046407879490150634,
|
| 45 |
+
"R@10": 0.3996234067207416,
|
| 46 |
+
"Hit@10": 0.43568945538818077,
|
| 47 |
+
"n_queries": 3452,
|
| 48 |
+
"rank_median_ms": 2.8649240002778242,
|
| 49 |
+
"rank_p95_ms": 4.1719409495271975,
|
| 50 |
+
"estimated_total_median_ms": 34.309624001252814,
|
| 51 |
+
"estimated_total_p95_ms": 44.9192942006448
|
| 52 |
+
},
|
| 53 |
+
"500": {
|
| 54 |
+
"nDCG@10": 0.2587357207714573,
|
| 55 |
+
"MRR@10": 0.22647590998546968,
|
| 56 |
+
"P@10": 0.046581691772885285,
|
| 57 |
+
"R@10": 0.4008062958671301,
|
| 58 |
+
"Hit@10": 0.43684820393974505,
|
| 59 |
+
"n_queries": 3452,
|
| 60 |
+
"rank_median_ms": 4.3732109988923185,
|
| 61 |
+
"rank_p95_ms": 6.597664499076921,
|
| 62 |
+
"estimated_total_median_ms": 35.873981500117225,
|
| 63 |
+
"estimated_total_p95_ms": 46.753148901098015
|
| 64 |
+
},
|
| 65 |
+
"2000": {
|
| 66 |
+
"nDCG@10": 0.26121602158526847,
|
| 67 |
+
"MRR@10": 0.22729393128437164,
|
| 68 |
+
"P@10": 0.047566628041714944,
|
| 69 |
+
"R@10": 0.4089658169177289,
|
| 70 |
+
"Hit@10": 0.4455388180764774,
|
| 71 |
+
"n_queries": 3452,
|
| 72 |
+
"rank_median_ms": 11.38195099974837,
|
| 73 |
+
"rank_p95_ms": 17.976035050105565,
|
| 74 |
+
"estimated_total_median_ms": 43.04488650177518,
|
| 75 |
+
"estimated_total_p95_ms": 54.96047320148135
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
"timing_common": {
|
| 79 |
+
"median_ms": 31.34403799958818,
|
| 80 |
+
"p95_ms": 41.18881225049335,
|
| 81 |
+
"mean_ms": 26.335149380353478,
|
| 82 |
+
"median_route_docs": 226890.0,
|
| 83 |
+
"mean_route_docs": 169388.7888180765,
|
| 84 |
+
"median_memberships": 231094.0
|
| 85 |
+
},
|
| 86 |
+
"index": {}
|
| 87 |
+
}
|
results/final_100_to_10/nq_two_optimizations_merged.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
results/final_100_to_10/p100_full_benchmark_summary.json
ADDED
|
@@ -0,0 +1,113 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"experiment": "P=100 retrieved geometric representations/chunks; all other current architecture parameters fixed (IDF^2, top-10 high-quality branches, lambda_D=0.1)",
|
| 3 |
+
"metrics_focus": [
|
| 4 |
+
"nDCG@10",
|
| 5 |
+
"MRR@10",
|
| 6 |
+
"P@10",
|
| 7 |
+
"R@10",
|
| 8 |
+
"Hit@10"
|
| 9 |
+
],
|
| 10 |
+
"TREC-COVID": {
|
| 11 |
+
"baselines": {
|
| 12 |
+
"Exact TF-IDF": {
|
| 13 |
+
"nDCG@10": 0.3738,
|
| 14 |
+
"MRR@10": 0.5915,
|
| 15 |
+
"P@10": 0.402,
|
| 16 |
+
"R@10": 0.01053
|
| 17 |
+
},
|
| 18 |
+
"BM25 local": {
|
| 19 |
+
"nDCG@10": 0.5743,
|
| 20 |
+
"MRR@10": 0.7593,
|
| 21 |
+
"P@10": 0.636,
|
| 22 |
+
"R@10": 0.01576
|
| 23 |
+
},
|
| 24 |
+
"Contriever + FAISS": {
|
| 25 |
+
"nDCG@10": 0.596
|
| 26 |
+
},
|
| 27 |
+
"SPLADE++": {
|
| 28 |
+
"nDCG@10": 0.727
|
| 29 |
+
},
|
| 30 |
+
"BGE-base + FAISS Flat": {
|
| 31 |
+
"nDCG@10": 0.781
|
| 32 |
+
},
|
| 33 |
+
"Modern ColBERT": {
|
| 34 |
+
"nDCG@10": 0.834,
|
| 35 |
+
"MRR@10": 0.953,
|
| 36 |
+
"P@10": 0.882
|
| 37 |
+
},
|
| 38 |
+
"Previous OURS": {
|
| 39 |
+
"nDCG@10": 0.502,
|
| 40 |
+
"MRR@10": 0.744,
|
| 41 |
+
"P@10": 0.538,
|
| 42 |
+
"R@10": 0.01345
|
| 43 |
+
},
|
| 44 |
+
"Current OURS P=2000 HQ-div": {
|
| 45 |
+
"nDCG@10": 0.553081,
|
| 46 |
+
"MRR@10": 0.777222,
|
| 47 |
+
"P@10": 0.608,
|
| 48 |
+
"R@10": 0.0154371
|
| 49 |
+
},
|
| 50 |
+
"Current OURS P=100 HQ-div": {
|
| 51 |
+
"nDCG@10": 0.598958,
|
| 52 |
+
"MRR@10": 0.82519,
|
| 53 |
+
"P@10": 0.652,
|
| 54 |
+
"R@10": 0.016279,
|
| 55 |
+
"Hit@10": 1.0
|
| 56 |
+
}
|
| 57 |
+
}
|
| 58 |
+
},
|
| 59 |
+
"SciFact": {
|
| 60 |
+
"baselines": {
|
| 61 |
+
"Exact TF-IDF": {
|
| 62 |
+
"nDCG@10": 0.578,
|
| 63 |
+
"MRR@10": 0.5437,
|
| 64 |
+
"P@10": 0.0797,
|
| 65 |
+
"R@10": 0.7135
|
| 66 |
+
},
|
| 67 |
+
"BM25": {
|
| 68 |
+
"nDCG@10": 0.6623,
|
| 69 |
+
"MRR@10": 0.6293,
|
| 70 |
+
"P@10": 0.0863,
|
| 71 |
+
"R@10": 0.7809
|
| 72 |
+
},
|
| 73 |
+
"MiniLM + exact FAISS": {
|
| 74 |
+
"nDCG@10": 0.6451,
|
| 75 |
+
"MRR@10": 0.611
|
| 76 |
+
},
|
| 77 |
+
"Contriever-MS MARCO": {
|
| 78 |
+
"nDCG@10": 0.677
|
| 79 |
+
},
|
| 80 |
+
"SPLADE++": {
|
| 81 |
+
"nDCG@10": 0.704
|
| 82 |
+
},
|
| 83 |
+
"BGE-base + FAISS": {
|
| 84 |
+
"nDCG@10": 0.741
|
| 85 |
+
},
|
| 86 |
+
"Modern ColBERT": {
|
| 87 |
+
"nDCG@10": 0.764,
|
| 88 |
+
"MRR@10": 0.739,
|
| 89 |
+
"P@10": 0.098,
|
| 90 |
+
"R@10": 0.865
|
| 91 |
+
},
|
| 92 |
+
"Previous OURS": {
|
| 93 |
+
"nDCG@10": 0.425,
|
| 94 |
+
"MRR@10": 0.406,
|
| 95 |
+
"P@10": 0.056,
|
| 96 |
+
"R@10": 0.506
|
| 97 |
+
},
|
| 98 |
+
"Current OURS all routed (~157 avg)": {
|
| 99 |
+
"nDCG@10": 0.589315,
|
| 100 |
+
"MRR@10": 0.560915,
|
| 101 |
+
"P@10": 0.077667,
|
| 102 |
+
"R@10": 0.700333
|
| 103 |
+
},
|
| 104 |
+
"Current OURS P=100 HQ-div": {
|
| 105 |
+
"nDCG@10": 0.568515,
|
| 106 |
+
"MRR@10": 0.545151,
|
| 107 |
+
"P@10": 0.073667,
|
| 108 |
+
"R@10": 0.666333,
|
| 109 |
+
"Hit@10": 0.683333
|
| 110 |
+
}
|
| 111 |
+
}
|
| 112 |
+
}
|
| 113 |
+
}
|
results/final_100_to_10/quora_msmarco_top10_results.json
ADDED
|
@@ -0,0 +1,168 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"Quora": {
|
| 3 |
+
"dataset": "Quora",
|
| 4 |
+
"protocol": "top-10 RAG pool sweep; fixed current architecture; HQ10 soft branch diversity lambda=0.1",
|
| 5 |
+
"n_queries": 10000,
|
| 6 |
+
"pools": {
|
| 7 |
+
"25": {
|
| 8 |
+
"P@10": 0.11258,
|
| 9 |
+
"R@10": 0.8413442520849358,
|
| 10 |
+
"Hit@10": 0.8916,
|
| 11 |
+
"MRR@10": 0.7253159126984127,
|
| 12 |
+
"nDCG@10": 0.7343829156719505,
|
| 13 |
+
"n_queries": 10000.0
|
| 14 |
+
},
|
| 15 |
+
"50": {
|
| 16 |
+
"P@10": 0.11214,
|
| 17 |
+
"R@10": 0.8392100085654107,
|
| 18 |
+
"Hit@10": 0.889,
|
| 19 |
+
"MRR@10": 0.7266731746031745,
|
| 20 |
+
"nDCG@10": 0.7347876633026743,
|
| 21 |
+
"n_queries": 10000.0
|
| 22 |
+
},
|
| 23 |
+
"100": {
|
| 24 |
+
"P@10": 0.11242,
|
| 25 |
+
"R@10": 0.8406944431899106,
|
| 26 |
+
"Hit@10": 0.8904,
|
| 27 |
+
"MRR@10": 0.7287028571428571,
|
| 28 |
+
"nDCG@10": 0.7366090231401944,
|
| 29 |
+
"n_queries": 10000.0
|
| 30 |
+
},
|
| 31 |
+
"200": {
|
| 32 |
+
"P@10": 0.11258,
|
| 33 |
+
"R@10": 0.841572472130332,
|
| 34 |
+
"Hit@10": 0.8908,
|
| 35 |
+
"MRR@10": 0.731225873015873,
|
| 36 |
+
"nDCG@10": 0.7386457445317095,
|
| 37 |
+
"n_queries": 10000.0
|
| 38 |
+
},
|
| 39 |
+
"500": {
|
| 40 |
+
"P@10": 0.113,
|
| 41 |
+
"R@10": 0.8440281576844579,
|
| 42 |
+
"Hit@10": 0.8936,
|
| 43 |
+
"MRR@10": 0.7342224603174603,
|
| 44 |
+
"nDCG@10": 0.7413907593285356,
|
| 45 |
+
"n_queries": 10000.0
|
| 46 |
+
}
|
| 47 |
+
},
|
| 48 |
+
"timing_common": {
|
| 49 |
+
"wall_seconds_sum_chunks": 279.9395887851715,
|
| 50 |
+
"median_per_query_worker_ms": 120.3013284998633,
|
| 51 |
+
"p95_per_query_worker_ms": 175.49398604919585,
|
| 52 |
+
"median_route_size": 31019.0,
|
| 53 |
+
"mean_route_size": 31315.5283
|
| 54 |
+
}
|
| 55 |
+
},
|
| 56 |
+
"MSMARCO_TREC_DL19": {
|
| 57 |
+
"dataset": "MSMARCO/TREC-DL19",
|
| 58 |
+
"protocol": "Top-10 RAG shortlist sweep; full 8,841,823 corpus; grade>=2 binary relevance; linear graded nDCG; fixed architecture IDF^2 + HQ10 soft diversity lambda_D=0.1",
|
| 59 |
+
"P_sweep": {
|
| 60 |
+
"25": {
|
| 61 |
+
"nDCG@10": 0.3341298688849161,
|
| 62 |
+
"MRR@10": 0.4976744186046511,
|
| 63 |
+
"P@10": 0.2627906976744186,
|
| 64 |
+
"R@10": 0.0884396775323562,
|
| 65 |
+
"Hit@10": 0.7441860465116279,
|
| 66 |
+
"n_queries": 43,
|
| 67 |
+
"pool_relevant_recall_diag": 0.093562574970012,
|
| 68 |
+
"timing_ms": {
|
| 69 |
+
"median_total": 64.06625700037694,
|
| 70 |
+
"p95_total": 141.78706389993746,
|
| 71 |
+
"mean_total": 76.82592855808464,
|
| 72 |
+
"median_final_features": 1.7482529992776108,
|
| 73 |
+
"median_branch_rank": 0.8507809998263838
|
| 74 |
+
}
|
| 75 |
+
},
|
| 76 |
+
"50": {
|
| 77 |
+
"nDCG@10": 0.34930185918126555,
|
| 78 |
+
"MRR@10": 0.5211886304909561,
|
| 79 |
+
"P@10": 0.27906976744186046,
|
| 80 |
+
"R@10": 0.0958933371106874,
|
| 81 |
+
"Hit@10": 0.7674418604651163,
|
| 82 |
+
"n_queries": 43,
|
| 83 |
+
"pool_relevant_recall_diag": 0.15913634546181527,
|
| 84 |
+
"timing_ms": {
|
| 85 |
+
"median_total": 64.31448700004694,
|
| 86 |
+
"p95_total": 141.81241470023448,
|
| 87 |
+
"mean_total": 77.36814146510581,
|
| 88 |
+
"median_final_features": 2.1115290001034737,
|
| 89 |
+
"median_branch_rank": 0.9103760003199568
|
| 90 |
+
}
|
| 91 |
+
},
|
| 92 |
+
"100": {
|
| 93 |
+
"nDCG@10": 0.34003865127194927,
|
| 94 |
+
"MRR@10": 0.5188630490956072,
|
| 95 |
+
"P@10": 0.2674418604651163,
|
| 96 |
+
"R@10": 0.09156878255539352,
|
| 97 |
+
"Hit@10": 0.7209302325581395,
|
| 98 |
+
"n_queries": 43,
|
| 99 |
+
"pool_relevant_recall_diag": 0.23150739704118353,
|
| 100 |
+
"timing_ms": {
|
| 101 |
+
"median_total": 65.1946419993692,
|
| 102 |
+
"p95_total": 142.6472315001774,
|
| 103 |
+
"mean_total": 77.90939209282737,
|
| 104 |
+
"median_final_features": 2.3011659995972877,
|
| 105 |
+
"median_branch_rank": 1.170903999991424
|
| 106 |
+
}
|
| 107 |
+
},
|
| 108 |
+
"200": {
|
| 109 |
+
"nDCG@10": 0.3518720861813364,
|
| 110 |
+
"MRR@10": 0.5208010335917312,
|
| 111 |
+
"P@10": 0.27906976744186046,
|
| 112 |
+
"R@10": 0.09935266996016065,
|
| 113 |
+
"Hit@10": 0.7209302325581395,
|
| 114 |
+
"n_queries": 43,
|
| 115 |
+
"pool_relevant_recall_diag": 0.3166733306677329,
|
| 116 |
+
"timing_ms": {
|
| 117 |
+
"median_total": 66.03988599999866,
|
| 118 |
+
"p95_total": 143.57804599922017,
|
| 119 |
+
"mean_total": 78.93802609297107,
|
| 120 |
+
"median_final_features": 2.762518000054115,
|
| 121 |
+
"median_branch_rank": 1.6917009997996502
|
| 122 |
+
}
|
| 123 |
+
},
|
| 124 |
+
"500": {
|
| 125 |
+
"nDCG@10": 0.3549130386455579,
|
| 126 |
+
"MRR@10": 0.5228682170542636,
|
| 127 |
+
"P@10": 0.2813953488372093,
|
| 128 |
+
"R@10": 0.10007733396951465,
|
| 129 |
+
"Hit@10": 0.7209302325581395,
|
| 130 |
+
"n_queries": 43,
|
| 131 |
+
"pool_relevant_recall_diag": 0.4318272690923631,
|
| 132 |
+
"timing_ms": {
|
| 133 |
+
"median_total": 70.35291200008942,
|
| 134 |
+
"p95_total": 145.65454160010628,
|
| 135 |
+
"mean_total": 81.32454683715856,
|
| 136 |
+
"median_final_features": 3.353637999680359,
|
| 137 |
+
"median_branch_rank": 3.5974210004496854
|
| 138 |
+
}
|
| 139 |
+
},
|
| 140 |
+
"2000": {
|
| 141 |
+
"nDCG@10": 0.3523242527605269,
|
| 142 |
+
"MRR@10": 0.5104651162790698,
|
| 143 |
+
"P@10": 0.2813953488372093,
|
| 144 |
+
"R@10": 0.09285182619484551,
|
| 145 |
+
"Hit@10": 0.7209302325581395,
|
| 146 |
+
"n_queries": 43,
|
| 147 |
+
"pool_relevant_recall_diag": 0.5465813674530188,
|
| 148 |
+
"timing_ms": {
|
| 149 |
+
"median_total": 80.57708499927685,
|
| 150 |
+
"p95_total": 157.57074010016365,
|
| 151 |
+
"mean_total": 92.5374398836306,
|
| 152 |
+
"median_final_features": 5.650277999848186,
|
| 153 |
+
"median_branch_rank": 11.929816999327159
|
| 154 |
+
}
|
| 155 |
+
}
|
| 156 |
+
},
|
| 157 |
+
"route": {
|
| 158 |
+
"avg_docs": 86047.88372093023,
|
| 159 |
+
"median_docs": 64676.0,
|
| 160 |
+
"avg_memberships": 92390.95348837209
|
| 161 |
+
},
|
| 162 |
+
"common_timing_ms": {
|
| 163 |
+
"median": 62.28081500012195,
|
| 164 |
+
"p95": 139.55641639968232,
|
| 165 |
+
"mean": 74.04004841855779
|
| 166 |
+
}
|
| 167 |
+
}
|
| 168 |
+
}
|
results/final_100_to_10/rag_top10_pool_sweep_scifact_treccovid.json
ADDED
|
@@ -0,0 +1,229 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"experiment": "Top-10 RAG shortlist sweep; current architecture fixed: IDF^2, top-10 high-quality branches, soft diversity lambda_D=0.1",
|
| 3 |
+
"metrics": [
|
| 4 |
+
"nDCG@10",
|
| 5 |
+
"MRR@10",
|
| 6 |
+
"P@10",
|
| 7 |
+
"R@10",
|
| 8 |
+
"Hit@10"
|
| 9 |
+
],
|
| 10 |
+
"datasets": {
|
| 11 |
+
"TREC-COVID": {
|
| 12 |
+
"baselines": {
|
| 13 |
+
"Exact TF-IDF": {
|
| 14 |
+
"nDCG@10": 0.3738,
|
| 15 |
+
"MRR@10": 0.5915,
|
| 16 |
+
"P@10": 0.402,
|
| 17 |
+
"R@10": 0.01053
|
| 18 |
+
},
|
| 19 |
+
"BM25 local": {
|
| 20 |
+
"nDCG@10": 0.5743,
|
| 21 |
+
"MRR@10": 0.7593,
|
| 22 |
+
"P@10": 0.636,
|
| 23 |
+
"R@10": 0.01576
|
| 24 |
+
},
|
| 25 |
+
"Contriever + FAISS": {
|
| 26 |
+
"nDCG@10": 0.596
|
| 27 |
+
},
|
| 28 |
+
"SPLADE++": {
|
| 29 |
+
"nDCG@10": 0.727
|
| 30 |
+
},
|
| 31 |
+
"BGE-base + FAISS Flat": {
|
| 32 |
+
"nDCG@10": 0.781
|
| 33 |
+
},
|
| 34 |
+
"Modern ColBERT": {
|
| 35 |
+
"nDCG@10": 0.834,
|
| 36 |
+
"MRR@10": 0.953,
|
| 37 |
+
"P@10": 0.882
|
| 38 |
+
},
|
| 39 |
+
"Previous OURS": {
|
| 40 |
+
"nDCG@10": 0.502,
|
| 41 |
+
"MRR@10": 0.744,
|
| 42 |
+
"P@10": 0.538,
|
| 43 |
+
"R@10": 0.01345
|
| 44 |
+
},
|
| 45 |
+
"Current OURS P=2000 HQ-div": {
|
| 46 |
+
"nDCG@10": 0.553081,
|
| 47 |
+
"MRR@10": 0.777222,
|
| 48 |
+
"P@10": 0.608,
|
| 49 |
+
"R@10": 0.0154371
|
| 50 |
+
},
|
| 51 |
+
"Current OURS P=100 HQ-div": {
|
| 52 |
+
"nDCG@10": 0.598958,
|
| 53 |
+
"MRR@10": 0.82519,
|
| 54 |
+
"P@10": 0.652,
|
| 55 |
+
"R@10": 0.016279,
|
| 56 |
+
"Hit@10": 1.0
|
| 57 |
+
}
|
| 58 |
+
},
|
| 59 |
+
"sweep": {
|
| 60 |
+
"25": {
|
| 61 |
+
"nDCG@10": 0.5631635546257205,
|
| 62 |
+
"MRR@10": 0.8066666666666665,
|
| 63 |
+
"P@10": 0.584,
|
| 64 |
+
"R@10": 0.014844964287452928,
|
| 65 |
+
"Hit@10": 1.0,
|
| 66 |
+
"pool_recall_micro": 0.0231832367365136,
|
| 67 |
+
"avg_candidates": 17575.12,
|
| 68 |
+
"rank_median_ms": 0.6703369999740971,
|
| 69 |
+
"rank_p95_ms": 0.8246386498285574
|
| 70 |
+
},
|
| 71 |
+
"50": {
|
| 72 |
+
"nDCG@10": 0.5811869604637284,
|
| 73 |
+
"MRR@10": 0.813047619047619,
|
| 74 |
+
"P@10": 0.6260000000000001,
|
| 75 |
+
"R@10": 0.015476926318772193,
|
| 76 |
+
"Hit@10": 1.0,
|
| 77 |
+
"pool_recall_micro": 0.04316459287480241,
|
| 78 |
+
"avg_candidates": 17575.12,
|
| 79 |
+
"rank_median_ms": 0.8007569999790576,
|
| 80 |
+
"rank_p95_ms": 0.9298857503381439
|
| 81 |
+
},
|
| 82 |
+
"100": {
|
| 83 |
+
"nDCG@10": 0.59895762984385,
|
| 84 |
+
"MRR@10": 0.8251904761904763,
|
| 85 |
+
"P@10": 0.652,
|
| 86 |
+
"R@10": 0.01627904331621708,
|
| 87 |
+
"Hit@10": 1.0,
|
| 88 |
+
"pool_recall_micro": 0.07692619462570421,
|
| 89 |
+
"avg_candidates": 17575.12,
|
| 90 |
+
"rank_median_ms": 1.050815999860788,
|
| 91 |
+
"rank_p95_ms": 1.1930039498565748
|
| 92 |
+
},
|
| 93 |
+
"200": {
|
| 94 |
+
"nDCG@10": 0.5514777375610368,
|
| 95 |
+
"MRR@10": 0.7631666666666667,
|
| 96 |
+
"P@10": 0.608,
|
| 97 |
+
"R@10": 0.015336707307046284,
|
| 98 |
+
"Hit@10": 1.0,
|
| 99 |
+
"pool_recall_micro": 0.1264945486969562,
|
| 100 |
+
"avg_candidates": 17575.12,
|
| 101 |
+
"rank_median_ms": 1.5264525000020512,
|
| 102 |
+
"rank_p95_ms": 1.6499816999612449
|
| 103 |
+
},
|
| 104 |
+
"500": {
|
| 105 |
+
"nDCG@10": 0.5492947221485585,
|
| 106 |
+
"MRR@10": 0.7759999999999999,
|
| 107 |
+
"P@10": 0.5960000000000001,
|
| 108 |
+
"R@10": 0.015097100839962675,
|
| 109 |
+
"Hit@10": 1.0,
|
| 110 |
+
"pool_recall_micro": 0.21590402464232156,
|
| 111 |
+
"avg_candidates": 17575.12,
|
| 112 |
+
"rank_median_ms": 3.228979499908746,
|
| 113 |
+
"rank_p95_ms": 5.171297550054979
|
| 114 |
+
}
|
| 115 |
+
}
|
| 116 |
+
},
|
| 117 |
+
"SciFact": {
|
| 118 |
+
"baselines": {
|
| 119 |
+
"Exact TF-IDF": {
|
| 120 |
+
"nDCG@10": 0.578,
|
| 121 |
+
"MRR@10": 0.5437,
|
| 122 |
+
"P@10": 0.0797,
|
| 123 |
+
"R@10": 0.7135
|
| 124 |
+
},
|
| 125 |
+
"BM25": {
|
| 126 |
+
"nDCG@10": 0.6623,
|
| 127 |
+
"MRR@10": 0.6293,
|
| 128 |
+
"P@10": 0.0863,
|
| 129 |
+
"R@10": 0.7809
|
| 130 |
+
},
|
| 131 |
+
"MiniLM + exact FAISS": {
|
| 132 |
+
"nDCG@10": 0.6451,
|
| 133 |
+
"MRR@10": 0.611
|
| 134 |
+
},
|
| 135 |
+
"Contriever-MS MARCO": {
|
| 136 |
+
"nDCG@10": 0.677
|
| 137 |
+
},
|
| 138 |
+
"SPLADE++": {
|
| 139 |
+
"nDCG@10": 0.704
|
| 140 |
+
},
|
| 141 |
+
"BGE-base + FAISS": {
|
| 142 |
+
"nDCG@10": 0.741
|
| 143 |
+
},
|
| 144 |
+
"Modern ColBERT": {
|
| 145 |
+
"nDCG@10": 0.764,
|
| 146 |
+
"MRR@10": 0.739,
|
| 147 |
+
"P@10": 0.098,
|
| 148 |
+
"R@10": 0.865
|
| 149 |
+
},
|
| 150 |
+
"Previous OURS": {
|
| 151 |
+
"nDCG@10": 0.425,
|
| 152 |
+
"MRR@10": 0.406,
|
| 153 |
+
"P@10": 0.056,
|
| 154 |
+
"R@10": 0.506
|
| 155 |
+
},
|
| 156 |
+
"Current OURS all routed (~157 avg)": {
|
| 157 |
+
"nDCG@10": 0.589315,
|
| 158 |
+
"MRR@10": 0.560915,
|
| 159 |
+
"P@10": 0.077667,
|
| 160 |
+
"R@10": 0.700333
|
| 161 |
+
},
|
| 162 |
+
"Current OURS P=100 HQ-div": {
|
| 163 |
+
"nDCG@10": 0.568515,
|
| 164 |
+
"MRR@10": 0.545151,
|
| 165 |
+
"P@10": 0.073667,
|
| 166 |
+
"R@10": 0.666333,
|
| 167 |
+
"Hit@10": 0.683333
|
| 168 |
+
}
|
| 169 |
+
},
|
| 170 |
+
"sweep": {
|
| 171 |
+
"25": {
|
| 172 |
+
"nDCG@10": 0.5581837168433081,
|
| 173 |
+
"MRR@10": 0.5380701058201058,
|
| 174 |
+
"P@10": 0.07166666666666666,
|
| 175 |
+
"R@10": 0.6446666666666666,
|
| 176 |
+
"Hit@10": 0.6633333333333333,
|
| 177 |
+
"pool_recall_micro": 0.6814159292035398,
|
| 178 |
+
"avg_candidates": 156.75333333333333,
|
| 179 |
+
"rank_median_ms": 0.6393210001078842,
|
| 180 |
+
"rank_p95_ms": 0.7256574998564247
|
| 181 |
+
},
|
| 182 |
+
"50": {
|
| 183 |
+
"nDCG@10": 0.5628440203177064,
|
| 184 |
+
"MRR@10": 0.5405198412698413,
|
| 185 |
+
"P@10": 0.07266666666666666,
|
| 186 |
+
"R@10": 0.6563333333333332,
|
| 187 |
+
"Hit@10": 0.6733333333333333,
|
| 188 |
+
"pool_recall_micro": 0.7079646017699115,
|
| 189 |
+
"avg_candidates": 156.75333333333333,
|
| 190 |
+
"rank_median_ms": 0.7425409999086696,
|
| 191 |
+
"rank_p95_ms": 0.809893949826801
|
| 192 |
+
},
|
| 193 |
+
"100": {
|
| 194 |
+
"nDCG@10": 0.5685151986151759,
|
| 195 |
+
"MRR@10": 0.5451507936507938,
|
| 196 |
+
"P@10": 0.07366666666666666,
|
| 197 |
+
"R@10": 0.6663333333333332,
|
| 198 |
+
"Hit@10": 0.6833333333333333,
|
| 199 |
+
"pool_recall_micro": 0.7227138643067846,
|
| 200 |
+
"avg_candidates": 156.75333333333333,
|
| 201 |
+
"rank_median_ms": 0.9471355001551274,
|
| 202 |
+
"rank_p95_ms": 1.0313707000932482
|
| 203 |
+
},
|
| 204 |
+
"200": {
|
| 205 |
+
"nDCG@10": 0.5812687718988229,
|
| 206 |
+
"MRR@10": 0.5552751322751323,
|
| 207 |
+
"P@10": 0.076,
|
| 208 |
+
"R@10": 0.6863333333333332,
|
| 209 |
+
"Hit@10": 0.7033333333333334,
|
| 210 |
+
"pool_recall_micro": 0.7581120943952803,
|
| 211 |
+
"avg_candidates": 156.75333333333333,
|
| 212 |
+
"rank_median_ms": 1.1392639999030507,
|
| 213 |
+
"rank_p95_ms": 1.4626991999193706
|
| 214 |
+
},
|
| 215 |
+
"500": {
|
| 216 |
+
"nDCG@10": 0.5912184144501831,
|
| 217 |
+
"MRR@10": 0.5624100529100529,
|
| 218 |
+
"P@10": 0.078,
|
| 219 |
+
"R@10": 0.7036666666666667,
|
| 220 |
+
"Hit@10": 0.72,
|
| 221 |
+
"pool_recall_micro": 0.7817109144542773,
|
| 222 |
+
"avg_candidates": 156.75333333333333,
|
| 223 |
+
"rank_median_ms": 1.1373985000773246,
|
| 224 |
+
"rank_p95_ms": 2.050895700153888
|
| 225 |
+
}
|
| 226 |
+
}
|
| 227 |
+
}
|
| 228 |
+
}
|
| 229 |
+
}
|
results/msmarco_scale/FINAL_LOCK.json
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "Final architecture lock after five disjoint 1000-query TRAIN folds. A parameter change is accepted only when it improves nDCG@10 on all five folds; DEV and TEST are not used for this final lock.",
|
| 3 |
+
"frozen_params": {
|
| 4 |
+
"preselection_eta": 1.0,
|
| 5 |
+
"preselection_idf_power": 1.0,
|
| 6 |
+
"P": 2000,
|
| 7 |
+
"gamma_tail": 0.25,
|
| 8 |
+
"lambda_M": 0.125,
|
| 9 |
+
"final_idf_power": 2.0,
|
| 10 |
+
"final_length_b": 0.1,
|
| 11 |
+
"coordination_alpha": 0.25,
|
| 12 |
+
"lambda_lex": 4.0,
|
| 13 |
+
"lambda_sem": 0.3,
|
| 14 |
+
"rare_topk": 3,
|
| 15 |
+
"rare_coverage_weight": 1.0,
|
| 16 |
+
"h": 0,
|
| 17 |
+
"S": 16
|
| 18 |
+
},
|
| 19 |
+
"remaining_train_sweeps": {
|
| 20 |
+
"length_coordination": "No change. Current b=0.1, alpha=0.25 had the highest five-fold mean nDCG@10 (0.1616578464).",
|
| 21 |
+
"final_weights": "No change. w_sem=0.5 increased mean by 0.00024547 but improved only 3/5 folds and had worst-fold delta -0.00036559; rejected.",
|
| 22 |
+
"rare_weight": "No change. top3 weight 1.25 increased mean by 0.00017519 but improved only 3/5 folds and had worst-fold delta -0.00024270; rejected."
|
| 23 |
+
},
|
| 24 |
+
"test_policy": "test.tsv evaluated once after this lock; no post-test tuning."
|
| 25 |
+
}
|
results/msmarco_scale/FINAL_TEST_ONCE_results.json
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "FINAL TEST ONCE after TRAIN-only five-fold lock; no test tuning",
|
| 3 |
+
"frozen_params": {
|
| 4 |
+
"preselection_eta": 1.0,
|
| 5 |
+
"preselection_idf_power": 1.0,
|
| 6 |
+
"P": 2000,
|
| 7 |
+
"gamma_tail": 0.25,
|
| 8 |
+
"lambda_M": 0.125,
|
| 9 |
+
"final_idf_power": 2.0,
|
| 10 |
+
"final_length_b": 0.1,
|
| 11 |
+
"coordination_alpha": 0.25,
|
| 12 |
+
"lambda_lex": 4.0,
|
| 13 |
+
"lambda_sem": 0.3,
|
| 14 |
+
"rare_topk": 3,
|
| 15 |
+
"rare_coverage_weight": 1.0,
|
| 16 |
+
"h": 0,
|
| 17 |
+
"S": 16
|
| 18 |
+
},
|
| 19 |
+
"test_metrics": {
|
| 20 |
+
"nDCG@10": 0.35912864519537124,
|
| 21 |
+
"nDCG@10_expGain_diag": 0.2966994153329123,
|
| 22 |
+
"MRR@10": 0.7031007751937984,
|
| 23 |
+
"P@10": 0.47441860465116276,
|
| 24 |
+
"R@10": 0.07949015028419686,
|
| 25 |
+
"R@100": 0.31286757199290977,
|
| 26 |
+
"Hit@10": 0.813953488372093,
|
| 27 |
+
"Hit@100": 0.8604651162790697,
|
| 28 |
+
"n_queries": 43
|
| 29 |
+
},
|
| 30 |
+
"route_relevant_recall": 0.7374451487079473,
|
| 31 |
+
"pool_relevant_recall": 0.5465626523647001,
|
| 32 |
+
"timing": {
|
| 33 |
+
"median_ms": 90.73031499792705,
|
| 34 |
+
"p95_ms": 178.19277350026823,
|
| 35 |
+
"mean_ms": 96.65727479084528,
|
| 36 |
+
"qps": 10.345832759757398,
|
| 37 |
+
"avg_candidate_docs": 86049.18604651163
|
| 38 |
+
},
|
| 39 |
+
"n_positive_judgments": 4102,
|
| 40 |
+
"note": "nDCG@10 uses linear graded gain, matching trec_eval/BEIR convention; exponential-gain value retained only as diagnostic."
|
| 41 |
+
}
|
results/msmarco_scale/FINAL_TEST_TREC_CORRECTED_WITH_R1K.json
ADDED
|
@@ -0,0 +1,45 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "FINAL TEST ONCE after TRAIN-only five-fold lock; no test tuning",
|
| 3 |
+
"frozen_params": {
|
| 4 |
+
"preselection_eta": 1.0,
|
| 5 |
+
"preselection_idf_power": 1.0,
|
| 6 |
+
"P": 2000,
|
| 7 |
+
"gamma_tail": 0.25,
|
| 8 |
+
"lambda_M": 0.125,
|
| 9 |
+
"final_idf_power": 2.0,
|
| 10 |
+
"final_length_b": 0.1,
|
| 11 |
+
"coordination_alpha": 0.25,
|
| 12 |
+
"lambda_lex": 4.0,
|
| 13 |
+
"lambda_sem": 0.3,
|
| 14 |
+
"rare_topk": 3,
|
| 15 |
+
"rare_coverage_weight": 1.0,
|
| 16 |
+
"h": 0,
|
| 17 |
+
"S": 16
|
| 18 |
+
},
|
| 19 |
+
"test_metrics": {
|
| 20 |
+
"nDCG@10": 0.35912864519537124,
|
| 21 |
+
"nDCG@10_expGain_diag": 0.2966994153329123,
|
| 22 |
+
"MRR@10": 0.5196382428940569,
|
| 23 |
+
"P@10": 0.28837209302325584,
|
| 24 |
+
"R@10": 0.09572825434452521,
|
| 25 |
+
"R@100": 0.32448471642019855,
|
| 26 |
+
"R@1000": 0.5097617112453317,
|
| 27 |
+
"Hit@10": 0.7441860465116279,
|
| 28 |
+
"Hit@100": 0.813953488372093,
|
| 29 |
+
"Hit@1000": 0.813953488372093,
|
| 30 |
+
"n_queries": 43
|
| 31 |
+
},
|
| 32 |
+
"route_relevant_recall_micro": 0.7397041183526589,
|
| 33 |
+
"pool_relevant_recall_micro": 0.5465813674530188,
|
| 34 |
+
"route_relevant_recall_macro": 0.7011717028045845,
|
| 35 |
+
"pool_relevant_recall_macro": 0.5414967376369709,
|
| 36 |
+
"timing": {
|
| 37 |
+
"median_ms": 86.52526099831448,
|
| 38 |
+
"p95_ms": 163.08966510223397,
|
| 39 |
+
"mean_ms": 86.17754579067561,
|
| 40 |
+
"qps": 11.603950783525327,
|
| 41 |
+
"avg_candidate_docs": 86049.18604651163
|
| 42 |
+
},
|
| 43 |
+
"n_positive_judgments": 2501,
|
| 44 |
+
"note": "nDCG@10 uses linear graded gain, matching trec_eval/BEIR convention; exponential-gain value retained only as diagnostic."
|
| 45 |
+
}
|
results/msmarco_scale/amplitude_diagnostic_results.json
ADDED
|
@@ -0,0 +1,624 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "same fixed eta=1 P=2000 pools from deterministic 1000 TRAIN validation; raw corpus reread only to reconstruct exact amplitudes; no candidate-generation changes",
|
| 3 |
+
"rows": [
|
| 4 |
+
{
|
| 5 |
+
"model": "current_final",
|
| 6 |
+
"amp_coef": 0,
|
| 7 |
+
"tfidf_coef": 0,
|
| 8 |
+
"nDCG@10": 0.15081789033529253,
|
| 9 |
+
"MRR@10": 0.12145634920634922,
|
| 10 |
+
"P@10": 0.0267,
|
| 11 |
+
"R@10": 0.255,
|
| 12 |
+
"R@100": 0.4965,
|
| 13 |
+
"Hit@10": 0.262,
|
| 14 |
+
"Hit@100": 0.506,
|
| 15 |
+
"n_queries": 1000
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"model": "amp_tail_plus_final",
|
| 19 |
+
"amp_coef": 1.0,
|
| 20 |
+
"tfidf_coef": 0.0,
|
| 21 |
+
"nDCG@10": 0.15021706252539832,
|
| 22 |
+
"MRR@10": 0.12168492063492063,
|
| 23 |
+
"P@10": 0.026199999999999998,
|
| 24 |
+
"R@10": 0.25,
|
| 25 |
+
"R@100": 0.505,
|
| 26 |
+
"Hit@10": 0.257,
|
| 27 |
+
"Hit@100": 0.514,
|
| 28 |
+
"n_queries": 1000
|
| 29 |
+
},
|
| 30 |
+
{
|
| 31 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 32 |
+
"amp_coef": 0.125,
|
| 33 |
+
"tfidf_coef": 0.0,
|
| 34 |
+
"nDCG@10": 0.14907012156350608,
|
| 35 |
+
"MRR@10": 0.11911428571428571,
|
| 36 |
+
"P@10": 0.026600000000000002,
|
| 37 |
+
"R@10": 0.254,
|
| 38 |
+
"R@100": 0.5,
|
| 39 |
+
"Hit@10": 0.261,
|
| 40 |
+
"Hit@100": 0.509,
|
| 41 |
+
"n_queries": 1000
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"model": "amp_tail_plus_final",
|
| 45 |
+
"amp_coef": 1.0,
|
| 46 |
+
"tfidf_coef": 0.25,
|
| 47 |
+
"nDCG@10": 0.1490604742108824,
|
| 48 |
+
"MRR@10": 0.11991626984126984,
|
| 49 |
+
"P@10": 0.0263,
|
| 50 |
+
"R@10": 0.251,
|
| 51 |
+
"R@100": 0.506,
|
| 52 |
+
"Hit@10": 0.258,
|
| 53 |
+
"Hit@100": 0.515,
|
| 54 |
+
"n_queries": 1000
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"model": "current_plus_tfidf",
|
| 58 |
+
"amp_coef": 0,
|
| 59 |
+
"tfidf_coef": 1.0,
|
| 60 |
+
"nDCG@10": 0.1489713286132763,
|
| 61 |
+
"MRR@10": 0.12056944444444442,
|
| 62 |
+
"P@10": 0.0261,
|
| 63 |
+
"R@10": 0.2495,
|
| 64 |
+
"R@100": 0.5035,
|
| 65 |
+
"Hit@10": 0.256,
|
| 66 |
+
"Hit@100": 0.513,
|
| 67 |
+
"n_queries": 1000
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"model": "current_plus_tfidf",
|
| 71 |
+
"amp_coef": 0,
|
| 72 |
+
"tfidf_coef": 0.25,
|
| 73 |
+
"nDCG@10": 0.14882720218690168,
|
| 74 |
+
"MRR@10": 0.1195702380952381,
|
| 75 |
+
"P@10": 0.026300000000000004,
|
| 76 |
+
"R@10": 0.2515,
|
| 77 |
+
"R@100": 0.5,
|
| 78 |
+
"Hit@10": 0.258,
|
| 79 |
+
"Hit@100": 0.509,
|
| 80 |
+
"n_queries": 1000
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"model": "current_plus_tfidf",
|
| 84 |
+
"amp_coef": 0,
|
| 85 |
+
"tfidf_coef": 0.125,
|
| 86 |
+
"nDCG@10": 0.14882208019706034,
|
| 87 |
+
"MRR@10": 0.11927738095238095,
|
| 88 |
+
"P@10": 0.026400000000000003,
|
| 89 |
+
"R@10": 0.2525,
|
| 90 |
+
"R@100": 0.5,
|
| 91 |
+
"Hit@10": 0.259,
|
| 92 |
+
"Hit@100": 0.509,
|
| 93 |
+
"n_queries": 1000
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"model": "amp_tail_plus_final",
|
| 97 |
+
"amp_coef": 1.0,
|
| 98 |
+
"tfidf_coef": 0.5,
|
| 99 |
+
"nDCG@10": 0.14857730284830206,
|
| 100 |
+
"MRR@10": 0.11952698412698413,
|
| 101 |
+
"P@10": 0.026300000000000004,
|
| 102 |
+
"R@10": 0.251,
|
| 103 |
+
"R@100": 0.5065,
|
| 104 |
+
"Hit@10": 0.258,
|
| 105 |
+
"Hit@100": 0.516,
|
| 106 |
+
"n_queries": 1000
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 110 |
+
"amp_coef": 0.125,
|
| 111 |
+
"tfidf_coef": 0.25,
|
| 112 |
+
"nDCG@10": 0.1481574671329945,
|
| 113 |
+
"MRR@10": 0.11857619047619047,
|
| 114 |
+
"P@10": 0.0263,
|
| 115 |
+
"R@10": 0.2515,
|
| 116 |
+
"R@100": 0.502,
|
| 117 |
+
"Hit@10": 0.258,
|
| 118 |
+
"Hit@100": 0.511,
|
| 119 |
+
"n_queries": 1000
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 123 |
+
"amp_coef": 0.5,
|
| 124 |
+
"tfidf_coef": 0.0,
|
| 125 |
+
"nDCG@10": 0.14800759829550622,
|
| 126 |
+
"MRR@10": 0.1187654761904762,
|
| 127 |
+
"P@10": 0.026200000000000005,
|
| 128 |
+
"R@10": 0.25,
|
| 129 |
+
"R@100": 0.506,
|
| 130 |
+
"Hit@10": 0.257,
|
| 131 |
+
"Hit@100": 0.515,
|
| 132 |
+
"n_queries": 1000
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 136 |
+
"amp_coef": 0.25,
|
| 137 |
+
"tfidf_coef": 0.5,
|
| 138 |
+
"nDCG@10": 0.147875258843447,
|
| 139 |
+
"MRR@10": 0.11921944444444445,
|
| 140 |
+
"P@10": 0.0261,
|
| 141 |
+
"R@10": 0.249,
|
| 142 |
+
"R@100": 0.506,
|
| 143 |
+
"Hit@10": 0.256,
|
| 144 |
+
"Hit@100": 0.515,
|
| 145 |
+
"n_queries": 1000
|
| 146 |
+
},
|
| 147 |
+
{
|
| 148 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 149 |
+
"amp_coef": 0.125,
|
| 150 |
+
"tfidf_coef": 1.0,
|
| 151 |
+
"nDCG@10": 0.14786506587708975,
|
| 152 |
+
"MRR@10": 0.11941309523809523,
|
| 153 |
+
"P@10": 0.026,
|
| 154 |
+
"R@10": 0.2485,
|
| 155 |
+
"R@100": 0.5075,
|
| 156 |
+
"Hit@10": 0.255,
|
| 157 |
+
"Hit@100": 0.517,
|
| 158 |
+
"n_queries": 1000
|
| 159 |
+
},
|
| 160 |
+
{
|
| 161 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 162 |
+
"amp_coef": 0.25,
|
| 163 |
+
"tfidf_coef": 0.25,
|
| 164 |
+
"nDCG@10": 0.14778810458876507,
|
| 165 |
+
"MRR@10": 0.1184218253968254,
|
| 166 |
+
"P@10": 0.026200000000000005,
|
| 167 |
+
"R@10": 0.2505,
|
| 168 |
+
"R@100": 0.505,
|
| 169 |
+
"Hit@10": 0.257,
|
| 170 |
+
"Hit@100": 0.514,
|
| 171 |
+
"n_queries": 1000
|
| 172 |
+
},
|
| 173 |
+
{
|
| 174 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 175 |
+
"amp_coef": 0.25,
|
| 176 |
+
"tfidf_coef": 0.0,
|
| 177 |
+
"nDCG@10": 0.14769324507795076,
|
| 178 |
+
"MRR@10": 0.11762619047619048,
|
| 179 |
+
"P@10": 0.026400000000000003,
|
| 180 |
+
"R@10": 0.2525,
|
| 181 |
+
"R@100": 0.5,
|
| 182 |
+
"Hit@10": 0.259,
|
| 183 |
+
"Hit@100": 0.509,
|
| 184 |
+
"n_queries": 1000
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"model": "current_plus_tfidf",
|
| 188 |
+
"amp_coef": 0,
|
| 189 |
+
"tfidf_coef": 0.5,
|
| 190 |
+
"nDCG@10": 0.1476754685697803,
|
| 191 |
+
"MRR@10": 0.1186373015873016,
|
| 192 |
+
"P@10": 0.0261,
|
| 193 |
+
"R@10": 0.2495,
|
| 194 |
+
"R@100": 0.5055,
|
| 195 |
+
"Hit@10": 0.256,
|
| 196 |
+
"Hit@100": 0.515,
|
| 197 |
+
"n_queries": 1000
|
| 198 |
+
},
|
| 199 |
+
{
|
| 200 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 201 |
+
"amp_coef": 0.125,
|
| 202 |
+
"tfidf_coef": 0.5,
|
| 203 |
+
"nDCG@10": 0.14730072216112125,
|
| 204 |
+
"MRR@10": 0.11864365079365077,
|
| 205 |
+
"P@10": 0.0259,
|
| 206 |
+
"R@10": 0.2475,
|
| 207 |
+
"R@100": 0.5055,
|
| 208 |
+
"Hit@10": 0.254,
|
| 209 |
+
"Hit@100": 0.515,
|
| 210 |
+
"n_queries": 1000
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 214 |
+
"amp_coef": 0.5,
|
| 215 |
+
"tfidf_coef": 0.25,
|
| 216 |
+
"nDCG@10": 0.14716628424518843,
|
| 217 |
+
"MRR@10": 0.11748253968253967,
|
| 218 |
+
"P@10": 0.0263,
|
| 219 |
+
"R@10": 0.251,
|
| 220 |
+
"R@100": 0.506,
|
| 221 |
+
"Hit@10": 0.258,
|
| 222 |
+
"Hit@100": 0.515,
|
| 223 |
+
"n_queries": 1000
|
| 224 |
+
},
|
| 225 |
+
{
|
| 226 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 227 |
+
"amp_coef": 0.5,
|
| 228 |
+
"tfidf_coef": 0.5,
|
| 229 |
+
"nDCG@10": 0.14694607166570844,
|
| 230 |
+
"MRR@10": 0.11820833333333335,
|
| 231 |
+
"P@10": 0.026,
|
| 232 |
+
"R@10": 0.24849999999999997,
|
| 233 |
+
"R@100": 0.51,
|
| 234 |
+
"Hit@10": 0.255,
|
| 235 |
+
"Hit@100": 0.519,
|
| 236 |
+
"n_queries": 1000
|
| 237 |
+
},
|
| 238 |
+
{
|
| 239 |
+
"model": "amp_tail_plus_final",
|
| 240 |
+
"amp_coef": 1.0,
|
| 241 |
+
"tfidf_coef": 1.0,
|
| 242 |
+
"nDCG@10": 0.1460491210277704,
|
| 243 |
+
"MRR@10": 0.11627619047619046,
|
| 244 |
+
"P@10": 0.0263,
|
| 245 |
+
"R@10": 0.251,
|
| 246 |
+
"R@100": 0.5035,
|
| 247 |
+
"Hit@10": 0.258,
|
| 248 |
+
"Hit@100": 0.513,
|
| 249 |
+
"n_queries": 1000
|
| 250 |
+
},
|
| 251 |
+
{
|
| 252 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 253 |
+
"amp_coef": 0.25,
|
| 254 |
+
"tfidf_coef": 1.0,
|
| 255 |
+
"nDCG@10": 0.14526260973394625,
|
| 256 |
+
"MRR@10": 0.1160515873015873,
|
| 257 |
+
"P@10": 0.026,
|
| 258 |
+
"R@10": 0.24849999999999997,
|
| 259 |
+
"R@100": 0.5085,
|
| 260 |
+
"Hit@10": 0.255,
|
| 261 |
+
"Hit@100": 0.518,
|
| 262 |
+
"n_queries": 1000
|
| 263 |
+
},
|
| 264 |
+
{
|
| 265 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 266 |
+
"amp_coef": 0.125,
|
| 267 |
+
"tfidf_coef": 2.0,
|
| 268 |
+
"nDCG@10": 0.14356858951697307,
|
| 269 |
+
"MRR@10": 0.11556587301587301,
|
| 270 |
+
"P@10": 0.0255,
|
| 271 |
+
"R@10": 0.243,
|
| 272 |
+
"R@100": 0.5069999999999999,
|
| 273 |
+
"Hit@10": 0.25,
|
| 274 |
+
"Hit@100": 0.517,
|
| 275 |
+
"n_queries": 1000
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 279 |
+
"amp_coef": 1.0,
|
| 280 |
+
"tfidf_coef": 0.0,
|
| 281 |
+
"nDCG@10": 0.14331156343725418,
|
| 282 |
+
"MRR@10": 0.11494404761904761,
|
| 283 |
+
"P@10": 0.0255,
|
| 284 |
+
"R@10": 0.24416666666666667,
|
| 285 |
+
"R@100": 0.508,
|
| 286 |
+
"Hit@10": 0.25,
|
| 287 |
+
"Hit@100": 0.517,
|
| 288 |
+
"n_queries": 1000
|
| 289 |
+
},
|
| 290 |
+
{
|
| 291 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 292 |
+
"amp_coef": 1.0,
|
| 293 |
+
"tfidf_coef": 0.25,
|
| 294 |
+
"nDCG@10": 0.14327599184369774,
|
| 295 |
+
"MRR@10": 0.11512698412698413,
|
| 296 |
+
"P@10": 0.0255,
|
| 297 |
+
"R@10": 0.24366666666666667,
|
| 298 |
+
"R@100": 0.506,
|
| 299 |
+
"Hit@10": 0.25,
|
| 300 |
+
"Hit@100": 0.515,
|
| 301 |
+
"n_queries": 1000
|
| 302 |
+
},
|
| 303 |
+
{
|
| 304 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 305 |
+
"amp_coef": 0.5,
|
| 306 |
+
"tfidf_coef": 1.0,
|
| 307 |
+
"nDCG@10": 0.14300622784785796,
|
| 308 |
+
"MRR@10": 0.11415039682539682,
|
| 309 |
+
"P@10": 0.025700000000000004,
|
| 310 |
+
"R@10": 0.24499999999999997,
|
| 311 |
+
"R@100": 0.507,
|
| 312 |
+
"Hit@10": 0.252,
|
| 313 |
+
"Hit@100": 0.517,
|
| 314 |
+
"n_queries": 1000
|
| 315 |
+
},
|
| 316 |
+
{
|
| 317 |
+
"model": "current_plus_tfidf",
|
| 318 |
+
"amp_coef": 0,
|
| 319 |
+
"tfidf_coef": 2.0,
|
| 320 |
+
"nDCG@10": 0.14273187650854943,
|
| 321 |
+
"MRR@10": 0.11447539682539683,
|
| 322 |
+
"P@10": 0.0255,
|
| 323 |
+
"R@10": 0.243,
|
| 324 |
+
"R@100": 0.5089999999999999,
|
| 325 |
+
"Hit@10": 0.25,
|
| 326 |
+
"Hit@100": 0.519,
|
| 327 |
+
"n_queries": 1000
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"model": "amp_tail_plus_final",
|
| 331 |
+
"amp_coef": 1.0,
|
| 332 |
+
"tfidf_coef": 2.0,
|
| 333 |
+
"nDCG@10": 0.14238830068295036,
|
| 334 |
+
"MRR@10": 0.11488531746031747,
|
| 335 |
+
"P@10": 0.0251,
|
| 336 |
+
"R@10": 0.239,
|
| 337 |
+
"R@100": 0.503,
|
| 338 |
+
"Hit@10": 0.246,
|
| 339 |
+
"Hit@100": 0.513,
|
| 340 |
+
"n_queries": 1000
|
| 341 |
+
},
|
| 342 |
+
{
|
| 343 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 344 |
+
"amp_coef": 1.0,
|
| 345 |
+
"tfidf_coef": 0.5,
|
| 346 |
+
"nDCG@10": 0.14170173471881847,
|
| 347 |
+
"MRR@10": 0.1142531746031746,
|
| 348 |
+
"P@10": 0.0251,
|
| 349 |
+
"R@10": 0.23966666666666667,
|
| 350 |
+
"R@100": 0.5045,
|
| 351 |
+
"Hit@10": 0.246,
|
| 352 |
+
"Hit@100": 0.514,
|
| 353 |
+
"n_queries": 1000
|
| 354 |
+
},
|
| 355 |
+
{
|
| 356 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 357 |
+
"amp_coef": 0.25,
|
| 358 |
+
"tfidf_coef": 2.0,
|
| 359 |
+
"nDCG@10": 0.14119892260624237,
|
| 360 |
+
"MRR@10": 0.11275476190476191,
|
| 361 |
+
"P@10": 0.025400000000000002,
|
| 362 |
+
"R@10": 0.242,
|
| 363 |
+
"R@100": 0.5039999999999999,
|
| 364 |
+
"Hit@10": 0.249,
|
| 365 |
+
"Hit@100": 0.514,
|
| 366 |
+
"n_queries": 1000
|
| 367 |
+
},
|
| 368 |
+
{
|
| 369 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 370 |
+
"amp_coef": 0.5,
|
| 371 |
+
"tfidf_coef": 2.0,
|
| 372 |
+
"nDCG@10": 0.13984679345011625,
|
| 373 |
+
"MRR@10": 0.11158492063492063,
|
| 374 |
+
"P@10": 0.0251,
|
| 375 |
+
"R@10": 0.23966666666666667,
|
| 376 |
+
"R@100": 0.5039999999999999,
|
| 377 |
+
"Hit@10": 0.246,
|
| 378 |
+
"Hit@100": 0.514,
|
| 379 |
+
"n_queries": 1000
|
| 380 |
+
},
|
| 381 |
+
{
|
| 382 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 383 |
+
"amp_coef": 1.0,
|
| 384 |
+
"tfidf_coef": 1.0,
|
| 385 |
+
"nDCG@10": 0.13895404437212153,
|
| 386 |
+
"MRR@10": 0.11149484126984126,
|
| 387 |
+
"P@10": 0.0249,
|
| 388 |
+
"R@10": 0.237,
|
| 389 |
+
"R@100": 0.5075,
|
| 390 |
+
"Hit@10": 0.244,
|
| 391 |
+
"Hit@100": 0.517,
|
| 392 |
+
"n_queries": 1000
|
| 393 |
+
},
|
| 394 |
+
{
|
| 395 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 396 |
+
"amp_coef": 1.0,
|
| 397 |
+
"tfidf_coef": 2.0,
|
| 398 |
+
"nDCG@10": 0.1363867518024902,
|
| 399 |
+
"MRR@10": 0.1090313492063492,
|
| 400 |
+
"P@10": 0.0245,
|
| 401 |
+
"R@10": 0.23416666666666666,
|
| 402 |
+
"R@100": 0.5025,
|
| 403 |
+
"Hit@10": 0.24,
|
| 404 |
+
"Hit@100": 0.512,
|
| 405 |
+
"n_queries": 1000
|
| 406 |
+
},
|
| 407 |
+
{
|
| 408 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 409 |
+
"amp_coef": 2.0,
|
| 410 |
+
"tfidf_coef": 0.0,
|
| 411 |
+
"nDCG@10": 0.13464362777281194,
|
| 412 |
+
"MRR@10": 0.10678452380952382,
|
| 413 |
+
"P@10": 0.0244,
|
| 414 |
+
"R@10": 0.23316666666666666,
|
| 415 |
+
"R@100": 0.5019999999999999,
|
| 416 |
+
"Hit@10": 0.239,
|
| 417 |
+
"Hit@100": 0.511,
|
| 418 |
+
"n_queries": 1000
|
| 419 |
+
},
|
| 420 |
+
{
|
| 421 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 422 |
+
"amp_coef": 2.0,
|
| 423 |
+
"tfidf_coef": 0.25,
|
| 424 |
+
"nDCG@10": 0.13344960105824907,
|
| 425 |
+
"MRR@10": 0.10600515873015874,
|
| 426 |
+
"P@10": 0.0241,
|
| 427 |
+
"R@10": 0.23016666666666666,
|
| 428 |
+
"R@100": 0.5029999999999999,
|
| 429 |
+
"Hit@10": 0.236,
|
| 430 |
+
"Hit@100": 0.512,
|
| 431 |
+
"n_queries": 1000
|
| 432 |
+
},
|
| 433 |
+
{
|
| 434 |
+
"model": "current_plus_tfidf",
|
| 435 |
+
"amp_coef": 0,
|
| 436 |
+
"tfidf_coef": 4.0,
|
| 437 |
+
"nDCG@10": 0.13292680451865377,
|
| 438 |
+
"MRR@10": 0.1059972222222222,
|
| 439 |
+
"P@10": 0.023899999999999998,
|
| 440 |
+
"R@10": 0.22766666666666666,
|
| 441 |
+
"R@100": 0.4935,
|
| 442 |
+
"Hit@10": 0.234,
|
| 443 |
+
"Hit@100": 0.502,
|
| 444 |
+
"n_queries": 1000
|
| 445 |
+
},
|
| 446 |
+
{
|
| 447 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 448 |
+
"amp_coef": 2.0,
|
| 449 |
+
"tfidf_coef": 0.5,
|
| 450 |
+
"nDCG@10": 0.1324842151618397,
|
| 451 |
+
"MRR@10": 0.1047797619047619,
|
| 452 |
+
"P@10": 0.0241,
|
| 453 |
+
"R@10": 0.23016666666666666,
|
| 454 |
+
"R@100": 0.5009999999999999,
|
| 455 |
+
"Hit@10": 0.236,
|
| 456 |
+
"Hit@100": 0.51,
|
| 457 |
+
"n_queries": 1000
|
| 458 |
+
},
|
| 459 |
+
{
|
| 460 |
+
"model": "amp_tail_plus_final",
|
| 461 |
+
"amp_coef": 1.0,
|
| 462 |
+
"tfidf_coef": 4.0,
|
| 463 |
+
"nDCG@10": 0.13239603371741135,
|
| 464 |
+
"MRR@10": 0.10660198412698411,
|
| 465 |
+
"P@10": 0.023399999999999997,
|
| 466 |
+
"R@10": 0.223,
|
| 467 |
+
"R@100": 0.491,
|
| 468 |
+
"Hit@10": 0.229,
|
| 469 |
+
"Hit@100": 0.5,
|
| 470 |
+
"n_queries": 1000
|
| 471 |
+
},
|
| 472 |
+
{
|
| 473 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 474 |
+
"amp_coef": 2.0,
|
| 475 |
+
"tfidf_coef": 1.0,
|
| 476 |
+
"nDCG@10": 0.13107162899176406,
|
| 477 |
+
"MRR@10": 0.10385833333333333,
|
| 478 |
+
"P@10": 0.0238,
|
| 479 |
+
"R@10": 0.22716666666666666,
|
| 480 |
+
"R@100": 0.4985,
|
| 481 |
+
"Hit@10": 0.233,
|
| 482 |
+
"Hit@100": 0.508,
|
| 483 |
+
"n_queries": 1000
|
| 484 |
+
},
|
| 485 |
+
{
|
| 486 |
+
"model": "binary_only",
|
| 487 |
+
"nDCG@10": 0.12909131150170203,
|
| 488 |
+
"MRR@10": 0.10208492063492064,
|
| 489 |
+
"P@10": 0.023200000000000002,
|
| 490 |
+
"R@10": 0.22316666666666665,
|
| 491 |
+
"R@100": 0.459,
|
| 492 |
+
"Hit@10": 0.23,
|
| 493 |
+
"Hit@100": 0.468,
|
| 494 |
+
"n_queries": 1000
|
| 495 |
+
},
|
| 496 |
+
{
|
| 497 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 498 |
+
"amp_coef": 2.0,
|
| 499 |
+
"tfidf_coef": 2.0,
|
| 500 |
+
"nDCG@10": 0.12855855674295605,
|
| 501 |
+
"MRR@10": 0.10190079365079364,
|
| 502 |
+
"P@10": 0.023399999999999997,
|
| 503 |
+
"R@10": 0.22316666666666665,
|
| 504 |
+
"R@100": 0.4925,
|
| 505 |
+
"Hit@10": 0.229,
|
| 506 |
+
"Hit@100": 0.501,
|
| 507 |
+
"n_queries": 1000
|
| 508 |
+
},
|
| 509 |
+
{
|
| 510 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 511 |
+
"amp_coef": 4.0,
|
| 512 |
+
"tfidf_coef": 0.0,
|
| 513 |
+
"nDCG@10": 0.12172258042624672,
|
| 514 |
+
"MRR@10": 0.09599087301587302,
|
| 515 |
+
"P@10": 0.0223,
|
| 516 |
+
"R@10": 0.21216666666666667,
|
| 517 |
+
"R@100": 0.481,
|
| 518 |
+
"Hit@10": 0.218,
|
| 519 |
+
"Hit@100": 0.49,
|
| 520 |
+
"n_queries": 1000
|
| 521 |
+
},
|
| 522 |
+
{
|
| 523 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 524 |
+
"amp_coef": 4.0,
|
| 525 |
+
"tfidf_coef": 1.0,
|
| 526 |
+
"nDCG@10": 0.12127527624157809,
|
| 527 |
+
"MRR@10": 0.0955968253968254,
|
| 528 |
+
"P@10": 0.022299999999999997,
|
| 529 |
+
"R@10": 0.21216666666666667,
|
| 530 |
+
"R@100": 0.475,
|
| 531 |
+
"Hit@10": 0.218,
|
| 532 |
+
"Hit@100": 0.484,
|
| 533 |
+
"n_queries": 1000
|
| 534 |
+
},
|
| 535 |
+
{
|
| 536 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 537 |
+
"amp_coef": 4.0,
|
| 538 |
+
"tfidf_coef": 0.5,
|
| 539 |
+
"nDCG@10": 0.12109710673429452,
|
| 540 |
+
"MRR@10": 0.09525198412698413,
|
| 541 |
+
"P@10": 0.022299999999999997,
|
| 542 |
+
"R@10": 0.21216666666666667,
|
| 543 |
+
"R@100": 0.477,
|
| 544 |
+
"Hit@10": 0.218,
|
| 545 |
+
"Hit@100": 0.486,
|
| 546 |
+
"n_queries": 1000
|
| 547 |
+
},
|
| 548 |
+
{
|
| 549 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 550 |
+
"amp_coef": 4.0,
|
| 551 |
+
"tfidf_coef": 0.25,
|
| 552 |
+
"nDCG@10": 0.1210852299300957,
|
| 553 |
+
"MRR@10": 0.09522817460317459,
|
| 554 |
+
"P@10": 0.022299999999999997,
|
| 555 |
+
"R@10": 0.21216666666666667,
|
| 556 |
+
"R@100": 0.481,
|
| 557 |
+
"Hit@10": 0.218,
|
| 558 |
+
"Hit@100": 0.49,
|
| 559 |
+
"n_queries": 1000
|
| 560 |
+
},
|
| 561 |
+
{
|
| 562 |
+
"model": "current_plus_tfidf",
|
| 563 |
+
"amp_coef": 0,
|
| 564 |
+
"tfidf_coef": 8.0,
|
| 565 |
+
"nDCG@10": 0.11985891634181192,
|
| 566 |
+
"MRR@10": 0.096034126984127,
|
| 567 |
+
"P@10": 0.0215,
|
| 568 |
+
"R@10": 0.20466666666666666,
|
| 569 |
+
"R@100": 0.465,
|
| 570 |
+
"Hit@10": 0.21,
|
| 571 |
+
"Hit@100": 0.473,
|
| 572 |
+
"n_queries": 1000
|
| 573 |
+
},
|
| 574 |
+
{
|
| 575 |
+
"model": "current_plus_amp_plus_tfidf",
|
| 576 |
+
"amp_coef": 4.0,
|
| 577 |
+
"tfidf_coef": 2.0,
|
| 578 |
+
"nDCG@10": 0.11926029210096557,
|
| 579 |
+
"MRR@10": 0.09483055555555554,
|
| 580 |
+
"P@10": 0.0216,
|
| 581 |
+
"R@10": 0.20516666666666666,
|
| 582 |
+
"R@100": 0.472,
|
| 583 |
+
"Hit@10": 0.211,
|
| 584 |
+
"Hit@100": 0.481,
|
| 585 |
+
"n_queries": 1000
|
| 586 |
+
},
|
| 587 |
+
{
|
| 588 |
+
"model": "amp_only",
|
| 589 |
+
"nDCG@10": 0.09334431130310944,
|
| 590 |
+
"MRR@10": 0.07419880952380953,
|
| 591 |
+
"P@10": 0.0171,
|
| 592 |
+
"R@10": 0.16116666666666665,
|
| 593 |
+
"R@100": 0.374,
|
| 594 |
+
"Hit@10": 0.166,
|
| 595 |
+
"Hit@100": 0.382,
|
| 596 |
+
"n_queries": 1000
|
| 597 |
+
},
|
| 598 |
+
{
|
| 599 |
+
"model": "tfidf_only",
|
| 600 |
+
"nDCG@10": 0.07633443540928721,
|
| 601 |
+
"MRR@10": 0.06170515873015873,
|
| 602 |
+
"P@10": 0.013699999999999999,
|
| 603 |
+
"R@10": 0.13083333333333333,
|
| 604 |
+
"R@100": 0.3625,
|
| 605 |
+
"Hit@10": 0.135,
|
| 606 |
+
"Hit@100": 0.37,
|
| 607 |
+
"n_queries": 1000
|
| 608 |
+
}
|
| 609 |
+
],
|
| 610 |
+
"best": {
|
| 611 |
+
"model": "current_final",
|
| 612 |
+
"amp_coef": 0,
|
| 613 |
+
"tfidf_coef": 0,
|
| 614 |
+
"nDCG@10": 0.15081789033529253,
|
| 615 |
+
"MRR@10": 0.12145634920634922,
|
| 616 |
+
"P@10": 0.0267,
|
| 617 |
+
"R@10": 0.255,
|
| 618 |
+
"R@100": 0.4965,
|
| 619 |
+
"Hit@10": 0.262,
|
| 620 |
+
"Hit@100": 0.506,
|
| 621 |
+
"n_queries": 1000
|
| 622 |
+
},
|
| 623 |
+
"feature_seconds": 53.416778326034546
|
| 624 |
+
}
|
results/msmarco_scale/best_all_dev_results.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "all params locked from TRAIN validation: gamma_tail=.25 lambda_M=.125 h=0 lambda_lex=4 lambda_sem=.1 P=2000; full DEV untouched",
|
| 3 |
+
"params": {
|
| 4 |
+
"gamma_tail": 0.25,
|
| 5 |
+
"lambda_M": 0.125,
|
| 6 |
+
"h": 0,
|
| 7 |
+
"lambda_lex": 4.0,
|
| 8 |
+
"lambda_sem": 0.1,
|
| 9 |
+
"P": 2000,
|
| 10 |
+
"S": 16
|
| 11 |
+
},
|
| 12 |
+
"dev_metrics": {
|
| 13 |
+
"nDCG@10": 0.1739954271312252,
|
| 14 |
+
"MRR@10": 0.14028738572793015,
|
| 15 |
+
"P@10": 0.030042979942693407,
|
| 16 |
+
"R@10": 0.2885267430754537,
|
| 17 |
+
"R@100": 0.4929918815663801,
|
| 18 |
+
"Hit@10": 0.29498567335243553,
|
| 19 |
+
"Hit@100": 0.5032951289398281,
|
| 20 |
+
"n_queries": 6980
|
| 21 |
+
},
|
| 22 |
+
"route_relevant_recall": 0.8215678364932096,
|
| 23 |
+
"pool_relevant_recall": 0.653892698668818,
|
| 24 |
+
"timing": {
|
| 25 |
+
"median_ms": 30.092392500591814,
|
| 26 |
+
"p95_ms": 70.51122249995373,
|
| 27 |
+
"mean_ms": 36.051276651003846,
|
| 28 |
+
"qps": 27.738268735405658,
|
| 29 |
+
"avg_candidate_docs": 95025.36577325498
|
| 30 |
+
}
|
| 31 |
+
}
|
results/msmarco_scale/best_tail_dev_results.json
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "gamma_tail=0.25, lambda_M=0.125, h=0 locked from deterministic 1000-query TRAIN validation; full DEV untouched",
|
| 3 |
+
"gamma_tail": 0.25,
|
| 4 |
+
"lambda_M": 0.125,
|
| 5 |
+
"h": 0,
|
| 6 |
+
"P": 2000,
|
| 7 |
+
"dev_metrics": {
|
| 8 |
+
"nDCG@10": 0.17155959165063983,
|
| 9 |
+
"MRR@10": 0.13876802201300767,
|
| 10 |
+
"P@10": 0.029469914040114616,
|
| 11 |
+
"R@10": 0.2827960840496657,
|
| 12 |
+
"R@100": 0.49566618911174787,
|
| 13 |
+
"Hit@10": 0.28982808022922635,
|
| 14 |
+
"Hit@100": 0.5061604584527221,
|
| 15 |
+
"n_queries": 6980
|
| 16 |
+
},
|
| 17 |
+
"route_relevant_recall": 0.8215678364932096,
|
| 18 |
+
"pool_relevant_recall": 0.653892698668818,
|
| 19 |
+
"timing": {
|
| 20 |
+
"median_ms": 32.150682500287076,
|
| 21 |
+
"p95_ms": 68.99908455079635,
|
| 22 |
+
"mean_ms": 37.33074837922749,
|
| 23 |
+
"qps": 26.7875690527663,
|
| 24 |
+
"avg_candidate_docs": 95025.36577325498
|
| 25 |
+
}
|
| 26 |
+
}
|
results/msmarco_scale/best_tail_validation.json
ADDED
|
@@ -0,0 +1,123 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"gamma_tail": 0.25,
|
| 3 |
+
"lambda_M": 0.125,
|
| 4 |
+
"P": 2000,
|
| 5 |
+
"hgrid": {
|
| 6 |
+
"0": {
|
| 7 |
+
"nDCG@10": 0.1450126809508836,
|
| 8 |
+
"MRR@10": 0.11697976190476192,
|
| 9 |
+
"P@10": 0.0255,
|
| 10 |
+
"R@10": 0.24416666666666667,
|
| 11 |
+
"R@100": 0.488,
|
| 12 |
+
"Hit@10": 0.25,
|
| 13 |
+
"Hit@100": 0.498,
|
| 14 |
+
"n_queries": 1000
|
| 15 |
+
},
|
| 16 |
+
"1": {
|
| 17 |
+
"nDCG@10": 0.143539947233879,
|
| 18 |
+
"MRR@10": 0.11505992063492064,
|
| 19 |
+
"P@10": 0.025400000000000002,
|
| 20 |
+
"R@10": 0.24316666666666667,
|
| 21 |
+
"R@100": 0.488,
|
| 22 |
+
"Hit@10": 0.249,
|
| 23 |
+
"Hit@100": 0.498,
|
| 24 |
+
"n_queries": 1000
|
| 25 |
+
},
|
| 26 |
+
"2": {
|
| 27 |
+
"nDCG@10": 0.14060188205604077,
|
| 28 |
+
"MRR@10": 0.11112777777777777,
|
| 29 |
+
"P@10": 0.0255,
|
| 30 |
+
"R@10": 0.24416666666666667,
|
| 31 |
+
"R@100": 0.4885,
|
| 32 |
+
"Hit@10": 0.25,
|
| 33 |
+
"Hit@100": 0.499,
|
| 34 |
+
"n_queries": 1000
|
| 35 |
+
},
|
| 36 |
+
"3": {
|
| 37 |
+
"nDCG@10": 0.13792221101850255,
|
| 38 |
+
"MRR@10": 0.10811904761904761,
|
| 39 |
+
"P@10": 0.025400000000000002,
|
| 40 |
+
"R@10": 0.24316666666666667,
|
| 41 |
+
"R@100": 0.4875,
|
| 42 |
+
"Hit@10": 0.249,
|
| 43 |
+
"Hit@100": 0.498,
|
| 44 |
+
"n_queries": 1000
|
| 45 |
+
},
|
| 46 |
+
"4": {
|
| 47 |
+
"nDCG@10": 0.13601183803929834,
|
| 48 |
+
"MRR@10": 0.10615595238095236,
|
| 49 |
+
"P@10": 0.0253,
|
| 50 |
+
"R@10": 0.24216666666666667,
|
| 51 |
+
"R@100": 0.4875,
|
| 52 |
+
"Hit@10": 0.248,
|
| 53 |
+
"Hit@100": 0.498,
|
| 54 |
+
"n_queries": 1000
|
| 55 |
+
},
|
| 56 |
+
"5": {
|
| 57 |
+
"nDCG@10": 0.1343609643899154,
|
| 58 |
+
"MRR@10": 0.10456428571428572,
|
| 59 |
+
"P@10": 0.025200000000000004,
|
| 60 |
+
"R@10": 0.24116666666666667,
|
| 61 |
+
"R@100": 0.4875,
|
| 62 |
+
"Hit@10": 0.247,
|
| 63 |
+
"Hit@100": 0.498,
|
| 64 |
+
"n_queries": 1000
|
| 65 |
+
},
|
| 66 |
+
"6": {
|
| 67 |
+
"nDCG@10": 0.13289190033917472,
|
| 68 |
+
"MRR@10": 0.10344087301587303,
|
| 69 |
+
"P@10": 0.025,
|
| 70 |
+
"R@10": 0.23916666666666667,
|
| 71 |
+
"R@100": 0.4875,
|
| 72 |
+
"Hit@10": 0.245,
|
| 73 |
+
"Hit@100": 0.498,
|
| 74 |
+
"n_queries": 1000
|
| 75 |
+
},
|
| 76 |
+
"7": {
|
| 77 |
+
"nDCG@10": 0.13103797900260156,
|
| 78 |
+
"MRR@10": 0.1025281746031746,
|
| 79 |
+
"P@10": 0.0245,
|
| 80 |
+
"R@10": 0.23416666666666666,
|
| 81 |
+
"R@100": 0.4885,
|
| 82 |
+
"Hit@10": 0.24,
|
| 83 |
+
"Hit@100": 0.499,
|
| 84 |
+
"n_queries": 1000
|
| 85 |
+
},
|
| 86 |
+
"8": {
|
| 87 |
+
"nDCG@10": 0.12753443003126955,
|
| 88 |
+
"MRR@10": 0.1008920634920635,
|
| 89 |
+
"P@10": 0.023399999999999997,
|
| 90 |
+
"R@10": 0.22416666666666665,
|
| 91 |
+
"R@100": 0.4885,
|
| 92 |
+
"Hit@10": 0.229,
|
| 93 |
+
"Hit@100": 0.499,
|
| 94 |
+
"n_queries": 1000
|
| 95 |
+
},
|
| 96 |
+
"9": {
|
| 97 |
+
"nDCG@10": 0.12817110641839757,
|
| 98 |
+
"MRR@10": 0.10112539682539681,
|
| 99 |
+
"P@10": 0.023799999999999998,
|
| 100 |
+
"R@10": 0.22666666666666666,
|
| 101 |
+
"R@100": 0.4885,
|
| 102 |
+
"Hit@10": 0.233,
|
| 103 |
+
"Hit@100": 0.499,
|
| 104 |
+
"n_queries": 1000
|
| 105 |
+
},
|
| 106 |
+
"10": {
|
| 107 |
+
"nDCG@10": 0.12174626649215385,
|
| 108 |
+
"MRR@10": 0.09882539682539682,
|
| 109 |
+
"P@10": 0.0215,
|
| 110 |
+
"R@10": 0.20466666666666666,
|
| 111 |
+
"R@100": 0.4885,
|
| 112 |
+
"Hit@10": 0.21,
|
| 113 |
+
"Hit@100": 0.499,
|
| 114 |
+
"n_queries": 1000
|
| 115 |
+
}
|
| 116 |
+
},
|
| 117 |
+
"best_h": 0,
|
| 118 |
+
"route_relevant_recall": 0.8081285444234405,
|
| 119 |
+
"pool_relevant_recall": 0.6361058601134215,
|
| 120 |
+
"median_ms": 32.5288214999091,
|
| 121 |
+
"p95_ms": 75.88759410127749,
|
| 122 |
+
"avg_candidate_docs": 92472.19019019019
|
| 123 |
+
}
|
results/msmarco_scale/branch_coherence_multifold.json
ADDED
|
@@ -0,0 +1,638 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "5 disjoint 1000-query TRAIN folds; fold0 is original validation; folds1-4 are new deterministic samples; same eta=1 P=2000 pools and structural lexical b=.1 alpha=.25 wl4 raw-sem .3; branch coherence only",
|
| 3 |
+
"weights": [
|
| 4 |
+
-2.0,
|
| 5 |
+
-1.0,
|
| 6 |
+
-0.5,
|
| 7 |
+
-0.25,
|
| 8 |
+
0.0,
|
| 9 |
+
0.25,
|
| 10 |
+
0.5,
|
| 11 |
+
1.0
|
| 12 |
+
],
|
| 13 |
+
"fold_rows": [
|
| 14 |
+
{
|
| 15 |
+
"fold": 0,
|
| 16 |
+
"weight": -2.0,
|
| 17 |
+
"nDCG@10": 0.15415909750704068,
|
| 18 |
+
"MRR@10": 0.12544523809523808,
|
| 19 |
+
"P@10": 0.0268,
|
| 20 |
+
"R@10": 0.2566666666666667,
|
| 21 |
+
"R@100": 0.4895,
|
| 22 |
+
"Hit@10": 0.263,
|
| 23 |
+
"Hit@100": 0.499,
|
| 24 |
+
"n_queries": 1000
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"fold": 0,
|
| 28 |
+
"weight": -1.0,
|
| 29 |
+
"nDCG@10": 0.15472070381868552,
|
| 30 |
+
"MRR@10": 0.12586190476190476,
|
| 31 |
+
"P@10": 0.0269,
|
| 32 |
+
"R@10": 0.2576666666666667,
|
| 33 |
+
"R@100": 0.493,
|
| 34 |
+
"Hit@10": 0.264,
|
| 35 |
+
"Hit@100": 0.502,
|
| 36 |
+
"n_queries": 1000
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"fold": 0,
|
| 40 |
+
"weight": -0.5,
|
| 41 |
+
"nDCG@10": 0.15415177049686546,
|
| 42 |
+
"MRR@10": 0.12542857142857144,
|
| 43 |
+
"P@10": 0.026799999999999997,
|
| 44 |
+
"R@10": 0.2566666666666667,
|
| 45 |
+
"R@100": 0.495,
|
| 46 |
+
"Hit@10": 0.263,
|
| 47 |
+
"Hit@100": 0.504,
|
| 48 |
+
"n_queries": 1000
|
| 49 |
+
},
|
| 50 |
+
{
|
| 51 |
+
"fold": 0,
|
| 52 |
+
"weight": -0.25,
|
| 53 |
+
"nDCG@10": 0.15418241611699196,
|
| 54 |
+
"MRR@10": 0.12546190476190477,
|
| 55 |
+
"P@10": 0.026799999999999997,
|
| 56 |
+
"R@10": 0.2566666666666667,
|
| 57 |
+
"R@100": 0.494,
|
| 58 |
+
"Hit@10": 0.263,
|
| 59 |
+
"Hit@100": 0.503,
|
| 60 |
+
"n_queries": 1000
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"fold": 0,
|
| 64 |
+
"weight": 0.0,
|
| 65 |
+
"nDCG@10": 0.15397803394444953,
|
| 66 |
+
"MRR@10": 0.12547857142857144,
|
| 67 |
+
"P@10": 0.0267,
|
| 68 |
+
"R@10": 0.2556666666666667,
|
| 69 |
+
"R@100": 0.493,
|
| 70 |
+
"Hit@10": 0.262,
|
| 71 |
+
"Hit@100": 0.502,
|
| 72 |
+
"n_queries": 1000
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"fold": 0,
|
| 76 |
+
"weight": 0.25,
|
| 77 |
+
"nDCG@10": 0.15363969521388907,
|
| 78 |
+
"MRR@10": 0.12532976190476192,
|
| 79 |
+
"P@10": 0.026600000000000002,
|
| 80 |
+
"R@10": 0.2546666666666667,
|
| 81 |
+
"R@100": 0.493,
|
| 82 |
+
"Hit@10": 0.261,
|
| 83 |
+
"Hit@100": 0.502,
|
| 84 |
+
"n_queries": 1000
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"fold": 0,
|
| 88 |
+
"weight": 0.5,
|
| 89 |
+
"nDCG@10": 0.15364175970241126,
|
| 90 |
+
"MRR@10": 0.12532142857142856,
|
| 91 |
+
"P@10": 0.026600000000000002,
|
| 92 |
+
"R@10": 0.2546666666666667,
|
| 93 |
+
"R@100": 0.492,
|
| 94 |
+
"Hit@10": 0.261,
|
| 95 |
+
"Hit@100": 0.501,
|
| 96 |
+
"n_queries": 1000
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"fold": 0,
|
| 100 |
+
"weight": 1.0,
|
| 101 |
+
"nDCG@10": 0.1534245691066184,
|
| 102 |
+
"MRR@10": 0.12501428571428572,
|
| 103 |
+
"P@10": 0.026600000000000002,
|
| 104 |
+
"R@10": 0.2546666666666667,
|
| 105 |
+
"R@100": 0.491,
|
| 106 |
+
"Hit@10": 0.261,
|
| 107 |
+
"Hit@100": 0.5,
|
| 108 |
+
"n_queries": 1000
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"fold": 1,
|
| 112 |
+
"weight": -2.0,
|
| 113 |
+
"nDCG@10": 0.1526047141463665,
|
| 114 |
+
"MRR@10": 0.12314047619047619,
|
| 115 |
+
"P@10": 0.0261,
|
| 116 |
+
"R@10": 0.2511666666666667,
|
| 117 |
+
"R@100": 0.4923333333333333,
|
| 118 |
+
"Hit@10": 0.257,
|
| 119 |
+
"Hit@100": 0.5,
|
| 120 |
+
"n_queries": 1000
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"fold": 1,
|
| 124 |
+
"weight": -1.0,
|
| 125 |
+
"nDCG@10": 0.1530686257098154,
|
| 126 |
+
"MRR@10": 0.12335714285714285,
|
| 127 |
+
"P@10": 0.026200000000000005,
|
| 128 |
+
"R@10": 0.25266666666666665,
|
| 129 |
+
"R@100": 0.4958333333333333,
|
| 130 |
+
"Hit@10": 0.258,
|
| 131 |
+
"Hit@100": 0.504,
|
| 132 |
+
"n_queries": 1000
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"fold": 1,
|
| 136 |
+
"weight": -0.5,
|
| 137 |
+
"nDCG@10": 0.15314792025507462,
|
| 138 |
+
"MRR@10": 0.12349603174603174,
|
| 139 |
+
"P@10": 0.026200000000000005,
|
| 140 |
+
"R@10": 0.25266666666666665,
|
| 141 |
+
"R@100": 0.4958333333333333,
|
| 142 |
+
"Hit@10": 0.258,
|
| 143 |
+
"Hit@100": 0.504,
|
| 144 |
+
"n_queries": 1000
|
| 145 |
+
},
|
| 146 |
+
{
|
| 147 |
+
"fold": 1,
|
| 148 |
+
"weight": -0.25,
|
| 149 |
+
"nDCG@10": 0.15374998024640257,
|
| 150 |
+
"MRR@10": 0.12371825396825398,
|
| 151 |
+
"P@10": 0.026400000000000003,
|
| 152 |
+
"R@10": 0.25466666666666665,
|
| 153 |
+
"R@100": 0.4988333333333333,
|
| 154 |
+
"Hit@10": 0.26,
|
| 155 |
+
"Hit@100": 0.507,
|
| 156 |
+
"n_queries": 1000
|
| 157 |
+
},
|
| 158 |
+
{
|
| 159 |
+
"fold": 1,
|
| 160 |
+
"weight": 0.0,
|
| 161 |
+
"nDCG@10": 0.1542499802464026,
|
| 162 |
+
"MRR@10": 0.12438492063492063,
|
| 163 |
+
"P@10": 0.026400000000000003,
|
| 164 |
+
"R@10": 0.25466666666666665,
|
| 165 |
+
"R@100": 0.4968333333333333,
|
| 166 |
+
"Hit@10": 0.26,
|
| 167 |
+
"Hit@100": 0.505,
|
| 168 |
+
"n_queries": 1000
|
| 169 |
+
},
|
| 170 |
+
{
|
| 171 |
+
"fold": 1,
|
| 172 |
+
"weight": 0.25,
|
| 173 |
+
"nDCG@10": 0.15424779669586047,
|
| 174 |
+
"MRR@10": 0.12411547619047619,
|
| 175 |
+
"P@10": 0.0265,
|
| 176 |
+
"R@10": 0.25566666666666665,
|
| 177 |
+
"R@100": 0.496,
|
| 178 |
+
"Hit@10": 0.261,
|
| 179 |
+
"Hit@100": 0.505,
|
| 180 |
+
"n_queries": 1000
|
| 181 |
+
},
|
| 182 |
+
{
|
| 183 |
+
"fold": 1,
|
| 184 |
+
"weight": 0.5,
|
| 185 |
+
"nDCG@10": 0.1539587318695426,
|
| 186 |
+
"MRR@10": 0.12401547619047618,
|
| 187 |
+
"P@10": 0.026400000000000003,
|
| 188 |
+
"R@10": 0.25466666666666665,
|
| 189 |
+
"R@100": 0.496,
|
| 190 |
+
"Hit@10": 0.26,
|
| 191 |
+
"Hit@100": 0.505,
|
| 192 |
+
"n_queries": 1000
|
| 193 |
+
},
|
| 194 |
+
{
|
| 195 |
+
"fold": 1,
|
| 196 |
+
"weight": 1.0,
|
| 197 |
+
"nDCG@10": 0.15435541723930093,
|
| 198 |
+
"MRR@10": 0.12424880952380953,
|
| 199 |
+
"P@10": 0.0265,
|
| 200 |
+
"R@10": 0.25566666666666665,
|
| 201 |
+
"R@100": 0.4955,
|
| 202 |
+
"Hit@10": 0.261,
|
| 203 |
+
"Hit@100": 0.504,
|
| 204 |
+
"n_queries": 1000
|
| 205 |
+
},
|
| 206 |
+
{
|
| 207 |
+
"fold": 2,
|
| 208 |
+
"weight": -2.0,
|
| 209 |
+
"nDCG@10": 0.16037007617803847,
|
| 210 |
+
"MRR@10": 0.13450674603174606,
|
| 211 |
+
"P@10": 0.026300000000000004,
|
| 212 |
+
"R@10": 0.24933333333333335,
|
| 213 |
+
"R@100": 0.4608333333333333,
|
| 214 |
+
"Hit@10": 0.257,
|
| 215 |
+
"Hit@100": 0.471,
|
| 216 |
+
"n_queries": 1000
|
| 217 |
+
},
|
| 218 |
+
{
|
| 219 |
+
"fold": 2,
|
| 220 |
+
"weight": -1.0,
|
| 221 |
+
"nDCG@10": 0.16109998301378026,
|
| 222 |
+
"MRR@10": 0.13486785714285712,
|
| 223 |
+
"P@10": 0.0265,
|
| 224 |
+
"R@10": 0.25133333333333335,
|
| 225 |
+
"R@100": 0.4653333333333333,
|
| 226 |
+
"Hit@10": 0.259,
|
| 227 |
+
"Hit@100": 0.476,
|
| 228 |
+
"n_queries": 1000
|
| 229 |
+
},
|
| 230 |
+
{
|
| 231 |
+
"fold": 2,
|
| 232 |
+
"weight": -0.5,
|
| 233 |
+
"nDCG@10": 0.16231972439817155,
|
| 234 |
+
"MRR@10": 0.13563452380952382,
|
| 235 |
+
"P@10": 0.026799999999999997,
|
| 236 |
+
"R@10": 0.25433333333333336,
|
| 237 |
+
"R@100": 0.4673333333333333,
|
| 238 |
+
"Hit@10": 0.262,
|
| 239 |
+
"Hit@100": 0.478,
|
| 240 |
+
"n_queries": 1000
|
| 241 |
+
},
|
| 242 |
+
{
|
| 243 |
+
"fold": 2,
|
| 244 |
+
"weight": -0.25,
|
| 245 |
+
"nDCG@10": 0.16230275383159834,
|
| 246 |
+
"MRR@10": 0.1356174603174603,
|
| 247 |
+
"P@10": 0.026799999999999997,
|
| 248 |
+
"R@10": 0.25433333333333336,
|
| 249 |
+
"R@100": 0.4693333333333333,
|
| 250 |
+
"Hit@10": 0.262,
|
| 251 |
+
"Hit@100": 0.48,
|
| 252 |
+
"n_queries": 1000
|
| 253 |
+
},
|
| 254 |
+
{
|
| 255 |
+
"fold": 2,
|
| 256 |
+
"weight": 0.0,
|
| 257 |
+
"nDCG@10": 0.16251890516411505,
|
| 258 |
+
"MRR@10": 0.13587301587301587,
|
| 259 |
+
"P@10": 0.026799999999999997,
|
| 260 |
+
"R@10": 0.25433333333333336,
|
| 261 |
+
"R@100": 0.4688333333333333,
|
| 262 |
+
"Hit@10": 0.262,
|
| 263 |
+
"Hit@100": 0.479,
|
| 264 |
+
"n_queries": 1000
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"fold": 2,
|
| 268 |
+
"weight": 0.25,
|
| 269 |
+
"nDCG@10": 0.16214206315133467,
|
| 270 |
+
"MRR@10": 0.13536349206349205,
|
| 271 |
+
"P@10": 0.026799999999999997,
|
| 272 |
+
"R@10": 0.25433333333333336,
|
| 273 |
+
"R@100": 0.4718333333333333,
|
| 274 |
+
"Hit@10": 0.262,
|
| 275 |
+
"Hit@100": 0.482,
|
| 276 |
+
"n_queries": 1000
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"fold": 2,
|
| 280 |
+
"weight": 0.5,
|
| 281 |
+
"nDCG@10": 0.16183982019430446,
|
| 282 |
+
"MRR@10": 0.1352468253968254,
|
| 283 |
+
"P@10": 0.026699999999999998,
|
| 284 |
+
"R@10": 0.25333333333333335,
|
| 285 |
+
"R@100": 0.4708333333333333,
|
| 286 |
+
"Hit@10": 0.261,
|
| 287 |
+
"Hit@100": 0.481,
|
| 288 |
+
"n_queries": 1000
|
| 289 |
+
},
|
| 290 |
+
{
|
| 291 |
+
"fold": 2,
|
| 292 |
+
"weight": 1.0,
|
| 293 |
+
"nDCG@10": 0.1625502222466627,
|
| 294 |
+
"MRR@10": 0.1355952380952381,
|
| 295 |
+
"P@10": 0.0269,
|
| 296 |
+
"R@10": 0.25533333333333336,
|
| 297 |
+
"R@100": 0.4708333333333333,
|
| 298 |
+
"Hit@10": 0.263,
|
| 299 |
+
"Hit@100": 0.481,
|
| 300 |
+
"n_queries": 1000
|
| 301 |
+
},
|
| 302 |
+
{
|
| 303 |
+
"fold": 3,
|
| 304 |
+
"weight": -2.0,
|
| 305 |
+
"nDCG@10": 0.15008869307759193,
|
| 306 |
+
"MRR@10": 0.12038571428571428,
|
| 307 |
+
"P@10": 0.0265,
|
| 308 |
+
"R@10": 0.2511166666666667,
|
| 309 |
+
"R@100": 0.48051666666666665,
|
| 310 |
+
"Hit@10": 0.259,
|
| 311 |
+
"Hit@100": 0.492,
|
| 312 |
+
"n_queries": 1000
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"fold": 3,
|
| 316 |
+
"weight": -1.0,
|
| 317 |
+
"nDCG@10": 0.15057828820655356,
|
| 318 |
+
"MRR@10": 0.12132063492063493,
|
| 319 |
+
"P@10": 0.026400000000000003,
|
| 320 |
+
"R@10": 0.2501166666666667,
|
| 321 |
+
"R@100": 0.4887666666666666,
|
| 322 |
+
"Hit@10": 0.258,
|
| 323 |
+
"Hit@100": 0.499,
|
| 324 |
+
"n_queries": 1000
|
| 325 |
+
},
|
| 326 |
+
{
|
| 327 |
+
"fold": 3,
|
| 328 |
+
"weight": -0.5,
|
| 329 |
+
"nDCG@10": 0.14999079162033507,
|
| 330 |
+
"MRR@10": 0.12081785714285713,
|
| 331 |
+
"P@10": 0.026299999999999997,
|
| 332 |
+
"R@10": 0.2491166666666667,
|
| 333 |
+
"R@100": 0.49026666666666663,
|
| 334 |
+
"Hit@10": 0.257,
|
| 335 |
+
"Hit@100": 0.5,
|
| 336 |
+
"n_queries": 1000
|
| 337 |
+
},
|
| 338 |
+
{
|
| 339 |
+
"fold": 3,
|
| 340 |
+
"weight": -0.25,
|
| 341 |
+
"nDCG@10": 0.1497358469813027,
|
| 342 |
+
"MRR@10": 0.12080119047619046,
|
| 343 |
+
"P@10": 0.026199999999999998,
|
| 344 |
+
"R@10": 0.24811666666666668,
|
| 345 |
+
"R@100": 0.49126666666666663,
|
| 346 |
+
"Hit@10": 0.256,
|
| 347 |
+
"Hit@100": 0.501,
|
| 348 |
+
"n_queries": 1000
|
| 349 |
+
},
|
| 350 |
+
{
|
| 351 |
+
"fold": 3,
|
| 352 |
+
"weight": 0.0,
|
| 353 |
+
"nDCG@10": 0.14968811661284356,
|
| 354 |
+
"MRR@10": 0.12085396825396824,
|
| 355 |
+
"P@10": 0.0261,
|
| 356 |
+
"R@10": 0.24761666666666668,
|
| 357 |
+
"R@100": 0.49026666666666663,
|
| 358 |
+
"Hit@10": 0.255,
|
| 359 |
+
"Hit@100": 0.5,
|
| 360 |
+
"n_queries": 1000
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"fold": 3,
|
| 364 |
+
"weight": 0.25,
|
| 365 |
+
"nDCG@10": 0.14931066107989036,
|
| 366 |
+
"MRR@10": 0.12035396825396824,
|
| 367 |
+
"P@10": 0.0261,
|
| 368 |
+
"R@10": 0.24761666666666668,
|
| 369 |
+
"R@100": 0.4892666666666666,
|
| 370 |
+
"Hit@10": 0.255,
|
| 371 |
+
"Hit@100": 0.499,
|
| 372 |
+
"n_queries": 1000
|
| 373 |
+
},
|
| 374 |
+
{
|
| 375 |
+
"fold": 3,
|
| 376 |
+
"weight": 0.5,
|
| 377 |
+
"nDCG@10": 0.15027749246870759,
|
| 378 |
+
"MRR@10": 0.12135277777777777,
|
| 379 |
+
"P@10": 0.026200000000000005,
|
| 380 |
+
"R@10": 0.2486166666666667,
|
| 381 |
+
"R@100": 0.49026666666666663,
|
| 382 |
+
"Hit@10": 0.256,
|
| 383 |
+
"Hit@100": 0.5,
|
| 384 |
+
"n_queries": 1000
|
| 385 |
+
},
|
| 386 |
+
{
|
| 387 |
+
"fold": 3,
|
| 388 |
+
"weight": 1.0,
|
| 389 |
+
"nDCG@10": 0.1499526571561685,
|
| 390 |
+
"MRR@10": 0.12121230158730158,
|
| 391 |
+
"P@10": 0.0261,
|
| 392 |
+
"R@10": 0.2476166666666667,
|
| 393 |
+
"R@100": 0.49126666666666663,
|
| 394 |
+
"Hit@10": 0.255,
|
| 395 |
+
"Hit@100": 0.501,
|
| 396 |
+
"n_queries": 1000
|
| 397 |
+
},
|
| 398 |
+
{
|
| 399 |
+
"fold": 4,
|
| 400 |
+
"weight": -2.0,
|
| 401 |
+
"nDCG@10": 0.15781494211571043,
|
| 402 |
+
"MRR@10": 0.1259547619047619,
|
| 403 |
+
"P@10": 0.028399999999999998,
|
| 404 |
+
"R@10": 0.269,
|
| 405 |
+
"R@100": 0.49456666666666665,
|
| 406 |
+
"Hit@10": 0.275,
|
| 407 |
+
"Hit@100": 0.504,
|
| 408 |
+
"n_queries": 1000
|
| 409 |
+
},
|
| 410 |
+
{
|
| 411 |
+
"fold": 4,
|
| 412 |
+
"weight": -1.0,
|
| 413 |
+
"nDCG@10": 0.158312853124221,
|
| 414 |
+
"MRR@10": 0.12660753968253968,
|
| 415 |
+
"P@10": 0.0284,
|
| 416 |
+
"R@10": 0.269,
|
| 417 |
+
"R@100": 0.49456666666666665,
|
| 418 |
+
"Hit@10": 0.275,
|
| 419 |
+
"Hit@100": 0.504,
|
| 420 |
+
"n_queries": 1000
|
| 421 |
+
},
|
| 422 |
+
{
|
| 423 |
+
"fold": 4,
|
| 424 |
+
"weight": -0.5,
|
| 425 |
+
"nDCG@10": 0.15804971926293745,
|
| 426 |
+
"MRR@10": 0.12622301587301588,
|
| 427 |
+
"P@10": 0.0284,
|
| 428 |
+
"R@10": 0.269,
|
| 429 |
+
"R@100": 0.49756666666666666,
|
| 430 |
+
"Hit@10": 0.275,
|
| 431 |
+
"Hit@100": 0.507,
|
| 432 |
+
"n_queries": 1000
|
| 433 |
+
},
|
| 434 |
+
{
|
| 435 |
+
"fold": 4,
|
| 436 |
+
"weight": -0.25,
|
| 437 |
+
"nDCG@10": 0.1584979492061666,
|
| 438 |
+
"MRR@10": 0.1268075396825397,
|
| 439 |
+
"P@10": 0.0284,
|
| 440 |
+
"R@10": 0.269,
|
| 441 |
+
"R@100": 0.49606666666666666,
|
| 442 |
+
"Hit@10": 0.275,
|
| 443 |
+
"Hit@100": 0.505,
|
| 444 |
+
"n_queries": 1000
|
| 445 |
+
},
|
| 446 |
+
{
|
| 447 |
+
"fold": 4,
|
| 448 |
+
"weight": 0.0,
|
| 449 |
+
"nDCG@10": 0.1588183554442891,
|
| 450 |
+
"MRR@10": 0.12694642857142857,
|
| 451 |
+
"P@10": 0.0285,
|
| 452 |
+
"R@10": 0.27,
|
| 453 |
+
"R@100": 0.4963166666666667,
|
| 454 |
+
"Hit@10": 0.276,
|
| 455 |
+
"Hit@100": 0.505,
|
| 456 |
+
"n_queries": 1000
|
| 457 |
+
},
|
| 458 |
+
{
|
| 459 |
+
"fold": 4,
|
| 460 |
+
"weight": 0.25,
|
| 461 |
+
"nDCG@10": 0.1589189456349034,
|
| 462 |
+
"MRR@10": 0.12706309523809525,
|
| 463 |
+
"P@10": 0.0285,
|
| 464 |
+
"R@10": 0.27,
|
| 465 |
+
"R@100": 0.4963166666666667,
|
| 466 |
+
"Hit@10": 0.276,
|
| 467 |
+
"Hit@100": 0.505,
|
| 468 |
+
"n_queries": 1000
|
| 469 |
+
},
|
| 470 |
+
{
|
| 471 |
+
"fold": 4,
|
| 472 |
+
"weight": 0.5,
|
| 473 |
+
"nDCG@10": 0.15890063242217922,
|
| 474 |
+
"MRR@10": 0.12673095238095236,
|
| 475 |
+
"P@10": 0.0286,
|
| 476 |
+
"R@10": 0.271,
|
| 477 |
+
"R@100": 0.4973166666666667,
|
| 478 |
+
"Hit@10": 0.277,
|
| 479 |
+
"Hit@100": 0.506,
|
| 480 |
+
"n_queries": 1000
|
| 481 |
+
},
|
| 482 |
+
{
|
| 483 |
+
"fold": 4,
|
| 484 |
+
"weight": 1.0,
|
| 485 |
+
"nDCG@10": 0.15978692900367475,
|
| 486 |
+
"MRR@10": 0.12748373015873016,
|
| 487 |
+
"P@10": 0.0288,
|
| 488 |
+
"R@10": 0.2725,
|
| 489 |
+
"R@100": 0.4993166666666667,
|
| 490 |
+
"Hit@10": 0.279,
|
| 491 |
+
"Hit@100": 0.508,
|
| 492 |
+
"n_queries": 1000
|
| 493 |
+
}
|
| 494 |
+
],
|
| 495 |
+
"summary_ranked_for_robustness": [
|
| 496 |
+
{
|
| 497 |
+
"weight": 1.0,
|
| 498 |
+
"mean_nDCG@10": 0.15601395895048503,
|
| 499 |
+
"std_nDCG@10": 0.0050782162397900055,
|
| 500 |
+
"mean_MRR@10": 0.12671087301587303,
|
| 501 |
+
"mean_R@100": 0.4895833333333333,
|
| 502 |
+
"mean_delta_nDCG_vs_base": 0.00016328066806509112,
|
| 503 |
+
"min_delta_nDCG_vs_base": -0.0005534648378311413,
|
| 504 |
+
"positive_folds": 4,
|
| 505 |
+
"fold_deltas": [
|
| 506 |
+
-0.0005534648378311413,
|
| 507 |
+
0.00010543699289833341,
|
| 508 |
+
3.1317082547666075e-05,
|
| 509 |
+
0.00026454054332494814,
|
| 510 |
+
0.0009685735593856493
|
| 511 |
+
]
|
| 512 |
+
},
|
| 513 |
+
{
|
| 514 |
+
"weight": -0.25,
|
| 515 |
+
"mean_nDCG@10": 0.1556937892764924,
|
| 516 |
+
"std_nDCG@10": 0.004824454481269473,
|
| 517 |
+
"mean_MRR@10": 0.12648126984126984,
|
| 518 |
+
"mean_R@100": 0.4899,
|
| 519 |
+
"mean_delta_nDCG_vs_base": -0.00015688900592752963,
|
| 520 |
+
"min_delta_nDCG_vs_base": -0.0005000000000000282,
|
| 521 |
+
"positive_folds": 2,
|
| 522 |
+
"fold_deltas": [
|
| 523 |
+
0.00020438217254242774,
|
| 524 |
+
-0.0005000000000000282,
|
| 525 |
+
-0.00021615133251670637,
|
| 526 |
+
4.773036845914791e-05,
|
| 527 |
+
-0.00032040623812248925
|
| 528 |
+
]
|
| 529 |
+
},
|
| 530 |
+
{
|
| 531 |
+
"weight": 0.5,
|
| 532 |
+
"mean_nDCG@10": 0.15572368733142902,
|
| 533 |
+
"std_nDCG@10": 0.0045992007518597805,
|
| 534 |
+
"mean_MRR@10": 0.12653349206349204,
|
| 535 |
+
"mean_R@100": 0.4892833333333333,
|
| 536 |
+
"mean_delta_nDCG_vs_base": -0.00012699095099094615,
|
| 537 |
+
"min_delta_nDCG_vs_base": -0.0006790849698105894,
|
| 538 |
+
"positive_folds": 2,
|
| 539 |
+
"fold_deltas": [
|
| 540 |
+
-0.00033627424203827583,
|
| 541 |
+
-0.00029124837686000937,
|
| 542 |
+
-0.0006790849698105894,
|
| 543 |
+
0.0005893758558640216,
|
| 544 |
+
8.227697789012223e-05
|
| 545 |
+
]
|
| 546 |
+
},
|
| 547 |
+
{
|
| 548 |
+
"weight": -0.5,
|
| 549 |
+
"mean_nDCG@10": 0.15553198520667683,
|
| 550 |
+
"std_nDCG@10": 0.004761984166546564,
|
| 551 |
+
"mean_MRR@10": 0.12632,
|
| 552 |
+
"mean_R@100": 0.48919999999999997,
|
| 553 |
+
"mean_delta_nDCG_vs_base": -0.00031869307574313723,
|
| 554 |
+
"min_delta_nDCG_vs_base": -0.0011020599913279805,
|
| 555 |
+
"positive_folds": 2,
|
| 556 |
+
"fold_deltas": [
|
| 557 |
+
0.00017373655241592623,
|
| 558 |
+
-0.0011020599913279805,
|
| 559 |
+
-0.00019918076594349632,
|
| 560 |
+
0.00030267500749150966,
|
| 561 |
+
-0.0007686361813516451
|
| 562 |
+
]
|
| 563 |
+
},
|
| 564 |
+
{
|
| 565 |
+
"weight": -1.0,
|
| 566 |
+
"mean_nDCG@10": 0.15555609077461113,
|
| 567 |
+
"std_nDCG@10": 0.004183250889948412,
|
| 568 |
+
"mean_MRR@10": 0.1264030158730159,
|
| 569 |
+
"mean_R@100": 0.4875,
|
| 570 |
+
"mean_delta_nDCG_vs_base": -0.00029458750780882447,
|
| 571 |
+
"min_delta_nDCG_vs_base": -0.0014189221503347893,
|
| 572 |
+
"positive_folds": 2,
|
| 573 |
+
"fold_deltas": [
|
| 574 |
+
0.0007426698742359905,
|
| 575 |
+
-0.0011813545365872147,
|
| 576 |
+
-0.0014189221503347893,
|
| 577 |
+
0.000890171593709993,
|
| 578 |
+
-0.0005055023200681019
|
| 579 |
+
]
|
| 580 |
+
},
|
| 581 |
+
{
|
| 582 |
+
"weight": -2.0,
|
| 583 |
+
"mean_nDCG@10": 0.15500750460494958,
|
| 584 |
+
"std_nDCG@10": 0.004102644960468634,
|
| 585 |
+
"mean_MRR@10": 0.1258865873015873,
|
| 586 |
+
"mean_R@100": 0.48355000000000004,
|
| 587 |
+
"mean_delta_nDCG_vs_base": -0.0008431736774703657,
|
| 588 |
+
"min_delta_nDCG_vs_base": -0.002148828986076573,
|
| 589 |
+
"positive_folds": 2,
|
| 590 |
+
"fold_deltas": [
|
| 591 |
+
0.00018106356259114942,
|
| 592 |
+
-0.0016452661000360969,
|
| 593 |
+
-0.002148828986076573,
|
| 594 |
+
0.0004005764647483645,
|
| 595 |
+
-0.0010034133285786728
|
| 596 |
+
]
|
| 597 |
+
},
|
| 598 |
+
{
|
| 599 |
+
"weight": 0.25,
|
| 600 |
+
"mean_nDCG@10": 0.1556518323551756,
|
| 601 |
+
"std_nDCG@10": 0.004975630365101022,
|
| 602 |
+
"mean_MRR@10": 0.12644515873015874,
|
| 603 |
+
"mean_R@100": 0.4892833333333333,
|
| 604 |
+
"mean_delta_nDCG_vs_base": -0.00019884592724437323,
|
| 605 |
+
"min_delta_nDCG_vs_base": -0.0003774555329532081,
|
| 606 |
+
"positive_folds": 1,
|
| 607 |
+
"fold_deltas": [
|
| 608 |
+
-0.0003383387305604668,
|
| 609 |
+
-2.1835505421285983e-06,
|
| 610 |
+
-0.0003768420127803762,
|
| 611 |
+
-0.0003774555329532081,
|
| 612 |
+
0.00010059019061431362
|
| 613 |
+
]
|
| 614 |
+
},
|
| 615 |
+
{
|
| 616 |
+
"weight": 0.0,
|
| 617 |
+
"mean_nDCG@10": 0.15585067828241997,
|
| 618 |
+
"std_nDCG@10": 0.004932508358665381,
|
| 619 |
+
"mean_MRR@10": 0.12670738095238093,
|
| 620 |
+
"mean_R@100": 0.48905000000000004,
|
| 621 |
+
"mean_delta_nDCG_vs_base": 0.0,
|
| 622 |
+
"min_delta_nDCG_vs_base": 0.0,
|
| 623 |
+
"positive_folds": 0,
|
| 624 |
+
"fold_deltas": [
|
| 625 |
+
0.0,
|
| 626 |
+
0.0,
|
| 627 |
+
0.0,
|
| 628 |
+
0.0,
|
| 629 |
+
0.0
|
| 630 |
+
]
|
| 631 |
+
}
|
| 632 |
+
],
|
| 633 |
+
"timing": {
|
| 634 |
+
"median_ms": 44.7679610006162,
|
| 635 |
+
"p95_ms": 85.75904390090724,
|
| 636 |
+
"seconds": 251.6397659778595
|
| 637 |
+
}
|
| 638 |
+
}
|
results/msmarco_scale/early_lex_dev_results.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "shortlist strategy locked on deterministic TRAIN validation; DEV untouched",
|
| 3 |
+
"selected": {
|
| 4 |
+
"strategy": "direct early lexical fusion",
|
| 5 |
+
"eta": 1.0,
|
| 6 |
+
"P": 2000,
|
| 7 |
+
"gamma_tail": 0.25,
|
| 8 |
+
"lambda_M": 0.125,
|
| 9 |
+
"lambda_lex_final": 4.0,
|
| 10 |
+
"lambda_sem_final": 0.1,
|
| 11 |
+
"h": 0
|
| 12 |
+
},
|
| 13 |
+
"secondary_validation_fixed_comparator": {
|
| 14 |
+
"strategy": "quota rescue",
|
| 15 |
+
"lex_quota": 500
|
| 16 |
+
},
|
| 17 |
+
"direct_dev_metrics": {
|
| 18 |
+
"nDCG@10": 0.17428851897196151,
|
| 19 |
+
"MRR@10": 0.14018721289853095,
|
| 20 |
+
"P@10": 0.030186246418338107,
|
| 21 |
+
"R@10": 0.2901026743075454,
|
| 22 |
+
"R@100": 0.5043218720152818,
|
| 23 |
+
"Hit@10": 0.2964183381088825,
|
| 24 |
+
"Hit@100": 0.5148997134670487,
|
| 25 |
+
"n_queries": 6980
|
| 26 |
+
},
|
| 27 |
+
"quota500_dev_metrics": {
|
| 28 |
+
"nDCG@10": 0.17478958836348163,
|
| 29 |
+
"MRR@10": 0.14076209805794332,
|
| 30 |
+
"P@10": 0.03022922636103152,
|
| 31 |
+
"R@10": 0.2903175740210124,
|
| 32 |
+
"R@100": 0.507043935052531,
|
| 33 |
+
"Hit@10": 0.2967048710601719,
|
| 34 |
+
"Hit@100": 0.5173352435530086,
|
| 35 |
+
"n_queries": 6980
|
| 36 |
+
},
|
| 37 |
+
"route_relevant_recall": 0.8218993812214151,
|
| 38 |
+
"direct_pool_relevant_recall": 0.7058111380145279,
|
| 39 |
+
"quota_pool_relevant_recall": 0.7202044659671778,
|
| 40 |
+
"direct_timing": {
|
| 41 |
+
"median_ms": 37.90266900068673,
|
| 42 |
+
"p95_ms": 81.34407640027347,
|
| 43 |
+
"mean_ms": 44.10531592690188,
|
| 44 |
+
"qps": 22.673003899515287,
|
| 45 |
+
"avg_candidate_docs": 95025.36577325498
|
| 46 |
+
}
|
| 47 |
+
}
|
results/msmarco_scale/early_lex_direct_validation.json
ADDED
|
@@ -0,0 +1,106 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rows": [
|
| 3 |
+
{
|
| 4 |
+
"eta": 1.0,
|
| 5 |
+
"pool_relevant_recall": 0.674550614947966,
|
| 6 |
+
"nDCG@10": 0.15081789033529253,
|
| 7 |
+
"MRR@10": 0.12145634920634922,
|
| 8 |
+
"P@10": 0.0267,
|
| 9 |
+
"R@10": 0.255,
|
| 10 |
+
"R@100": 0.4965,
|
| 11 |
+
"Hit@10": 0.262,
|
| 12 |
+
"Hit@100": 0.506,
|
| 13 |
+
"n_queries": 1000
|
| 14 |
+
},
|
| 15 |
+
{
|
| 16 |
+
"eta": 0.5,
|
| 17 |
+
"pool_relevant_recall": 0.6641438032166509,
|
| 18 |
+
"nDCG@10": 0.15013420617643533,
|
| 19 |
+
"MRR@10": 0.12056626984126985,
|
| 20 |
+
"P@10": 0.026600000000000002,
|
| 21 |
+
"R@10": 0.254,
|
| 22 |
+
"R@100": 0.4965,
|
| 23 |
+
"Hit@10": 0.261,
|
| 24 |
+
"Hit@100": 0.506,
|
| 25 |
+
"n_queries": 1000
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"eta": 0.25,
|
| 29 |
+
"pool_relevant_recall": 0.6499526963103122,
|
| 30 |
+
"nDCG@10": 0.15006482585998027,
|
| 31 |
+
"MRR@10": 0.12031031746031748,
|
| 32 |
+
"P@10": 0.0265,
|
| 33 |
+
"R@10": 0.2535,
|
| 34 |
+
"R@100": 0.4915,
|
| 35 |
+
"Hit@10": 0.26,
|
| 36 |
+
"Hit@100": 0.502,
|
| 37 |
+
"n_queries": 1000
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"eta": 4.0,
|
| 41 |
+
"pool_relevant_recall": 0.6887417218543046,
|
| 42 |
+
"nDCG@10": 0.1494273376665215,
|
| 43 |
+
"MRR@10": 0.11966944444444445,
|
| 44 |
+
"P@10": 0.0267,
|
| 45 |
+
"R@10": 0.255,
|
| 46 |
+
"R@100": 0.4945,
|
| 47 |
+
"Hit@10": 0.262,
|
| 48 |
+
"Hit@100": 0.503,
|
| 49 |
+
"n_queries": 1000
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"eta": 2.0,
|
| 53 |
+
"pool_relevant_recall": 0.6859035004730369,
|
| 54 |
+
"nDCG@10": 0.14942608611119146,
|
| 55 |
+
"MRR@10": 0.11965238095238095,
|
| 56 |
+
"P@10": 0.026600000000000002,
|
| 57 |
+
"R@10": 0.25466666666666665,
|
| 58 |
+
"R@100": 0.494,
|
| 59 |
+
"Hit@10": 0.261,
|
| 60 |
+
"Hit@100": 0.503,
|
| 61 |
+
"n_queries": 1000
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"eta": 0.125,
|
| 65 |
+
"pool_relevant_recall": 0.6442762535477767,
|
| 66 |
+
"nDCG@10": 0.1493459823655634,
|
| 67 |
+
"MRR@10": 0.11994920634920636,
|
| 68 |
+
"P@10": 0.0263,
|
| 69 |
+
"R@10": 0.2515,
|
| 70 |
+
"R@100": 0.488,
|
| 71 |
+
"Hit@10": 0.258,
|
| 72 |
+
"Hit@100": 0.498,
|
| 73 |
+
"n_queries": 1000
|
| 74 |
+
},
|
| 75 |
+
{
|
| 76 |
+
"eta": 0.0,
|
| 77 |
+
"pool_relevant_recall": 0.6367076631977294,
|
| 78 |
+
"nDCG@10": 0.1484812608938388,
|
| 79 |
+
"MRR@10": 0.11965238095238094,
|
| 80 |
+
"P@10": 0.026,
|
| 81 |
+
"R@10": 0.2485,
|
| 82 |
+
"R@100": 0.48325,
|
| 83 |
+
"Hit@10": 0.255,
|
| 84 |
+
"Hit@100": 0.494,
|
| 85 |
+
"n_queries": 1000
|
| 86 |
+
}
|
| 87 |
+
],
|
| 88 |
+
"best": {
|
| 89 |
+
"eta": 1.0,
|
| 90 |
+
"pool_relevant_recall": 0.674550614947966,
|
| 91 |
+
"nDCG@10": 0.15081789033529253,
|
| 92 |
+
"MRR@10": 0.12145634920634922,
|
| 93 |
+
"P@10": 0.0267,
|
| 94 |
+
"R@10": 0.255,
|
| 95 |
+
"R@100": 0.4965,
|
| 96 |
+
"Hit@10": 0.262,
|
| 97 |
+
"Hit@100": 0.506,
|
| 98 |
+
"n_queries": 1000
|
| 99 |
+
},
|
| 100 |
+
"route_relevant_recall": 0.8088930936613056,
|
| 101 |
+
"timing": {
|
| 102 |
+
"median_prepare_alllexsem_ms": 35.39804100000765,
|
| 103 |
+
"p95_prepare_ms": 75.95319395104521,
|
| 104 |
+
"median_all_eta_strategy_ms": 9.991003998948145
|
| 105 |
+
}
|
| 106 |
+
}
|
results/msmarco_scale/early_lex_quota_validation.json
ADDED
|
@@ -0,0 +1,142 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rows": [
|
| 3 |
+
{
|
| 4 |
+
"lex_quota": 500,
|
| 5 |
+
"pool_relevant_recall": 0.6859035004730369,
|
| 6 |
+
"nDCG@10": 0.1501501431108404,
|
| 7 |
+
"MRR@10": 0.12004920634920636,
|
| 8 |
+
"P@10": 0.0267,
|
| 9 |
+
"R@10": 0.255,
|
| 10 |
+
"R@100": 0.497,
|
| 11 |
+
"Hit@10": 0.262,
|
| 12 |
+
"Hit@100": 0.506,
|
| 13 |
+
"n_queries": 1000
|
| 14 |
+
},
|
| 15 |
+
{
|
| 16 |
+
"lex_quota": 1000,
|
| 17 |
+
"pool_relevant_recall": 0.6906338694418165,
|
| 18 |
+
"nDCG@10": 0.14971007238613834,
|
| 19 |
+
"MRR@10": 0.1201940476190476,
|
| 20 |
+
"P@10": 0.026600000000000002,
|
| 21 |
+
"R@10": 0.254,
|
| 22 |
+
"R@100": 0.493,
|
| 23 |
+
"Hit@10": 0.261,
|
| 24 |
+
"Hit@100": 0.502,
|
| 25 |
+
"n_queries": 1000
|
| 26 |
+
},
|
| 27 |
+
{
|
| 28 |
+
"lex_quota": 750,
|
| 29 |
+
"pool_relevant_recall": 0.6896877956480606,
|
| 30 |
+
"nDCG@10": 0.14945211839937886,
|
| 31 |
+
"MRR@10": 0.11965912698412698,
|
| 32 |
+
"P@10": 0.0265,
|
| 33 |
+
"R@10": 0.2535,
|
| 34 |
+
"R@100": 0.497,
|
| 35 |
+
"Hit@10": 0.26,
|
| 36 |
+
"Hit@100": 0.506,
|
| 37 |
+
"n_queries": 1000
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"lex_quota": 1250,
|
| 41 |
+
"pool_relevant_recall": 0.6925260170293283,
|
| 42 |
+
"nDCG@10": 0.1488337379575928,
|
| 43 |
+
"MRR@10": 0.11918373015873016,
|
| 44 |
+
"P@10": 0.0265,
|
| 45 |
+
"R@10": 0.25366666666666665,
|
| 46 |
+
"R@100": 0.495,
|
| 47 |
+
"Hit@10": 0.26,
|
| 48 |
+
"Hit@100": 0.504,
|
| 49 |
+
"n_queries": 1000
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"lex_quota": 0,
|
| 53 |
+
"pool_relevant_recall": 0.6367076631977294,
|
| 54 |
+
"nDCG@10": 0.1484812608938388,
|
| 55 |
+
"MRR@10": 0.11965238095238094,
|
| 56 |
+
"P@10": 0.026,
|
| 57 |
+
"R@10": 0.2485,
|
| 58 |
+
"R@100": 0.48325,
|
| 59 |
+
"Hit@10": 0.255,
|
| 60 |
+
"Hit@100": 0.494,
|
| 61 |
+
"n_queries": 1000
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"lex_quota": 250,
|
| 65 |
+
"pool_relevant_recall": 0.6887417218543046,
|
| 66 |
+
"nDCG@10": 0.14833871847856997,
|
| 67 |
+
"MRR@10": 0.11916666666666667,
|
| 68 |
+
"P@10": 0.026200000000000005,
|
| 69 |
+
"R@10": 0.2505,
|
| 70 |
+
"R@100": 0.498,
|
| 71 |
+
"Hit@10": 0.257,
|
| 72 |
+
"Hit@100": 0.507,
|
| 73 |
+
"n_queries": 1000
|
| 74 |
+
},
|
| 75 |
+
{
|
| 76 |
+
"lex_quota": 100,
|
| 77 |
+
"pool_relevant_recall": 0.6783349101229896,
|
| 78 |
+
"nDCG@10": 0.14805422821152087,
|
| 79 |
+
"MRR@10": 0.11877857142857143,
|
| 80 |
+
"P@10": 0.026200000000000005,
|
| 81 |
+
"R@10": 0.2505,
|
| 82 |
+
"R@100": 0.501,
|
| 83 |
+
"Hit@10": 0.257,
|
| 84 |
+
"Hit@100": 0.51,
|
| 85 |
+
"n_queries": 1000
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"lex_quota": 1500,
|
| 89 |
+
"pool_relevant_recall": 0.684957426679281,
|
| 90 |
+
"nDCG@10": 0.14751708686952617,
|
| 91 |
+
"MRR@10": 0.11760158730158732,
|
| 92 |
+
"P@10": 0.0265,
|
| 93 |
+
"R@10": 0.253,
|
| 94 |
+
"R@100": 0.495,
|
| 95 |
+
"Hit@10": 0.26,
|
| 96 |
+
"Hit@100": 0.504,
|
| 97 |
+
"n_queries": 1000
|
| 98 |
+
},
|
| 99 |
+
{
|
| 100 |
+
"lex_quota": 1750,
|
| 101 |
+
"pool_relevant_recall": 0.6840113528855251,
|
| 102 |
+
"nDCG@10": 0.14542172505345188,
|
| 103 |
+
"MRR@10": 0.1156718253968254,
|
| 104 |
+
"P@10": 0.0261,
|
| 105 |
+
"R@10": 0.24966666666666668,
|
| 106 |
+
"R@100": 0.4935,
|
| 107 |
+
"Hit@10": 0.257,
|
| 108 |
+
"Hit@100": 0.502,
|
| 109 |
+
"n_queries": 1000
|
| 110 |
+
},
|
| 111 |
+
{
|
| 112 |
+
"lex_quota": 2000,
|
| 113 |
+
"pool_relevant_recall": 0.6754966887417219,
|
| 114 |
+
"nDCG@10": 0.14529363065918818,
|
| 115 |
+
"MRR@10": 0.11556507936507937,
|
| 116 |
+
"P@10": 0.0261,
|
| 117 |
+
"R@10": 0.24966666666666668,
|
| 118 |
+
"R@100": 0.4925,
|
| 119 |
+
"Hit@10": 0.257,
|
| 120 |
+
"Hit@100": 0.501,
|
| 121 |
+
"n_queries": 1000
|
| 122 |
+
}
|
| 123 |
+
],
|
| 124 |
+
"best": {
|
| 125 |
+
"lex_quota": 500,
|
| 126 |
+
"pool_relevant_recall": 0.6859035004730369,
|
| 127 |
+
"nDCG@10": 0.1501501431108404,
|
| 128 |
+
"MRR@10": 0.12004920634920636,
|
| 129 |
+
"P@10": 0.0267,
|
| 130 |
+
"R@10": 0.255,
|
| 131 |
+
"R@100": 0.497,
|
| 132 |
+
"Hit@10": 0.262,
|
| 133 |
+
"Hit@100": 0.506,
|
| 134 |
+
"n_queries": 1000
|
| 135 |
+
},
|
| 136 |
+
"route_relevant_recall": 0.8088930936613056,
|
| 137 |
+
"timing": {
|
| 138 |
+
"median_prepare_alllexsem_ms": 34.627482499672624,
|
| 139 |
+
"p95_prepare_ms": 71.68584450018898,
|
| 140 |
+
"median_all_quota_strategy_ms": 16.23777699933271
|
| 141 |
+
}
|
| 142 |
+
}
|
results/msmarco_scale/early_lex_validation.json
ADDED
|
@@ -0,0 +1,265 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "same deterministic 1000 TRAIN validation; gamma=.25 lambdaM=.125 S=16 P=2000 h=0; final lambda_lex=4 lambda_sem=.1 locked; lexical support injected before P selection",
|
| 3 |
+
"direct_rows": [
|
| 4 |
+
{
|
| 5 |
+
"eta": 1.0,
|
| 6 |
+
"pool_relevant_recall": 0.6739130434782609,
|
| 7 |
+
"nDCG@10": 0.15081789033529253,
|
| 8 |
+
"MRR@10": 0.12145634920634922,
|
| 9 |
+
"P@10": 0.0267,
|
| 10 |
+
"R@10": 0.255,
|
| 11 |
+
"R@100": 0.4965,
|
| 12 |
+
"Hit@10": 0.262,
|
| 13 |
+
"Hit@100": 0.506,
|
| 14 |
+
"n_queries": 1000
|
| 15 |
+
},
|
| 16 |
+
{
|
| 17 |
+
"eta": 0.5,
|
| 18 |
+
"pool_relevant_recall": 0.6635160680529301,
|
| 19 |
+
"nDCG@10": 0.15013420617643533,
|
| 20 |
+
"MRR@10": 0.12056626984126985,
|
| 21 |
+
"P@10": 0.026600000000000002,
|
| 22 |
+
"R@10": 0.254,
|
| 23 |
+
"R@100": 0.4965,
|
| 24 |
+
"Hit@10": 0.261,
|
| 25 |
+
"Hit@100": 0.506,
|
| 26 |
+
"n_queries": 1000
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"eta": 0.25,
|
| 30 |
+
"pool_relevant_recall": 0.6493383742911153,
|
| 31 |
+
"nDCG@10": 0.15006482585998027,
|
| 32 |
+
"MRR@10": 0.12031031746031748,
|
| 33 |
+
"P@10": 0.0265,
|
| 34 |
+
"R@10": 0.2535,
|
| 35 |
+
"R@100": 0.4915,
|
| 36 |
+
"Hit@10": 0.26,
|
| 37 |
+
"Hit@100": 0.502,
|
| 38 |
+
"n_queries": 1000
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"eta": 4.0,
|
| 42 |
+
"pool_relevant_recall": 0.6880907372400756,
|
| 43 |
+
"nDCG@10": 0.1494273376665215,
|
| 44 |
+
"MRR@10": 0.11966944444444445,
|
| 45 |
+
"P@10": 0.0267,
|
| 46 |
+
"R@10": 0.255,
|
| 47 |
+
"R@100": 0.4945,
|
| 48 |
+
"Hit@10": 0.262,
|
| 49 |
+
"Hit@100": 0.503,
|
| 50 |
+
"n_queries": 1000
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"eta": 2.0,
|
| 54 |
+
"pool_relevant_recall": 0.6852551984877127,
|
| 55 |
+
"nDCG@10": 0.14942608611119146,
|
| 56 |
+
"MRR@10": 0.11965238095238095,
|
| 57 |
+
"P@10": 0.026600000000000002,
|
| 58 |
+
"R@10": 0.25466666666666665,
|
| 59 |
+
"R@100": 0.494,
|
| 60 |
+
"Hit@10": 0.261,
|
| 61 |
+
"Hit@100": 0.503,
|
| 62 |
+
"n_queries": 1000
|
| 63 |
+
},
|
| 64 |
+
{
|
| 65 |
+
"eta": 0.0625,
|
| 66 |
+
"pool_relevant_recall": 0.6417769376181475,
|
| 67 |
+
"nDCG@10": 0.14938753913952416,
|
| 68 |
+
"MRR@10": 0.11999801587301587,
|
| 69 |
+
"P@10": 0.0263,
|
| 70 |
+
"R@10": 0.2515,
|
| 71 |
+
"R@100": 0.486,
|
| 72 |
+
"Hit@10": 0.258,
|
| 73 |
+
"Hit@100": 0.496,
|
| 74 |
+
"n_queries": 1000
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"eta": 0.125,
|
| 78 |
+
"pool_relevant_recall": 0.6436672967863895,
|
| 79 |
+
"nDCG@10": 0.1493459823655634,
|
| 80 |
+
"MRR@10": 0.11994920634920636,
|
| 81 |
+
"P@10": 0.0263,
|
| 82 |
+
"R@10": 0.2515,
|
| 83 |
+
"R@100": 0.488,
|
| 84 |
+
"Hit@10": 0.258,
|
| 85 |
+
"Hit@100": 0.498,
|
| 86 |
+
"n_queries": 1000
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"eta": 0.0,
|
| 90 |
+
"pool_relevant_recall": 0.6361058601134215,
|
| 91 |
+
"nDCG@10": 0.1484812608938388,
|
| 92 |
+
"MRR@10": 0.11965238095238094,
|
| 93 |
+
"P@10": 0.026,
|
| 94 |
+
"R@10": 0.2485,
|
| 95 |
+
"R@100": 0.48325,
|
| 96 |
+
"Hit@10": 0.255,
|
| 97 |
+
"Hit@100": 0.494,
|
| 98 |
+
"n_queries": 1000
|
| 99 |
+
},
|
| 100 |
+
{
|
| 101 |
+
"eta": 8.0,
|
| 102 |
+
"pool_relevant_recall": 0.6795841209829868,
|
| 103 |
+
"nDCG@10": 0.14638275915599136,
|
| 104 |
+
"MRR@10": 0.11736388888888889,
|
| 105 |
+
"P@10": 0.0261,
|
| 106 |
+
"R@10": 0.24966666666666668,
|
| 107 |
+
"R@100": 0.4945,
|
| 108 |
+
"Hit@10": 0.257,
|
| 109 |
+
"Hit@100": 0.503,
|
| 110 |
+
"n_queries": 1000
|
| 111 |
+
}
|
| 112 |
+
],
|
| 113 |
+
"quota_rows": [
|
| 114 |
+
{
|
| 115 |
+
"lex_quota": 500,
|
| 116 |
+
"pool_relevant_recall": 0.6852551984877127,
|
| 117 |
+
"nDCG@10": 0.15010631936000157,
|
| 118 |
+
"MRR@10": 0.11999920634920636,
|
| 119 |
+
"P@10": 0.0267,
|
| 120 |
+
"R@10": 0.255,
|
| 121 |
+
"R@100": 0.497,
|
| 122 |
+
"Hit@10": 0.262,
|
| 123 |
+
"Hit@100": 0.506,
|
| 124 |
+
"n_queries": 1000
|
| 125 |
+
},
|
| 126 |
+
{
|
| 127 |
+
"lex_quota": 1000,
|
| 128 |
+
"pool_relevant_recall": 0.6899810964083176,
|
| 129 |
+
"nDCG@10": 0.14973602768042957,
|
| 130 |
+
"MRR@10": 0.12022619047619047,
|
| 131 |
+
"P@10": 0.026600000000000002,
|
| 132 |
+
"R@10": 0.254,
|
| 133 |
+
"R@100": 0.493,
|
| 134 |
+
"Hit@10": 0.261,
|
| 135 |
+
"Hit@100": 0.502,
|
| 136 |
+
"n_queries": 1000
|
| 137 |
+
},
|
| 138 |
+
{
|
| 139 |
+
"lex_quota": 750,
|
| 140 |
+
"pool_relevant_recall": 0.6890359168241966,
|
| 141 |
+
"nDCG@10": 0.14945211839937886,
|
| 142 |
+
"MRR@10": 0.11965912698412698,
|
| 143 |
+
"P@10": 0.0265,
|
| 144 |
+
"R@10": 0.2535,
|
| 145 |
+
"R@100": 0.497,
|
| 146 |
+
"Hit@10": 0.26,
|
| 147 |
+
"Hit@100": 0.506,
|
| 148 |
+
"n_queries": 1000
|
| 149 |
+
},
|
| 150 |
+
{
|
| 151 |
+
"lex_quota": 1250,
|
| 152 |
+
"pool_relevant_recall": 0.6928166351606805,
|
| 153 |
+
"nDCG@10": 0.1487852238809187,
|
| 154 |
+
"MRR@10": 0.11913253968253969,
|
| 155 |
+
"P@10": 0.0265,
|
| 156 |
+
"R@10": 0.25366666666666665,
|
| 157 |
+
"R@100": 0.495,
|
| 158 |
+
"Hit@10": 0.26,
|
| 159 |
+
"Hit@100": 0.504,
|
| 160 |
+
"n_queries": 1000
|
| 161 |
+
},
|
| 162 |
+
{
|
| 163 |
+
"lex_quota": 0,
|
| 164 |
+
"pool_relevant_recall": 0.6361058601134215,
|
| 165 |
+
"nDCG@10": 0.1484812608938388,
|
| 166 |
+
"MRR@10": 0.11965238095238094,
|
| 167 |
+
"P@10": 0.026,
|
| 168 |
+
"R@10": 0.2485,
|
| 169 |
+
"R@100": 0.48325,
|
| 170 |
+
"Hit@10": 0.255,
|
| 171 |
+
"Hit@100": 0.494,
|
| 172 |
+
"n_queries": 1000
|
| 173 |
+
},
|
| 174 |
+
{
|
| 175 |
+
"lex_quota": 250,
|
| 176 |
+
"pool_relevant_recall": 0.6880907372400756,
|
| 177 |
+
"nDCG@10": 0.148390173463949,
|
| 178 |
+
"MRR@10": 0.11923214285714286,
|
| 179 |
+
"P@10": 0.026200000000000005,
|
| 180 |
+
"R@10": 0.2505,
|
| 181 |
+
"R@100": 0.498,
|
| 182 |
+
"Hit@10": 0.257,
|
| 183 |
+
"Hit@100": 0.507,
|
| 184 |
+
"n_queries": 1000
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"lex_quota": 100,
|
| 188 |
+
"pool_relevant_recall": 0.6776937618147448,
|
| 189 |
+
"nDCG@10": 0.14805422821152087,
|
| 190 |
+
"MRR@10": 0.11877857142857143,
|
| 191 |
+
"P@10": 0.026200000000000005,
|
| 192 |
+
"R@10": 0.2505,
|
| 193 |
+
"R@100": 0.501,
|
| 194 |
+
"Hit@10": 0.257,
|
| 195 |
+
"Hit@100": 0.51,
|
| 196 |
+
"n_queries": 1000
|
| 197 |
+
},
|
| 198 |
+
{
|
| 199 |
+
"lex_quota": 1500,
|
| 200 |
+
"pool_relevant_recall": 0.6852551984877127,
|
| 201 |
+
"nDCG@10": 0.14750512170018007,
|
| 202 |
+
"MRR@10": 0.11759047619047619,
|
| 203 |
+
"P@10": 0.0265,
|
| 204 |
+
"R@10": 0.253,
|
| 205 |
+
"R@100": 0.495,
|
| 206 |
+
"Hit@10": 0.26,
|
| 207 |
+
"Hit@100": 0.504,
|
| 208 |
+
"n_queries": 1000
|
| 209 |
+
},
|
| 210 |
+
{
|
| 211 |
+
"lex_quota": 1750,
|
| 212 |
+
"pool_relevant_recall": 0.6833648393194707,
|
| 213 |
+
"nDCG@10": 0.14544722474453967,
|
| 214 |
+
"MRR@10": 0.11570515873015873,
|
| 215 |
+
"P@10": 0.0261,
|
| 216 |
+
"R@10": 0.24966666666666668,
|
| 217 |
+
"R@100": 0.4935,
|
| 218 |
+
"Hit@10": 0.257,
|
| 219 |
+
"Hit@100": 0.502,
|
| 220 |
+
"n_queries": 1000
|
| 221 |
+
},
|
| 222 |
+
{
|
| 223 |
+
"lex_quota": 2000,
|
| 224 |
+
"pool_relevant_recall": 0.6748582230623819,
|
| 225 |
+
"nDCG@10": 0.14533109551962203,
|
| 226 |
+
"MRR@10": 0.1156095238095238,
|
| 227 |
+
"P@10": 0.0261,
|
| 228 |
+
"R@10": 0.24966666666666668,
|
| 229 |
+
"R@100": 0.4925,
|
| 230 |
+
"Hit@10": 0.257,
|
| 231 |
+
"Hit@100": 0.501,
|
| 232 |
+
"n_queries": 1000
|
| 233 |
+
}
|
| 234 |
+
],
|
| 235 |
+
"best_direct": {
|
| 236 |
+
"eta": 1.0,
|
| 237 |
+
"pool_relevant_recall": 0.6739130434782609,
|
| 238 |
+
"nDCG@10": 0.15081789033529253,
|
| 239 |
+
"MRR@10": 0.12145634920634922,
|
| 240 |
+
"P@10": 0.0267,
|
| 241 |
+
"R@10": 0.255,
|
| 242 |
+
"R@100": 0.4965,
|
| 243 |
+
"Hit@10": 0.262,
|
| 244 |
+
"Hit@100": 0.506,
|
| 245 |
+
"n_queries": 1000
|
| 246 |
+
},
|
| 247 |
+
"best_quota": {
|
| 248 |
+
"lex_quota": 500,
|
| 249 |
+
"pool_relevant_recall": 0.6852551984877127,
|
| 250 |
+
"nDCG@10": 0.15010631936000157,
|
| 251 |
+
"MRR@10": 0.11999920634920636,
|
| 252 |
+
"P@10": 0.0267,
|
| 253 |
+
"R@10": 0.255,
|
| 254 |
+
"R@100": 0.497,
|
| 255 |
+
"Hit@10": 0.262,
|
| 256 |
+
"Hit@100": 0.506,
|
| 257 |
+
"n_queries": 1000
|
| 258 |
+
},
|
| 259 |
+
"route_relevant_recall": 0.8081285444234405,
|
| 260 |
+
"timing_validation_amortized": {
|
| 261 |
+
"median_prepare_ms": 35.38655850206851,
|
| 262 |
+
"p95_prepare_ms": 71.39404159970579,
|
| 263 |
+
"avg_candidate_docs": 92472.19019019019
|
| 264 |
+
}
|
| 265 |
+
}
|
results/msmarco_scale/final_weight_sweep.json
ADDED
|
@@ -0,0 +1,546 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "new tail fixed gamma=.25 lambda_M=.125 P=2000 h=0; final weights tuned on deterministic 1000 TRAIN validation",
|
| 3 |
+
"rows": [
|
| 4 |
+
{
|
| 5 |
+
"lambda_lex": 4.0,
|
| 6 |
+
"lambda_sem": 0.1,
|
| 7 |
+
"nDCG@10": 0.14856845279231307,
|
| 8 |
+
"MRR@10": 0.11975357142857142,
|
| 9 |
+
"P@10": 0.026,
|
| 10 |
+
"R@10": 0.2485,
|
| 11 |
+
"R@100": 0.48325,
|
| 12 |
+
"Hit@10": 0.255,
|
| 13 |
+
"Hit@100": 0.494,
|
| 14 |
+
"n_queries": 1000
|
| 15 |
+
},
|
| 16 |
+
{
|
| 17 |
+
"lambda_lex": 4.0,
|
| 18 |
+
"lambda_sem": 0.05,
|
| 19 |
+
"nDCG@10": 0.14803006261514212,
|
| 20 |
+
"MRR@10": 0.11942579365079366,
|
| 21 |
+
"P@10": 0.025900000000000003,
|
| 22 |
+
"R@10": 0.2475,
|
| 23 |
+
"R@100": 0.483,
|
| 24 |
+
"Hit@10": 0.254,
|
| 25 |
+
"Hit@100": 0.493,
|
| 26 |
+
"n_queries": 1000
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"lambda_lex": 4.0,
|
| 30 |
+
"lambda_sem": 0.0,
|
| 31 |
+
"nDCG@10": 0.14794398777517195,
|
| 32 |
+
"MRR@10": 0.11913095238095239,
|
| 33 |
+
"P@10": 0.026,
|
| 34 |
+
"R@10": 0.2485,
|
| 35 |
+
"R@100": 0.483,
|
| 36 |
+
"Hit@10": 0.255,
|
| 37 |
+
"Hit@100": 0.493,
|
| 38 |
+
"n_queries": 1000
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"lambda_lex": 4.0,
|
| 42 |
+
"lambda_sem": 0.25,
|
| 43 |
+
"nDCG@10": 0.14786656195337997,
|
| 44 |
+
"MRR@10": 0.11877579365079365,
|
| 45 |
+
"P@10": 0.026,
|
| 46 |
+
"R@10": 0.2485,
|
| 47 |
+
"R@100": 0.48325,
|
| 48 |
+
"Hit@10": 0.255,
|
| 49 |
+
"Hit@100": 0.494,
|
| 50 |
+
"n_queries": 1000
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"lambda_lex": 5.0,
|
| 54 |
+
"lambda_sem": 0.1,
|
| 55 |
+
"nDCG@10": 0.14660474252939013,
|
| 56 |
+
"MRR@10": 0.11802380952380952,
|
| 57 |
+
"P@10": 0.0258,
|
| 58 |
+
"R@10": 0.24666666666666665,
|
| 59 |
+
"R@100": 0.4815,
|
| 60 |
+
"Hit@10": 0.253,
|
| 61 |
+
"Hit@100": 0.492,
|
| 62 |
+
"n_queries": 1000
|
| 63 |
+
},
|
| 64 |
+
{
|
| 65 |
+
"lambda_lex": 5.0,
|
| 66 |
+
"lambda_sem": 0.25,
|
| 67 |
+
"nDCG@10": 0.1465926554424599,
|
| 68 |
+
"MRR@10": 0.11761230158730157,
|
| 69 |
+
"P@10": 0.0259,
|
| 70 |
+
"R@10": 0.24816666666666665,
|
| 71 |
+
"R@100": 0.48375,
|
| 72 |
+
"Hit@10": 0.254,
|
| 73 |
+
"Hit@100": 0.495,
|
| 74 |
+
"n_queries": 1000
|
| 75 |
+
},
|
| 76 |
+
{
|
| 77 |
+
"lambda_lex": 5.0,
|
| 78 |
+
"lambda_sem": 0.05,
|
| 79 |
+
"nDCG@10": 0.14648217103052974,
|
| 80 |
+
"MRR@10": 0.11782976190476191,
|
| 81 |
+
"P@10": 0.0258,
|
| 82 |
+
"R@10": 0.24666666666666665,
|
| 83 |
+
"R@100": 0.4805,
|
| 84 |
+
"Hit@10": 0.253,
|
| 85 |
+
"Hit@100": 0.491,
|
| 86 |
+
"n_queries": 1000
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"lambda_lex": 5.0,
|
| 90 |
+
"lambda_sem": 0.0,
|
| 91 |
+
"nDCG@10": 0.14637743636966463,
|
| 92 |
+
"MRR@10": 0.11767579365079366,
|
| 93 |
+
"P@10": 0.0258,
|
| 94 |
+
"R@10": 0.24666666666666665,
|
| 95 |
+
"R@100": 0.4795,
|
| 96 |
+
"Hit@10": 0.253,
|
| 97 |
+
"Hit@100": 0.49,
|
| 98 |
+
"n_queries": 1000
|
| 99 |
+
},
|
| 100 |
+
{
|
| 101 |
+
"lambda_lex": 2.5,
|
| 102 |
+
"lambda_sem": 0.25,
|
| 103 |
+
"nDCG@10": 0.14555931691165255,
|
| 104 |
+
"MRR@10": 0.11702698412698413,
|
| 105 |
+
"P@10": 0.0256,
|
| 106 |
+
"R@10": 0.24516666666666664,
|
| 107 |
+
"R@100": 0.48525,
|
| 108 |
+
"Hit@10": 0.251,
|
| 109 |
+
"Hit@100": 0.496,
|
| 110 |
+
"n_queries": 1000
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"lambda_lex": 2.5,
|
| 114 |
+
"lambda_sem": 0.1,
|
| 115 |
+
"nDCG@10": 0.1453398907242194,
|
| 116 |
+
"MRR@10": 0.11690833333333334,
|
| 117 |
+
"P@10": 0.0256,
|
| 118 |
+
"R@10": 0.24516666666666664,
|
| 119 |
+
"R@100": 0.48725,
|
| 120 |
+
"Hit@10": 0.251,
|
| 121 |
+
"Hit@100": 0.498,
|
| 122 |
+
"n_queries": 1000
|
| 123 |
+
},
|
| 124 |
+
{
|
| 125 |
+
"lambda_lex": 2.5,
|
| 126 |
+
"lambda_sem": 0.0,
|
| 127 |
+
"nDCG@10": 0.14527501753102176,
|
| 128 |
+
"MRR@10": 0.1170281746031746,
|
| 129 |
+
"P@10": 0.0256,
|
| 130 |
+
"R@10": 0.24516666666666664,
|
| 131 |
+
"R@100": 0.488,
|
| 132 |
+
"Hit@10": 0.251,
|
| 133 |
+
"Hit@100": 0.498,
|
| 134 |
+
"n_queries": 1000
|
| 135 |
+
},
|
| 136 |
+
{
|
| 137 |
+
"lambda_lex": 3.0,
|
| 138 |
+
"lambda_sem": 0.0,
|
| 139 |
+
"nDCG@10": 0.14525680132855887,
|
| 140 |
+
"MRR@10": 0.11644166666666667,
|
| 141 |
+
"P@10": 0.025700000000000004,
|
| 142 |
+
"R@10": 0.24616666666666664,
|
| 143 |
+
"R@100": 0.488,
|
| 144 |
+
"Hit@10": 0.252,
|
| 145 |
+
"Hit@100": 0.498,
|
| 146 |
+
"n_queries": 1000
|
| 147 |
+
},
|
| 148 |
+
{
|
| 149 |
+
"lambda_lex": 7.5,
|
| 150 |
+
"lambda_sem": 0.25,
|
| 151 |
+
"nDCG@10": 0.14524509262841467,
|
| 152 |
+
"MRR@10": 0.11687539682539684,
|
| 153 |
+
"P@10": 0.025799999999999997,
|
| 154 |
+
"R@10": 0.246,
|
| 155 |
+
"R@100": 0.4775,
|
| 156 |
+
"Hit@10": 0.253,
|
| 157 |
+
"Hit@100": 0.488,
|
| 158 |
+
"n_queries": 1000
|
| 159 |
+
},
|
| 160 |
+
{
|
| 161 |
+
"lambda_lex": 3.0,
|
| 162 |
+
"lambda_sem": 0.1,
|
| 163 |
+
"nDCG@10": 0.14506773284653687,
|
| 164 |
+
"MRR@10": 0.11647420634920634,
|
| 165 |
+
"P@10": 0.0256,
|
| 166 |
+
"R@10": 0.24516666666666664,
|
| 167 |
+
"R@100": 0.48825,
|
| 168 |
+
"Hit@10": 0.251,
|
| 169 |
+
"Hit@100": 0.499,
|
| 170 |
+
"n_queries": 1000
|
| 171 |
+
},
|
| 172 |
+
{
|
| 173 |
+
"lambda_lex": 3.0,
|
| 174 |
+
"lambda_sem": 0.05,
|
| 175 |
+
"nDCG@10": 0.14506738651547352,
|
| 176 |
+
"MRR@10": 0.11648253968253969,
|
| 177 |
+
"P@10": 0.0256,
|
| 178 |
+
"R@10": 0.24516666666666664,
|
| 179 |
+
"R@100": 0.48825,
|
| 180 |
+
"Hit@10": 0.251,
|
| 181 |
+
"Hit@100": 0.499,
|
| 182 |
+
"n_queries": 1000
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"lambda_lex": 3.0,
|
| 186 |
+
"lambda_sem": 0.25,
|
| 187 |
+
"nDCG@10": 0.14503554708749178,
|
| 188 |
+
"MRR@10": 0.11632658730158729,
|
| 189 |
+
"P@10": 0.0256,
|
| 190 |
+
"R@10": 0.24516666666666664,
|
| 191 |
+
"R@100": 0.48525,
|
| 192 |
+
"Hit@10": 0.251,
|
| 193 |
+
"Hit@100": 0.496,
|
| 194 |
+
"n_queries": 1000
|
| 195 |
+
},
|
| 196 |
+
{
|
| 197 |
+
"lambda_lex": 7.5,
|
| 198 |
+
"lambda_sem": 0.1,
|
| 199 |
+
"nDCG@10": 0.1450346202740406,
|
| 200 |
+
"MRR@10": 0.11688849206349207,
|
| 201 |
+
"P@10": 0.0257,
|
| 202 |
+
"R@10": 0.245,
|
| 203 |
+
"R@100": 0.4765,
|
| 204 |
+
"Hit@10": 0.252,
|
| 205 |
+
"Hit@100": 0.487,
|
| 206 |
+
"n_queries": 1000
|
| 207 |
+
},
|
| 208 |
+
{
|
| 209 |
+
"lambda_lex": 2.5,
|
| 210 |
+
"lambda_sem": 0.05,
|
| 211 |
+
"nDCG@10": 0.1450126809508836,
|
| 212 |
+
"MRR@10": 0.11697976190476192,
|
| 213 |
+
"P@10": 0.0255,
|
| 214 |
+
"R@10": 0.24416666666666667,
|
| 215 |
+
"R@100": 0.488,
|
| 216 |
+
"Hit@10": 0.25,
|
| 217 |
+
"Hit@100": 0.498,
|
| 218 |
+
"n_queries": 1000
|
| 219 |
+
},
|
| 220 |
+
{
|
| 221 |
+
"lambda_lex": 7.5,
|
| 222 |
+
"lambda_sem": 0.05,
|
| 223 |
+
"nDCG@10": 0.14459157332336764,
|
| 224 |
+
"MRR@10": 0.11661626984126984,
|
| 225 |
+
"P@10": 0.0256,
|
| 226 |
+
"R@10": 0.244,
|
| 227 |
+
"R@100": 0.4775,
|
| 228 |
+
"Hit@10": 0.251,
|
| 229 |
+
"Hit@100": 0.488,
|
| 230 |
+
"n_queries": 1000
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"lambda_lex": 7.5,
|
| 234 |
+
"lambda_sem": 0.0,
|
| 235 |
+
"nDCG@10": 0.14450415897476893,
|
| 236 |
+
"MRR@10": 0.11660753968253969,
|
| 237 |
+
"P@10": 0.0255,
|
| 238 |
+
"R@10": 0.243,
|
| 239 |
+
"R@100": 0.4765,
|
| 240 |
+
"Hit@10": 0.25,
|
| 241 |
+
"Hit@100": 0.487,
|
| 242 |
+
"n_queries": 1000
|
| 243 |
+
},
|
| 244 |
+
{
|
| 245 |
+
"lambda_lex": 10.0,
|
| 246 |
+
"lambda_sem": 0.1,
|
| 247 |
+
"nDCG@10": 0.1435814757301921,
|
| 248 |
+
"MRR@10": 0.11543333333333333,
|
| 249 |
+
"P@10": 0.0255,
|
| 250 |
+
"R@10": 0.24433333333333332,
|
| 251 |
+
"R@100": 0.475,
|
| 252 |
+
"Hit@10": 0.252,
|
| 253 |
+
"Hit@100": 0.486,
|
| 254 |
+
"n_queries": 1000
|
| 255 |
+
},
|
| 256 |
+
{
|
| 257 |
+
"lambda_lex": 10.0,
|
| 258 |
+
"lambda_sem": 0.25,
|
| 259 |
+
"nDCG@10": 0.1432605576088082,
|
| 260 |
+
"MRR@10": 0.1152547619047619,
|
| 261 |
+
"P@10": 0.0254,
|
| 262 |
+
"R@10": 0.24333333333333332,
|
| 263 |
+
"R@100": 0.475,
|
| 264 |
+
"Hit@10": 0.251,
|
| 265 |
+
"Hit@100": 0.486,
|
| 266 |
+
"n_queries": 1000
|
| 267 |
+
},
|
| 268 |
+
{
|
| 269 |
+
"lambda_lex": 10.0,
|
| 270 |
+
"lambda_sem": 0.0,
|
| 271 |
+
"nDCG@10": 0.14319956871315367,
|
| 272 |
+
"MRR@10": 0.11524880952380952,
|
| 273 |
+
"P@10": 0.0254,
|
| 274 |
+
"R@10": 0.24333333333333332,
|
| 275 |
+
"R@100": 0.474,
|
| 276 |
+
"Hit@10": 0.251,
|
| 277 |
+
"Hit@100": 0.485,
|
| 278 |
+
"n_queries": 1000
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"lambda_lex": 10.0,
|
| 282 |
+
"lambda_sem": 0.05,
|
| 283 |
+
"nDCG@10": 0.14312946644327257,
|
| 284 |
+
"MRR@10": 0.11512103174603175,
|
| 285 |
+
"P@10": 0.025400000000000002,
|
| 286 |
+
"R@10": 0.24333333333333332,
|
| 287 |
+
"R@100": 0.474,
|
| 288 |
+
"Hit@10": 0.251,
|
| 289 |
+
"Hit@100": 0.485,
|
| 290 |
+
"n_queries": 1000
|
| 291 |
+
},
|
| 292 |
+
{
|
| 293 |
+
"lambda_lex": 2.0,
|
| 294 |
+
"lambda_sem": 0.25,
|
| 295 |
+
"nDCG@10": 0.14206469564640883,
|
| 296 |
+
"MRR@10": 0.11440357142857144,
|
| 297 |
+
"P@10": 0.0251,
|
| 298 |
+
"R@10": 0.24016666666666667,
|
| 299 |
+
"R@100": 0.49075,
|
| 300 |
+
"Hit@10": 0.246,
|
| 301 |
+
"Hit@100": 0.502,
|
| 302 |
+
"n_queries": 1000
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"lambda_lex": 2.0,
|
| 306 |
+
"lambda_sem": 0.1,
|
| 307 |
+
"nDCG@10": 0.14153098720556442,
|
| 308 |
+
"MRR@10": 0.11347301587301586,
|
| 309 |
+
"P@10": 0.025200000000000004,
|
| 310 |
+
"R@10": 0.24116666666666667,
|
| 311 |
+
"R@100": 0.48975,
|
| 312 |
+
"Hit@10": 0.247,
|
| 313 |
+
"Hit@100": 0.501,
|
| 314 |
+
"n_queries": 1000
|
| 315 |
+
},
|
| 316 |
+
{
|
| 317 |
+
"lambda_lex": 2.0,
|
| 318 |
+
"lambda_sem": 0.05,
|
| 319 |
+
"nDCG@10": 0.1402783529393955,
|
| 320 |
+
"MRR@10": 0.1121063492063492,
|
| 321 |
+
"P@10": 0.0251,
|
| 322 |
+
"R@10": 0.24016666666666667,
|
| 323 |
+
"R@100": 0.48875,
|
| 324 |
+
"Hit@10": 0.246,
|
| 325 |
+
"Hit@100": 0.5,
|
| 326 |
+
"n_queries": 1000
|
| 327 |
+
},
|
| 328 |
+
{
|
| 329 |
+
"lambda_lex": 2.0,
|
| 330 |
+
"lambda_sem": 0.0,
|
| 331 |
+
"nDCG@10": 0.13995467921192573,
|
| 332 |
+
"MRR@10": 0.1120781746031746,
|
| 333 |
+
"P@10": 0.025000000000000005,
|
| 334 |
+
"R@10": 0.23916666666666667,
|
| 335 |
+
"R@100": 0.4895,
|
| 336 |
+
"Hit@10": 0.245,
|
| 337 |
+
"Hit@100": 0.5,
|
| 338 |
+
"n_queries": 1000
|
| 339 |
+
},
|
| 340 |
+
{
|
| 341 |
+
"lambda_lex": 1.5,
|
| 342 |
+
"lambda_sem": 0.25,
|
| 343 |
+
"nDCG@10": 0.1395165457994325,
|
| 344 |
+
"MRR@10": 0.1120845238095238,
|
| 345 |
+
"P@10": 0.024799999999999996,
|
| 346 |
+
"R@10": 0.23716666666666666,
|
| 347 |
+
"R@100": 0.48925,
|
| 348 |
+
"Hit@10": 0.243,
|
| 349 |
+
"Hit@100": 0.5,
|
| 350 |
+
"n_queries": 1000
|
| 351 |
+
},
|
| 352 |
+
{
|
| 353 |
+
"lambda_lex": 1.5,
|
| 354 |
+
"lambda_sem": 0.1,
|
| 355 |
+
"nDCG@10": 0.1384413857114163,
|
| 356 |
+
"MRR@10": 0.11133373015873016,
|
| 357 |
+
"P@10": 0.0246,
|
| 358 |
+
"R@10": 0.23516666666666666,
|
| 359 |
+
"R@100": 0.4855,
|
| 360 |
+
"Hit@10": 0.241,
|
| 361 |
+
"Hit@100": 0.495,
|
| 362 |
+
"n_queries": 1000
|
| 363 |
+
},
|
| 364 |
+
{
|
| 365 |
+
"lambda_lex": 1.5,
|
| 366 |
+
"lambda_sem": 0.05,
|
| 367 |
+
"nDCG@10": 0.13795611724988713,
|
| 368 |
+
"MRR@10": 0.11093174603174603,
|
| 369 |
+
"P@10": 0.0245,
|
| 370 |
+
"R@10": 0.23416666666666666,
|
| 371 |
+
"R@100": 0.4825,
|
| 372 |
+
"Hit@10": 0.24,
|
| 373 |
+
"Hit@100": 0.492,
|
| 374 |
+
"n_queries": 1000
|
| 375 |
+
},
|
| 376 |
+
{
|
| 377 |
+
"lambda_lex": 1.5,
|
| 378 |
+
"lambda_sem": 0.0,
|
| 379 |
+
"nDCG@10": 0.13785899018622938,
|
| 380 |
+
"MRR@10": 0.11086626984126983,
|
| 381 |
+
"P@10": 0.0245,
|
| 382 |
+
"R@10": 0.23416666666666666,
|
| 383 |
+
"R@100": 0.4815,
|
| 384 |
+
"Hit@10": 0.24,
|
| 385 |
+
"Hit@100": 0.491,
|
| 386 |
+
"n_queries": 1000
|
| 387 |
+
},
|
| 388 |
+
{
|
| 389 |
+
"lambda_lex": 1.0,
|
| 390 |
+
"lambda_sem": 0.25,
|
| 391 |
+
"nDCG@10": 0.1337564542375158,
|
| 392 |
+
"MRR@10": 0.10852976190476189,
|
| 393 |
+
"P@10": 0.0233,
|
| 394 |
+
"R@10": 0.22266666666666665,
|
| 395 |
+
"R@100": 0.48325,
|
| 396 |
+
"Hit@10": 0.228,
|
| 397 |
+
"Hit@100": 0.493,
|
| 398 |
+
"n_queries": 1000
|
| 399 |
+
},
|
| 400 |
+
{
|
| 401 |
+
"lambda_lex": 1.0,
|
| 402 |
+
"lambda_sem": 0.1,
|
| 403 |
+
"nDCG@10": 0.13368268398911545,
|
| 404 |
+
"MRR@10": 0.10783928571428572,
|
| 405 |
+
"P@10": 0.023600000000000003,
|
| 406 |
+
"R@10": 0.22566666666666665,
|
| 407 |
+
"R@100": 0.482,
|
| 408 |
+
"Hit@10": 0.231,
|
| 409 |
+
"Hit@100": 0.491,
|
| 410 |
+
"n_queries": 1000
|
| 411 |
+
},
|
| 412 |
+
{
|
| 413 |
+
"lambda_lex": 1.0,
|
| 414 |
+
"lambda_sem": 0.05,
|
| 415 |
+
"nDCG@10": 0.1332893300841568,
|
| 416 |
+
"MRR@10": 0.10765436507936507,
|
| 417 |
+
"P@10": 0.0235,
|
| 418 |
+
"R@10": 0.22466666666666665,
|
| 419 |
+
"R@100": 0.481,
|
| 420 |
+
"Hit@10": 0.23,
|
| 421 |
+
"Hit@100": 0.49,
|
| 422 |
+
"n_queries": 1000
|
| 423 |
+
},
|
| 424 |
+
{
|
| 425 |
+
"lambda_lex": 1.0,
|
| 426 |
+
"lambda_sem": 0.0,
|
| 427 |
+
"nDCG@10": 0.13316225779339777,
|
| 428 |
+
"MRR@10": 0.10750992063492064,
|
| 429 |
+
"P@10": 0.0235,
|
| 430 |
+
"R@10": 0.22466666666666665,
|
| 431 |
+
"R@100": 0.48,
|
| 432 |
+
"Hit@10": 0.23,
|
| 433 |
+
"Hit@100": 0.489,
|
| 434 |
+
"n_queries": 1000
|
| 435 |
+
},
|
| 436 |
+
{
|
| 437 |
+
"lambda_lex": 0.5,
|
| 438 |
+
"lambda_sem": 0.1,
|
| 439 |
+
"nDCG@10": 0.12922921441623322,
|
| 440 |
+
"MRR@10": 0.10433134920634922,
|
| 441 |
+
"P@10": 0.0229,
|
| 442 |
+
"R@10": 0.21816666666666665,
|
| 443 |
+
"R@100": 0.4685,
|
| 444 |
+
"Hit@10": 0.224,
|
| 445 |
+
"Hit@100": 0.478,
|
| 446 |
+
"n_queries": 1000
|
| 447 |
+
},
|
| 448 |
+
{
|
| 449 |
+
"lambda_lex": 0.5,
|
| 450 |
+
"lambda_sem": 0.05,
|
| 451 |
+
"nDCG@10": 0.12875551726453235,
|
| 452 |
+
"MRR@10": 0.10405912698412699,
|
| 453 |
+
"P@10": 0.0228,
|
| 454 |
+
"R@10": 0.21716666666666665,
|
| 455 |
+
"R@100": 0.4665,
|
| 456 |
+
"Hit@10": 0.223,
|
| 457 |
+
"Hit@100": 0.476,
|
| 458 |
+
"n_queries": 1000
|
| 459 |
+
},
|
| 460 |
+
{
|
| 461 |
+
"lambda_lex": 0.5,
|
| 462 |
+
"lambda_sem": 0.25,
|
| 463 |
+
"nDCG@10": 0.12857520055566032,
|
| 464 |
+
"MRR@10": 0.10457698412698412,
|
| 465 |
+
"P@10": 0.022400000000000003,
|
| 466 |
+
"R@10": 0.21366666666666664,
|
| 467 |
+
"R@100": 0.4645,
|
| 468 |
+
"Hit@10": 0.219,
|
| 469 |
+
"Hit@100": 0.474,
|
| 470 |
+
"n_queries": 1000
|
| 471 |
+
},
|
| 472 |
+
{
|
| 473 |
+
"lambda_lex": 0.5,
|
| 474 |
+
"lambda_sem": 0.0,
|
| 475 |
+
"nDCG@10": 0.12807858514839127,
|
| 476 |
+
"MRR@10": 0.10373333333333332,
|
| 477 |
+
"P@10": 0.022600000000000002,
|
| 478 |
+
"R@10": 0.21516666666666664,
|
| 479 |
+
"R@100": 0.4635,
|
| 480 |
+
"Hit@10": 0.221,
|
| 481 |
+
"Hit@100": 0.473,
|
| 482 |
+
"n_queries": 1000
|
| 483 |
+
},
|
| 484 |
+
{
|
| 485 |
+
"lambda_lex": 0.0,
|
| 486 |
+
"lambda_sem": 0.25,
|
| 487 |
+
"nDCG@10": 0.12066052676261128,
|
| 488 |
+
"MRR@10": 0.09897738095238096,
|
| 489 |
+
"P@10": 0.020900000000000002,
|
| 490 |
+
"R@10": 0.19866666666666666,
|
| 491 |
+
"R@100": 0.4305,
|
| 492 |
+
"Hit@10": 0.204,
|
| 493 |
+
"Hit@100": 0.439,
|
| 494 |
+
"n_queries": 1000
|
| 495 |
+
},
|
| 496 |
+
{
|
| 497 |
+
"lambda_lex": 0.0,
|
| 498 |
+
"lambda_sem": 0.1,
|
| 499 |
+
"nDCG@10": 0.11860568593961143,
|
| 500 |
+
"MRR@10": 0.09690119047619046,
|
| 501 |
+
"P@10": 0.020700000000000003,
|
| 502 |
+
"R@10": 0.19666666666666666,
|
| 503 |
+
"R@100": 0.436,
|
| 504 |
+
"Hit@10": 0.202,
|
| 505 |
+
"Hit@100": 0.445,
|
| 506 |
+
"n_queries": 1000
|
| 507 |
+
},
|
| 508 |
+
{
|
| 509 |
+
"lambda_lex": 0.0,
|
| 510 |
+
"lambda_sem": 0.05,
|
| 511 |
+
"nDCG@10": 0.11818010367269409,
|
| 512 |
+
"MRR@10": 0.09635317460317461,
|
| 513 |
+
"P@10": 0.020700000000000003,
|
| 514 |
+
"R@10": 0.19666666666666666,
|
| 515 |
+
"R@100": 0.433,
|
| 516 |
+
"Hit@10": 0.202,
|
| 517 |
+
"Hit@100": 0.442,
|
| 518 |
+
"n_queries": 1000
|
| 519 |
+
},
|
| 520 |
+
{
|
| 521 |
+
"lambda_lex": 0.0,
|
| 522 |
+
"lambda_sem": 0.0,
|
| 523 |
+
"nDCG@10": 0.11797392864999078,
|
| 524 |
+
"MRR@10": 0.09621309523809524,
|
| 525 |
+
"P@10": 0.0206,
|
| 526 |
+
"R@10": 0.19616666666666666,
|
| 527 |
+
"R@100": 0.433,
|
| 528 |
+
"Hit@10": 0.201,
|
| 529 |
+
"Hit@100": 0.442,
|
| 530 |
+
"n_queries": 1000
|
| 531 |
+
}
|
| 532 |
+
],
|
| 533 |
+
"best": {
|
| 534 |
+
"lambda_lex": 4.0,
|
| 535 |
+
"lambda_sem": 0.1,
|
| 536 |
+
"nDCG@10": 0.14856845279231307,
|
| 537 |
+
"MRR@10": 0.11975357142857142,
|
| 538 |
+
"P@10": 0.026,
|
| 539 |
+
"R@10": 0.2485,
|
| 540 |
+
"R@100": 0.48325,
|
| 541 |
+
"Hit@10": 0.255,
|
| 542 |
+
"Hit@100": 0.494,
|
| 543 |
+
"n_queries": 1000
|
| 544 |
+
},
|
| 545 |
+
"median_prepare_ms": 32.03054799905658
|
| 546 |
+
}
|
results/msmarco_scale/finish_final_weights_multifold.json
ADDED
|
@@ -0,0 +1,1662 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "final_weights_multifold",
|
| 3 |
+
"rows": [
|
| 4 |
+
{
|
| 5 |
+
"wlex": 3.0,
|
| 6 |
+
"wsem": 0.0,
|
| 7 |
+
"fold_metrics": [
|
| 8 |
+
{
|
| 9 |
+
"fold": 0,
|
| 10 |
+
"nDCG@10": 0.15634420837095603,
|
| 11 |
+
"MRR@10": 0.12703571428571434,
|
| 12 |
+
"P@10": 0.027200000000000113,
|
| 13 |
+
"R@10": 0.2606666666666667,
|
| 14 |
+
"R@100": 0.507,
|
| 15 |
+
"Hit@10": 0.267,
|
| 16 |
+
"Hit@100": 0.516
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"fold": 1,
|
| 20 |
+
"nDCG@10": 0.1556511410130513,
|
| 21 |
+
"MRR@10": 0.12358492063492058,
|
| 22 |
+
"P@10": 0.027300000000000116,
|
| 23 |
+
"R@10": 0.2636666666666666,
|
| 24 |
+
"R@100": 0.5108333333333334,
|
| 25 |
+
"Hit@10": 0.27,
|
| 26 |
+
"Hit@100": 0.52
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"fold": 2,
|
| 30 |
+
"nDCG@10": 0.16763514061648216,
|
| 31 |
+
"MRR@10": 0.13684841269841266,
|
| 32 |
+
"P@10": 0.028800000000000128,
|
| 33 |
+
"R@10": 0.2728333333333333,
|
| 34 |
+
"R@100": 0.4938333333333333,
|
| 35 |
+
"Hit@10": 0.281,
|
| 36 |
+
"Hit@100": 0.503
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"fold": 3,
|
| 40 |
+
"nDCG@10": 0.15428378305603138,
|
| 41 |
+
"MRR@10": 0.1240547619047619,
|
| 42 |
+
"P@10": 0.027000000000000107,
|
| 43 |
+
"R@10": 0.2557833333333333,
|
| 44 |
+
"R@100": 0.5027666666666667,
|
| 45 |
+
"Hit@10": 0.262,
|
| 46 |
+
"Hit@100": 0.511
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"fold": 4,
|
| 50 |
+
"nDCG@10": 0.16791753315199642,
|
| 51 |
+
"MRR@10": 0.1331234126984127,
|
| 52 |
+
"P@10": 0.030800000000000143,
|
| 53 |
+
"R@10": 0.29036666666666666,
|
| 54 |
+
"R@100": 0.5130666666666666,
|
| 55 |
+
"Hit@10": 0.298,
|
| 56 |
+
"Hit@100": 0.522
|
| 57 |
+
}
|
| 58 |
+
],
|
| 59 |
+
"mean_nDCG@10": 0.16036636124170345,
|
| 60 |
+
"mean_MRR@10": 0.12892944444444443,
|
| 61 |
+
"mean_R@100": 0.5055,
|
| 62 |
+
"mean_delta_vs_baseline": -0.0012914851519512994,
|
| 63 |
+
"min_delta_vs_baseline": -0.0026154372152363825,
|
| 64 |
+
"positive_folds_vs_baseline": 0,
|
| 65 |
+
"fold_deltas_vs_baseline": [
|
| 66 |
+
-0.0011621141905484023,
|
| 67 |
+
-0.0019602458540975143,
|
| 68 |
+
-0.0006214133146058287,
|
| 69 |
+
-9.821518526836881e-05,
|
| 70 |
+
-0.0026154372152363825
|
| 71 |
+
]
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"wlex": 3.0,
|
| 75 |
+
"wsem": 0.1,
|
| 76 |
+
"fold_metrics": [
|
| 77 |
+
{
|
| 78 |
+
"fold": 0,
|
| 79 |
+
"nDCG@10": 0.15617327996209038,
|
| 80 |
+
"MRR@10": 0.12629960317460323,
|
| 81 |
+
"P@10": 0.027300000000000116,
|
| 82 |
+
"R@10": 0.26166666666666666,
|
| 83 |
+
"R@100": 0.508,
|
| 84 |
+
"Hit@10": 0.268,
|
| 85 |
+
"Hit@100": 0.517
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"fold": 1,
|
| 89 |
+
"nDCG@10": 0.15633677108325264,
|
| 90 |
+
"MRR@10": 0.12421388888888883,
|
| 91 |
+
"P@10": 0.027400000000000115,
|
| 92 |
+
"R@10": 0.2641666666666666,
|
| 93 |
+
"R@100": 0.5108333333333334,
|
| 94 |
+
"Hit@10": 0.27,
|
| 95 |
+
"Hit@100": 0.52
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"fold": 2,
|
| 99 |
+
"nDCG@10": 0.1682989868323204,
|
| 100 |
+
"MRR@10": 0.13773492063492057,
|
| 101 |
+
"P@10": 0.028800000000000128,
|
| 102 |
+
"R@10": 0.2728333333333333,
|
| 103 |
+
"R@100": 0.4958333333333333,
|
| 104 |
+
"Hit@10": 0.281,
|
| 105 |
+
"Hit@100": 0.505
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"fold": 3,
|
| 109 |
+
"nDCG@10": 0.15481353312661156,
|
| 110 |
+
"MRR@10": 0.12384563492063493,
|
| 111 |
+
"P@10": 0.027300000000000112,
|
| 112 |
+
"R@10": 0.2587833333333333,
|
| 113 |
+
"R@100": 0.5067666666666667,
|
| 114 |
+
"Hit@10": 0.265,
|
| 115 |
+
"Hit@100": 0.515
|
| 116 |
+
},
|
| 117 |
+
{
|
| 118 |
+
"fold": 4,
|
| 119 |
+
"nDCG@10": 0.16797832921741465,
|
| 120 |
+
"MRR@10": 0.13290000000000005,
|
| 121 |
+
"P@10": 0.030900000000000143,
|
| 122 |
+
"R@10": 0.29136666666666666,
|
| 123 |
+
"R@100": 0.5150666666666666,
|
| 124 |
+
"Hit@10": 0.299,
|
| 125 |
+
"Hit@100": 0.524
|
| 126 |
+
}
|
| 127 |
+
],
|
| 128 |
+
"mean_nDCG@10": 0.1607201800443379,
|
| 129 |
+
"mean_MRR@10": 0.12899880952380952,
|
| 130 |
+
"mean_R@100": 0.5073000000000001,
|
| 131 |
+
"mean_delta_vs_baseline": -0.0009376663493168347,
|
| 132 |
+
"min_delta_vs_baseline": -0.0025546411498181543,
|
| 133 |
+
"positive_folds_vs_baseline": 2,
|
| 134 |
+
"fold_deltas_vs_baseline": [
|
| 135 |
+
-0.0013330425994140527,
|
| 136 |
+
-0.001274615783896177,
|
| 137 |
+
4.2432901232403175e-05,
|
| 138 |
+
0.0004315348853118073,
|
| 139 |
+
-0.0025546411498181543
|
| 140 |
+
]
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"wlex": 3.0,
|
| 144 |
+
"wsem": 0.2,
|
| 145 |
+
"fold_metrics": [
|
| 146 |
+
{
|
| 147 |
+
"fold": 0,
|
| 148 |
+
"nDCG@10": 0.15618307376246893,
|
| 149 |
+
"MRR@10": 0.12626111111111116,
|
| 150 |
+
"P@10": 0.027300000000000116,
|
| 151 |
+
"R@10": 0.26166666666666666,
|
| 152 |
+
"R@100": 0.508,
|
| 153 |
+
"Hit@10": 0.268,
|
| 154 |
+
"Hit@100": 0.517
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"fold": 1,
|
| 158 |
+
"nDCG@10": 0.15665374733722348,
|
| 159 |
+
"MRR@10": 0.12456587301587299,
|
| 160 |
+
"P@10": 0.027400000000000115,
|
| 161 |
+
"R@10": 0.2641666666666666,
|
| 162 |
+
"R@100": 0.513,
|
| 163 |
+
"Hit@10": 0.27,
|
| 164 |
+
"Hit@100": 0.522
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"fold": 2,
|
| 168 |
+
"nDCG@10": 0.16743923482508571,
|
| 169 |
+
"MRR@10": 0.1375003968253968,
|
| 170 |
+
"P@10": 0.028400000000000123,
|
| 171 |
+
"R@10": 0.2695,
|
| 172 |
+
"R@100": 0.4968333333333333,
|
| 173 |
+
"Hit@10": 0.277,
|
| 174 |
+
"Hit@100": 0.506
|
| 175 |
+
},
|
| 176 |
+
{
|
| 177 |
+
"fold": 3,
|
| 178 |
+
"nDCG@10": 0.15463795318502907,
|
| 179 |
+
"MRR@10": 0.12364960317460319,
|
| 180 |
+
"P@10": 0.027300000000000112,
|
| 181 |
+
"R@10": 0.2587833333333333,
|
| 182 |
+
"R@100": 0.5097666666666667,
|
| 183 |
+
"Hit@10": 0.265,
|
| 184 |
+
"Hit@100": 0.518
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"fold": 4,
|
| 188 |
+
"nDCG@10": 0.1677858861025154,
|
| 189 |
+
"MRR@10": 0.13291626984126986,
|
| 190 |
+
"P@10": 0.030800000000000143,
|
| 191 |
+
"R@10": 0.29036666666666666,
|
| 192 |
+
"R@100": 0.5140666666666666,
|
| 193 |
+
"Hit@10": 0.298,
|
| 194 |
+
"Hit@100": 0.523
|
| 195 |
+
}
|
| 196 |
+
],
|
| 197 |
+
"mean_nDCG@10": 0.16053997904246453,
|
| 198 |
+
"mean_MRR@10": 0.12897865079365078,
|
| 199 |
+
"mean_R@100": 0.5083333333333332,
|
| 200 |
+
"mean_delta_vs_baseline": -0.0011178673511902382,
|
| 201 |
+
"min_delta_vs_baseline": -0.0027470842647173976,
|
| 202 |
+
"positive_folds_vs_baseline": 1,
|
| 203 |
+
"fold_deltas_vs_baseline": [
|
| 204 |
+
-0.0013232487990355035,
|
| 205 |
+
-0.000957639529925336,
|
| 206 |
+
-0.0008173191060022733,
|
| 207 |
+
0.0002559549437293196,
|
| 208 |
+
-0.0027470842647173976
|
| 209 |
+
]
|
| 210 |
+
},
|
| 211 |
+
{
|
| 212 |
+
"wlex": 3.0,
|
| 213 |
+
"wsem": 0.3,
|
| 214 |
+
"fold_metrics": [
|
| 215 |
+
{
|
| 216 |
+
"fold": 0,
|
| 217 |
+
"nDCG@10": 0.15695704378968847,
|
| 218 |
+
"MRR@10": 0.1277107142857143,
|
| 219 |
+
"P@10": 0.027200000000000113,
|
| 220 |
+
"R@10": 0.2606666666666667,
|
| 221 |
+
"R@100": 0.509,
|
| 222 |
+
"Hit@10": 0.267,
|
| 223 |
+
"Hit@100": 0.518
|
| 224 |
+
},
|
| 225 |
+
{
|
| 226 |
+
"fold": 1,
|
| 227 |
+
"nDCG@10": 0.15747806409607015,
|
| 228 |
+
"MRR@10": 0.12480873015873012,
|
| 229 |
+
"P@10": 0.02770000000000012,
|
| 230 |
+
"R@10": 0.2676666666666666,
|
| 231 |
+
"R@100": 0.5135,
|
| 232 |
+
"Hit@10": 0.273,
|
| 233 |
+
"Hit@100": 0.523
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"fold": 2,
|
| 237 |
+
"nDCG@10": 0.1675693572678358,
|
| 238 |
+
"MRR@10": 0.13760873015873012,
|
| 239 |
+
"P@10": 0.028400000000000123,
|
| 240 |
+
"R@10": 0.2695,
|
| 241 |
+
"R@100": 0.4968333333333333,
|
| 242 |
+
"Hit@10": 0.276,
|
| 243 |
+
"Hit@100": 0.506
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"fold": 3,
|
| 247 |
+
"nDCG@10": 0.15503295593545116,
|
| 248 |
+
"MRR@10": 0.12359365079365081,
|
| 249 |
+
"P@10": 0.027600000000000114,
|
| 250 |
+
"R@10": 0.2617833333333333,
|
| 251 |
+
"R@100": 0.5077666666666667,
|
| 252 |
+
"Hit@10": 0.268,
|
| 253 |
+
"Hit@100": 0.516
|
| 254 |
+
},
|
| 255 |
+
{
|
| 256 |
+
"fold": 4,
|
| 257 |
+
"nDCG@10": 0.16706500124317764,
|
| 258 |
+
"MRR@10": 0.13271071428571432,
|
| 259 |
+
"P@10": 0.03060000000000014,
|
| 260 |
+
"R@10": 0.28836666666666666,
|
| 261 |
+
"R@100": 0.5140666666666666,
|
| 262 |
+
"Hit@10": 0.296,
|
| 263 |
+
"Hit@100": 0.523
|
| 264 |
+
}
|
| 265 |
+
],
|
| 266 |
+
"mean_nDCG@10": 0.16082048446644465,
|
| 267 |
+
"mean_MRR@10": 0.12928650793650792,
|
| 268 |
+
"mean_R@100": 0.5082333333333333,
|
| 269 |
+
"mean_delta_vs_baseline": -0.0008373619272101119,
|
| 270 |
+
"min_delta_vs_baseline": -0.00346796912405517,
|
| 271 |
+
"positive_folds_vs_baseline": 1,
|
| 272 |
+
"fold_deltas_vs_baseline": [
|
| 273 |
+
-0.0005492787718159586,
|
| 274 |
+
-0.00013332277107866441,
|
| 275 |
+
-0.0006871966632521764,
|
| 276 |
+
0.0006509576941514106,
|
| 277 |
+
-0.00346796912405517
|
| 278 |
+
]
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"wlex": 3.0,
|
| 282 |
+
"wsem": 0.4,
|
| 283 |
+
"fold_metrics": [
|
| 284 |
+
{
|
| 285 |
+
"fold": 0,
|
| 286 |
+
"nDCG@10": 0.1574969758924923,
|
| 287 |
+
"MRR@10": 0.12840992063492063,
|
| 288 |
+
"P@10": 0.027200000000000113,
|
| 289 |
+
"R@10": 0.2606666666666667,
|
| 290 |
+
"R@100": 0.508,
|
| 291 |
+
"Hit@10": 0.267,
|
| 292 |
+
"Hit@100": 0.517
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"fold": 1,
|
| 296 |
+
"nDCG@10": 0.15587164955710697,
|
| 297 |
+
"MRR@10": 0.12422698412698412,
|
| 298 |
+
"P@10": 0.027200000000000113,
|
| 299 |
+
"R@10": 0.26266666666666666,
|
| 300 |
+
"R@100": 0.5105,
|
| 301 |
+
"Hit@10": 0.268,
|
| 302 |
+
"Hit@100": 0.52
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"fold": 2,
|
| 306 |
+
"nDCG@10": 0.1673029106131293,
|
| 307 |
+
"MRR@10": 0.1373825396825396,
|
| 308 |
+
"P@10": 0.02830000000000012,
|
| 309 |
+
"R@10": 0.269,
|
| 310 |
+
"R@100": 0.4978333333333333,
|
| 311 |
+
"Hit@10": 0.275,
|
| 312 |
+
"Hit@100": 0.507
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"fold": 3,
|
| 316 |
+
"nDCG@10": 0.15657607172571464,
|
| 317 |
+
"MRR@10": 0.12538253968253965,
|
| 318 |
+
"P@10": 0.027700000000000117,
|
| 319 |
+
"R@10": 0.2632833333333333,
|
| 320 |
+
"R@100": 0.5085166666666666,
|
| 321 |
+
"Hit@10": 0.27,
|
| 322 |
+
"Hit@100": 0.517
|
| 323 |
+
},
|
| 324 |
+
{
|
| 325 |
+
"fold": 4,
|
| 326 |
+
"nDCG@10": 0.16687218525073577,
|
| 327 |
+
"MRR@10": 0.13273611111111114,
|
| 328 |
+
"P@10": 0.030500000000000138,
|
| 329 |
+
"R@10": 0.28736666666666666,
|
| 330 |
+
"R@100": 0.5150666666666666,
|
| 331 |
+
"Hit@10": 0.295,
|
| 332 |
+
"Hit@100": 0.524
|
| 333 |
+
}
|
| 334 |
+
],
|
| 335 |
+
"mean_nDCG@10": 0.1608239586078358,
|
| 336 |
+
"mean_MRR@10": 0.12962761904761905,
|
| 337 |
+
"mean_R@100": 0.5079833333333333,
|
| 338 |
+
"mean_delta_vs_baseline": -0.0008338877858189598,
|
| 339 |
+
"min_delta_vs_baseline": -0.003660785116497034,
|
| 340 |
+
"positive_folds_vs_baseline": 1,
|
| 341 |
+
"fold_deltas_vs_baseline": [
|
| 342 |
+
-9.346669012116893e-06,
|
| 343 |
+
-0.0017397373100418445,
|
| 344 |
+
-0.0009536433179586912,
|
| 345 |
+
0.002194073484414888,
|
| 346 |
+
-0.003660785116497034
|
| 347 |
+
]
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"wlex": 3.0,
|
| 351 |
+
"wsem": 0.5,
|
| 352 |
+
"fold_metrics": [
|
| 353 |
+
{
|
| 354 |
+
"fold": 0,
|
| 355 |
+
"nDCG@10": 0.1567483027893134,
|
| 356 |
+
"MRR@10": 0.12776666666666667,
|
| 357 |
+
"P@10": 0.02710000000000011,
|
| 358 |
+
"R@10": 0.2596666666666667,
|
| 359 |
+
"R@100": 0.511,
|
| 360 |
+
"Hit@10": 0.266,
|
| 361 |
+
"Hit@100": 0.52
|
| 362 |
+
},
|
| 363 |
+
{
|
| 364 |
+
"fold": 1,
|
| 365 |
+
"nDCG@10": 0.15678985743737103,
|
| 366 |
+
"MRR@10": 0.1252293650793651,
|
| 367 |
+
"P@10": 0.027300000000000116,
|
| 368 |
+
"R@10": 0.26366666666666666,
|
| 369 |
+
"R@100": 0.514,
|
| 370 |
+
"Hit@10": 0.269,
|
| 371 |
+
"Hit@100": 0.524
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"fold": 2,
|
| 375 |
+
"nDCG@10": 0.16797975969898396,
|
| 376 |
+
"MRR@10": 0.13850317460317452,
|
| 377 |
+
"P@10": 0.02820000000000012,
|
| 378 |
+
"R@10": 0.2685,
|
| 379 |
+
"R@100": 0.4978333333333333,
|
| 380 |
+
"Hit@10": 0.275,
|
| 381 |
+
"Hit@100": 0.507
|
| 382 |
+
},
|
| 383 |
+
{
|
| 384 |
+
"fold": 3,
|
| 385 |
+
"nDCG@10": 0.1564745391979139,
|
| 386 |
+
"MRR@10": 0.12526388888888887,
|
| 387 |
+
"P@10": 0.027700000000000117,
|
| 388 |
+
"R@10": 0.2632833333333333,
|
| 389 |
+
"R@100": 0.5065166666666666,
|
| 390 |
+
"Hit@10": 0.27,
|
| 391 |
+
"Hit@100": 0.515
|
| 392 |
+
},
|
| 393 |
+
{
|
| 394 |
+
"fold": 4,
|
| 395 |
+
"nDCG@10": 0.16699841260492695,
|
| 396 |
+
"MRR@10": 0.13250714285714288,
|
| 397 |
+
"P@10": 0.03070000000000014,
|
| 398 |
+
"R@10": 0.28886666666666666,
|
| 399 |
+
"R@100": 0.5150666666666666,
|
| 400 |
+
"Hit@10": 0.297,
|
| 401 |
+
"Hit@100": 0.524
|
| 402 |
+
}
|
| 403 |
+
],
|
| 404 |
+
"mean_nDCG@10": 0.16099817434570185,
|
| 405 |
+
"mean_MRR@10": 0.1298540476190476,
|
| 406 |
+
"mean_R@100": 0.5088833333333334,
|
| 407 |
+
"mean_delta_vs_baseline": -0.0006596720479529084,
|
| 408 |
+
"min_delta_vs_baseline": -0.003534557762305851,
|
| 409 |
+
"positive_folds_vs_baseline": 1,
|
| 410 |
+
"fold_deltas_vs_baseline": [
|
| 411 |
+
-0.000758019772191032,
|
| 412 |
+
-0.0008215294297777842,
|
| 413 |
+
-0.0002767942321040273,
|
| 414 |
+
0.002092540956614153,
|
| 415 |
+
-0.003534557762305851
|
| 416 |
+
]
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"wlex": 4.0,
|
| 420 |
+
"wsem": 0.0,
|
| 421 |
+
"fold_metrics": [
|
| 422 |
+
{
|
| 423 |
+
"fold": 0,
|
| 424 |
+
"nDCG@10": 0.15652221083914614,
|
| 425 |
+
"MRR@10": 0.12709722222222222,
|
| 426 |
+
"P@10": 0.027300000000000116,
|
| 427 |
+
"R@10": 0.26116666666666666,
|
| 428 |
+
"R@100": 0.505,
|
| 429 |
+
"Hit@10": 0.268,
|
| 430 |
+
"Hit@100": 0.514
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"fold": 1,
|
| 434 |
+
"nDCG@10": 0.15896039921851204,
|
| 435 |
+
"MRR@10": 0.12702420634920636,
|
| 436 |
+
"P@10": 0.027600000000000114,
|
| 437 |
+
"R@10": 0.2661666666666666,
|
| 438 |
+
"R@100": 0.5068333333333334,
|
| 439 |
+
"Hit@10": 0.272,
|
| 440 |
+
"Hit@100": 0.515
|
| 441 |
+
},
|
| 442 |
+
{
|
| 443 |
+
"fold": 2,
|
| 444 |
+
"nDCG@10": 0.16659519520264507,
|
| 445 |
+
"MRR@10": 0.13723253968253965,
|
| 446 |
+
"P@10": 0.028200000000000124,
|
| 447 |
+
"R@10": 0.26683333333333337,
|
| 448 |
+
"R@100": 0.48883333333333334,
|
| 449 |
+
"Hit@10": 0.275,
|
| 450 |
+
"Hit@100": 0.498
|
| 451 |
+
},
|
| 452 |
+
{
|
| 453 |
+
"fold": 3,
|
| 454 |
+
"nDCG@10": 0.15460025741040204,
|
| 455 |
+
"MRR@10": 0.12293412698412694,
|
| 456 |
+
"P@10": 0.027500000000000115,
|
| 457 |
+
"R@10": 0.26111666666666666,
|
| 458 |
+
"R@100": 0.49976666666666664,
|
| 459 |
+
"Hit@10": 0.269,
|
| 460 |
+
"Hit@100": 0.508
|
| 461 |
+
},
|
| 462 |
+
{
|
| 463 |
+
"fold": 4,
|
| 464 |
+
"nDCG@10": 0.16984259570455904,
|
| 465 |
+
"MRR@10": 0.13542222222222225,
|
| 466 |
+
"P@10": 0.030800000000000143,
|
| 467 |
+
"R@10": 0.29036666666666666,
|
| 468 |
+
"R@100": 0.5100666666666667,
|
| 469 |
+
"Hit@10": 0.298,
|
| 470 |
+
"Hit@100": 0.519
|
| 471 |
+
}
|
| 472 |
+
],
|
| 473 |
+
"mean_nDCG@10": 0.1613041316750529,
|
| 474 |
+
"mean_MRR@10": 0.1299420634920635,
|
| 475 |
+
"mean_R@100": 0.5020999999999999,
|
| 476 |
+
"mean_delta_vs_baseline": -0.00035371471860189406,
|
| 477 |
+
"min_delta_vs_baseline": -0.0016613587284429188,
|
| 478 |
+
"positive_folds_vs_baseline": 2,
|
| 479 |
+
"fold_deltas_vs_baseline": [
|
| 480 |
+
-0.000984111722358294,
|
| 481 |
+
0.0013490123513632268,
|
| 482 |
+
-0.0016613587284429188,
|
| 483 |
+
0.00021825916910228615,
|
| 484 |
+
-0.0006903746626737706
|
| 485 |
+
]
|
| 486 |
+
},
|
| 487 |
+
{
|
| 488 |
+
"wlex": 4.0,
|
| 489 |
+
"wsem": 0.1,
|
| 490 |
+
"fold_metrics": [
|
| 491 |
+
{
|
| 492 |
+
"fold": 0,
|
| 493 |
+
"nDCG@10": 0.15652293435328252,
|
| 494 |
+
"MRR@10": 0.1275059523809524,
|
| 495 |
+
"P@10": 0.02710000000000011,
|
| 496 |
+
"R@10": 0.2591666666666667,
|
| 497 |
+
"R@100": 0.506,
|
| 498 |
+
"Hit@10": 0.266,
|
| 499 |
+
"Hit@100": 0.515
|
| 500 |
+
},
|
| 501 |
+
{
|
| 502 |
+
"fold": 1,
|
| 503 |
+
"nDCG@10": 0.15867500805798967,
|
| 504 |
+
"MRR@10": 0.1265976190476191,
|
| 505 |
+
"P@10": 0.027600000000000114,
|
| 506 |
+
"R@10": 0.2661666666666666,
|
| 507 |
+
"R@100": 0.5063333333333333,
|
| 508 |
+
"Hit@10": 0.272,
|
| 509 |
+
"Hit@100": 0.515
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"fold": 2,
|
| 513 |
+
"nDCG@10": 0.1685219341713701,
|
| 514 |
+
"MRR@10": 0.13955158730158723,
|
| 515 |
+
"P@10": 0.028300000000000124,
|
| 516 |
+
"R@10": 0.26783333333333337,
|
| 517 |
+
"R@100": 0.4898333333333333,
|
| 518 |
+
"Hit@10": 0.276,
|
| 519 |
+
"Hit@100": 0.499
|
| 520 |
+
},
|
| 521 |
+
{
|
| 522 |
+
"fold": 3,
|
| 523 |
+
"nDCG@10": 0.15524870224778473,
|
| 524 |
+
"MRR@10": 0.12360833333333326,
|
| 525 |
+
"P@10": 0.027600000000000114,
|
| 526 |
+
"R@10": 0.26211666666666666,
|
| 527 |
+
"R@100": 0.5012666666666666,
|
| 528 |
+
"Hit@10": 0.27,
|
| 529 |
+
"Hit@100": 0.51
|
| 530 |
+
},
|
| 531 |
+
{
|
| 532 |
+
"fold": 4,
|
| 533 |
+
"nDCG@10": 0.170367754470285,
|
| 534 |
+
"MRR@10": 0.13605992063492067,
|
| 535 |
+
"P@10": 0.030800000000000143,
|
| 536 |
+
"R@10": 0.29036666666666666,
|
| 537 |
+
"R@100": 0.5105666666666666,
|
| 538 |
+
"Hit@10": 0.298,
|
| 539 |
+
"Hit@100": 0.52
|
| 540 |
+
}
|
| 541 |
+
],
|
| 542 |
+
"mean_nDCG@10": 0.1618672666601424,
|
| 543 |
+
"mean_MRR@10": 0.13066468253968253,
|
| 544 |
+
"mean_R@100": 0.5027999999999999,
|
| 545 |
+
"mean_delta_vs_baseline": 0.0002094202664876421,
|
| 546 |
+
"min_delta_vs_baseline": -0.0009833882082219136,
|
| 547 |
+
"positive_folds_vs_baseline": 3,
|
| 548 |
+
"fold_deltas_vs_baseline": [
|
| 549 |
+
-0.0009833882082219136,
|
| 550 |
+
0.0010636211908408577,
|
| 551 |
+
0.00026538024028210927,
|
| 552 |
+
0.0008667040064849751,
|
| 553 |
+
-0.0001652158969478179
|
| 554 |
+
]
|
| 555 |
+
},
|
| 556 |
+
{
|
| 557 |
+
"wlex": 4.0,
|
| 558 |
+
"wsem": 0.2,
|
| 559 |
+
"fold_metrics": [
|
| 560 |
+
{
|
| 561 |
+
"fold": 0,
|
| 562 |
+
"nDCG@10": 0.15676450114323295,
|
| 563 |
+
"MRR@10": 0.12736428571428574,
|
| 564 |
+
"P@10": 0.027200000000000113,
|
| 565 |
+
"R@10": 0.2606666666666667,
|
| 566 |
+
"R@100": 0.507,
|
| 567 |
+
"Hit@10": 0.267,
|
| 568 |
+
"Hit@100": 0.516
|
| 569 |
+
},
|
| 570 |
+
{
|
| 571 |
+
"fold": 1,
|
| 572 |
+
"nDCG@10": 0.15840409947080988,
|
| 573 |
+
"MRR@10": 0.12593214285714288,
|
| 574 |
+
"P@10": 0.027700000000000117,
|
| 575 |
+
"R@10": 0.2671666666666666,
|
| 576 |
+
"R@100": 0.5088333333333334,
|
| 577 |
+
"Hit@10": 0.273,
|
| 578 |
+
"Hit@100": 0.518
|
| 579 |
+
},
|
| 580 |
+
{
|
| 581 |
+
"fold": 2,
|
| 582 |
+
"nDCG@10": 0.1684095821712194,
|
| 583 |
+
"MRR@10": 0.13945714285714278,
|
| 584 |
+
"P@10": 0.028200000000000124,
|
| 585 |
+
"R@10": 0.2675,
|
| 586 |
+
"R@100": 0.4908333333333333,
|
| 587 |
+
"Hit@10": 0.275,
|
| 588 |
+
"Hit@100": 0.5
|
| 589 |
+
},
|
| 590 |
+
{
|
| 591 |
+
"fold": 3,
|
| 592 |
+
"nDCG@10": 0.1540797168752656,
|
| 593 |
+
"MRR@10": 0.12243095238095233,
|
| 594 |
+
"P@10": 0.027400000000000112,
|
| 595 |
+
"R@10": 0.26061666666666666,
|
| 596 |
+
"R@100": 0.5042666666666666,
|
| 597 |
+
"Hit@10": 0.268,
|
| 598 |
+
"Hit@100": 0.513
|
| 599 |
+
},
|
| 600 |
+
{
|
| 601 |
+
"fold": 4,
|
| 602 |
+
"nDCG@10": 0.17076797729111176,
|
| 603 |
+
"MRR@10": 0.1359900793650794,
|
| 604 |
+
"P@10": 0.031000000000000145,
|
| 605 |
+
"R@10": 0.29236666666666666,
|
| 606 |
+
"R@100": 0.5135666666666666,
|
| 607 |
+
"Hit@10": 0.3,
|
| 608 |
+
"Hit@100": 0.523
|
| 609 |
+
}
|
| 610 |
+
],
|
| 611 |
+
"mean_nDCG@10": 0.1616851753903279,
|
| 612 |
+
"mean_MRR@10": 0.13023492063492062,
|
| 613 |
+
"mean_R@100": 0.5048999999999999,
|
| 614 |
+
"mean_delta_vs_baseline": 2.7328996673159355e-05,
|
| 615 |
+
"min_delta_vs_baseline": -0.0007418214182714766,
|
| 616 |
+
"positive_folds_vs_baseline": 3,
|
| 617 |
+
"fold_deltas_vs_baseline": [
|
| 618 |
+
-0.0007418214182714766,
|
| 619 |
+
0.0007927126036610666,
|
| 620 |
+
0.00015302824013141425,
|
| 621 |
+
-0.0003022813660341628,
|
| 622 |
+
0.0002350069238789554
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"wlex": 4.0,
|
| 627 |
+
"wsem": 0.3,
|
| 628 |
+
"fold_metrics": [
|
| 629 |
+
{
|
| 630 |
+
"fold": 0,
|
| 631 |
+
"nDCG@10": 0.15750632256150443,
|
| 632 |
+
"MRR@10": 0.12843769841269842,
|
| 633 |
+
"P@10": 0.027200000000000113,
|
| 634 |
+
"R@10": 0.2606666666666667,
|
| 635 |
+
"R@100": 0.508,
|
| 636 |
+
"Hit@10": 0.267,
|
| 637 |
+
"Hit@100": 0.517
|
| 638 |
+
},
|
| 639 |
+
{
|
| 640 |
+
"fold": 1,
|
| 641 |
+
"nDCG@10": 0.15761138686714882,
|
| 642 |
+
"MRR@10": 0.12543492063492068,
|
| 643 |
+
"P@10": 0.027500000000000115,
|
| 644 |
+
"R@10": 0.2651666666666666,
|
| 645 |
+
"R@100": 0.5095,
|
| 646 |
+
"Hit@10": 0.271,
|
| 647 |
+
"Hit@100": 0.519
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"fold": 2,
|
| 651 |
+
"nDCG@10": 0.168256553931088,
|
| 652 |
+
"MRR@10": 0.13956111111111105,
|
| 653 |
+
"P@10": 0.028000000000000122,
|
| 654 |
+
"R@10": 0.2666666666666666,
|
| 655 |
+
"R@100": 0.4928333333333333,
|
| 656 |
+
"Hit@10": 0.274,
|
| 657 |
+
"Hit@100": 0.502
|
| 658 |
+
},
|
| 659 |
+
{
|
| 660 |
+
"fold": 3,
|
| 661 |
+
"nDCG@10": 0.15438199824129975,
|
| 662 |
+
"MRR@10": 0.12256706349206342,
|
| 663 |
+
"P@10": 0.027400000000000115,
|
| 664 |
+
"R@10": 0.2617833333333333,
|
| 665 |
+
"R@100": 0.5042666666666666,
|
| 666 |
+
"Hit@10": 0.269,
|
| 667 |
+
"Hit@100": 0.513
|
| 668 |
+
},
|
| 669 |
+
{
|
| 670 |
+
"fold": 4,
|
| 671 |
+
"nDCG@10": 0.1705329703672328,
|
| 672 |
+
"MRR@10": 0.13583015873015875,
|
| 673 |
+
"P@10": 0.031000000000000145,
|
| 674 |
+
"R@10": 0.29236666666666666,
|
| 675 |
+
"R@100": 0.5135666666666666,
|
| 676 |
+
"Hit@10": 0.3,
|
| 677 |
+
"Hit@100": 0.523
|
| 678 |
+
}
|
| 679 |
+
],
|
| 680 |
+
"mean_nDCG@10": 0.16165784639365474,
|
| 681 |
+
"mean_MRR@10": 0.13036619047619044,
|
| 682 |
+
"mean_R@100": 0.5056333333333333,
|
| 683 |
+
"mean_delta_vs_baseline": 0.0,
|
| 684 |
+
"min_delta_vs_baseline": 0.0,
|
| 685 |
+
"positive_folds_vs_baseline": 0,
|
| 686 |
+
"fold_deltas_vs_baseline": [
|
| 687 |
+
0.0,
|
| 688 |
+
0.0,
|
| 689 |
+
0.0,
|
| 690 |
+
0.0,
|
| 691 |
+
0.0
|
| 692 |
+
]
|
| 693 |
+
},
|
| 694 |
+
{
|
| 695 |
+
"wlex": 4.0,
|
| 696 |
+
"wsem": 0.4,
|
| 697 |
+
"fold_metrics": [
|
| 698 |
+
{
|
| 699 |
+
"fold": 0,
|
| 700 |
+
"nDCG@10": 0.15769261426352438,
|
| 701 |
+
"MRR@10": 0.12838730158730163,
|
| 702 |
+
"P@10": 0.027300000000000116,
|
| 703 |
+
"R@10": 0.26166666666666666,
|
| 704 |
+
"R@100": 0.507,
|
| 705 |
+
"Hit@10": 0.268,
|
| 706 |
+
"Hit@100": 0.516
|
| 707 |
+
},
|
| 708 |
+
{
|
| 709 |
+
"fold": 1,
|
| 710 |
+
"nDCG@10": 0.158326055420236,
|
| 711 |
+
"MRR@10": 0.12648611111111116,
|
| 712 |
+
"P@10": 0.027500000000000115,
|
| 713 |
+
"R@10": 0.2651666666666666,
|
| 714 |
+
"R@100": 0.511,
|
| 715 |
+
"Hit@10": 0.271,
|
| 716 |
+
"Hit@100": 0.52
|
| 717 |
+
},
|
| 718 |
+
{
|
| 719 |
+
"fold": 2,
|
| 720 |
+
"nDCG@10": 0.16837002666823433,
|
| 721 |
+
"MRR@10": 0.13954166666666656,
|
| 722 |
+
"P@10": 0.028100000000000118,
|
| 723 |
+
"R@10": 0.2665,
|
| 724 |
+
"R@100": 0.4928333333333333,
|
| 725 |
+
"Hit@10": 0.273,
|
| 726 |
+
"Hit@100": 0.502
|
| 727 |
+
},
|
| 728 |
+
{
|
| 729 |
+
"fold": 3,
|
| 730 |
+
"nDCG@10": 0.15406814981841158,
|
| 731 |
+
"MRR@10": 0.12269087301587296,
|
| 732 |
+
"P@10": 0.027300000000000116,
|
| 733 |
+
"R@10": 0.2607833333333333,
|
| 734 |
+
"R@100": 0.5062666666666666,
|
| 735 |
+
"Hit@10": 0.268,
|
| 736 |
+
"Hit@100": 0.515
|
| 737 |
+
},
|
| 738 |
+
{
|
| 739 |
+
"fold": 4,
|
| 740 |
+
"nDCG@10": 0.16993128876471697,
|
| 741 |
+
"MRR@10": 0.13549722222222227,
|
| 742 |
+
"P@10": 0.030900000000000143,
|
| 743 |
+
"R@10": 0.29136666666666666,
|
| 744 |
+
"R@100": 0.5125666666666666,
|
| 745 |
+
"Hit@10": 0.299,
|
| 746 |
+
"Hit@100": 0.522
|
| 747 |
+
}
|
| 748 |
+
],
|
| 749 |
+
"mean_nDCG@10": 0.16167762698702465,
|
| 750 |
+
"mean_MRR@10": 0.13052063492063493,
|
| 751 |
+
"mean_R@100": 0.5059333333333333,
|
| 752 |
+
"mean_delta_vs_baseline": 1.9780593369894683e-05,
|
| 753 |
+
"min_delta_vs_baseline": -0.0006016816025158356,
|
| 754 |
+
"positive_folds_vs_baseline": 3,
|
| 755 |
+
"fold_deltas_vs_baseline": [
|
| 756 |
+
0.00018629170201994727,
|
| 757 |
+
0.0007146685530871888,
|
| 758 |
+
0.00011347273714634731,
|
| 759 |
+
-0.0003138484228881744,
|
| 760 |
+
-0.0006016816025158356
|
| 761 |
+
]
|
| 762 |
+
},
|
| 763 |
+
{
|
| 764 |
+
"wlex": 4.0,
|
| 765 |
+
"wsem": 0.5,
|
| 766 |
+
"fold_metrics": [
|
| 767 |
+
{
|
| 768 |
+
"fold": 0,
|
| 769 |
+
"nDCG@10": 0.15784768414590564,
|
| 770 |
+
"MRR@10": 0.1285996031746032,
|
| 771 |
+
"P@10": 0.027300000000000116,
|
| 772 |
+
"R@10": 0.26166666666666666,
|
| 773 |
+
"R@100": 0.509,
|
| 774 |
+
"Hit@10": 0.268,
|
| 775 |
+
"Hit@100": 0.518
|
| 776 |
+
},
|
| 777 |
+
{
|
| 778 |
+
"fold": 1,
|
| 779 |
+
"nDCG@10": 0.158982218481441,
|
| 780 |
+
"MRR@10": 0.12739563492063494,
|
| 781 |
+
"P@10": 0.027500000000000115,
|
| 782 |
+
"R@10": 0.2651666666666666,
|
| 783 |
+
"R@100": 0.5115,
|
| 784 |
+
"Hit@10": 0.271,
|
| 785 |
+
"Hit@100": 0.521
|
| 786 |
+
},
|
| 787 |
+
{
|
| 788 |
+
"fold": 2,
|
| 789 |
+
"nDCG@10": 0.1678909625679933,
|
| 790 |
+
"MRR@10": 0.13896785714285703,
|
| 791 |
+
"P@10": 0.02800000000000012,
|
| 792 |
+
"R@10": 0.266,
|
| 793 |
+
"R@100": 0.4958333333333333,
|
| 794 |
+
"Hit@10": 0.272,
|
| 795 |
+
"Hit@100": 0.505
|
| 796 |
+
},
|
| 797 |
+
{
|
| 798 |
+
"fold": 3,
|
| 799 |
+
"nDCG@10": 0.15407520982746822,
|
| 800 |
+
"MRR@10": 0.12282539682539682,
|
| 801 |
+
"P@10": 0.027200000000000113,
|
| 802 |
+
"R@10": 0.2602833333333333,
|
| 803 |
+
"R@100": 0.5052666666666666,
|
| 804 |
+
"Hit@10": 0.267,
|
| 805 |
+
"Hit@100": 0.514
|
| 806 |
+
},
|
| 807 |
+
{
|
| 808 |
+
"fold": 4,
|
| 809 |
+
"nDCG@10": 0.1707205008220508,
|
| 810 |
+
"MRR@10": 0.13572420634920637,
|
| 811 |
+
"P@10": 0.03110000000000015,
|
| 812 |
+
"R@10": 0.2941666666666667,
|
| 813 |
+
"R@100": 0.5135666666666666,
|
| 814 |
+
"Hit@10": 0.301,
|
| 815 |
+
"Hit@100": 0.523
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"mean_nDCG@10": 0.1619033151689718,
|
| 819 |
+
"mean_MRR@10": 0.13070253968253967,
|
| 820 |
+
"mean_R@100": 0.5070333333333333,
|
| 821 |
+
"mean_delta_vs_baseline": 0.000245468775317037,
|
| 822 |
+
"min_delta_vs_baseline": -0.00036559136309469165,
|
| 823 |
+
"positive_folds_vs_baseline": 3,
|
| 824 |
+
"fold_deltas_vs_baseline": [
|
| 825 |
+
0.00034136158440120634,
|
| 826 |
+
0.0013708316142921895,
|
| 827 |
+
-0.00036559136309469165,
|
| 828 |
+
-0.0003067884138315269,
|
| 829 |
+
0.0001875304548180079
|
| 830 |
+
]
|
| 831 |
+
},
|
| 832 |
+
{
|
| 833 |
+
"wlex": 5.0,
|
| 834 |
+
"wsem": 0.0,
|
| 835 |
+
"fold_metrics": [
|
| 836 |
+
{
|
| 837 |
+
"fold": 0,
|
| 838 |
+
"nDCG@10": 0.15577089053793144,
|
| 839 |
+
"MRR@10": 0.1252559523809524,
|
| 840 |
+
"P@10": 0.027600000000000117,
|
| 841 |
+
"R@10": 0.26416666666666666,
|
| 842 |
+
"R@100": 0.506,
|
| 843 |
+
"Hit@10": 0.272,
|
| 844 |
+
"Hit@100": 0.515
|
| 845 |
+
},
|
| 846 |
+
{
|
| 847 |
+
"fold": 1,
|
| 848 |
+
"nDCG@10": 0.15660769923785142,
|
| 849 |
+
"MRR@10": 0.12592976190476193,
|
| 850 |
+
"P@10": 0.026900000000000104,
|
| 851 |
+
"R@10": 0.25916666666666666,
|
| 852 |
+
"R@100": 0.5048333333333334,
|
| 853 |
+
"Hit@10": 0.265,
|
| 854 |
+
"Hit@100": 0.513
|
| 855 |
+
},
|
| 856 |
+
{
|
| 857 |
+
"fold": 2,
|
| 858 |
+
"nDCG@10": 0.16513669805481773,
|
| 859 |
+
"MRR@10": 0.1358007936507936,
|
| 860 |
+
"P@10": 0.02790000000000012,
|
| 861 |
+
"R@10": 0.26483333333333337,
|
| 862 |
+
"R@100": 0.4918333333333333,
|
| 863 |
+
"Hit@10": 0.272,
|
| 864 |
+
"Hit@100": 0.502
|
| 865 |
+
},
|
| 866 |
+
{
|
| 867 |
+
"fold": 3,
|
| 868 |
+
"nDCG@10": 0.1520833673785341,
|
| 869 |
+
"MRR@10": 0.12076111111111111,
|
| 870 |
+
"P@10": 0.02710000000000011,
|
| 871 |
+
"R@10": 0.25711666666666666,
|
| 872 |
+
"R@100": 0.49826666666666664,
|
| 873 |
+
"Hit@10": 0.265,
|
| 874 |
+
"Hit@100": 0.507
|
| 875 |
+
},
|
| 876 |
+
{
|
| 877 |
+
"fold": 4,
|
| 878 |
+
"nDCG@10": 0.16746521971365577,
|
| 879 |
+
"MRR@10": 0.13430595238095241,
|
| 880 |
+
"P@10": 0.03000000000000013,
|
| 881 |
+
"R@10": 0.28336666666666666,
|
| 882 |
+
"R@100": 0.5115666666666666,
|
| 883 |
+
"Hit@10": 0.29,
|
| 884 |
+
"Hit@100": 0.521
|
| 885 |
+
}
|
| 886 |
+
],
|
| 887 |
+
"mean_nDCG@10": 0.1594127749845581,
|
| 888 |
+
"mean_MRR@10": 0.1284107142857143,
|
| 889 |
+
"mean_R@100": 0.5025,
|
| 890 |
+
"mean_delta_vs_baseline": -0.0022450714090966662,
|
| 891 |
+
"min_delta_vs_baseline": -0.0031198558762702555,
|
| 892 |
+
"positive_folds_vs_baseline": 0,
|
| 893 |
+
"fold_deltas_vs_baseline": [
|
| 894 |
+
-0.0017354320235729859,
|
| 895 |
+
-0.001003687629297395,
|
| 896 |
+
-0.0031198558762702555,
|
| 897 |
+
-0.0022986308627656604,
|
| 898 |
+
-0.003067750653577034
|
| 899 |
+
]
|
| 900 |
+
},
|
| 901 |
+
{
|
| 902 |
+
"wlex": 5.0,
|
| 903 |
+
"wsem": 0.1,
|
| 904 |
+
"fold_metrics": [
|
| 905 |
+
{
|
| 906 |
+
"fold": 0,
|
| 907 |
+
"nDCG@10": 0.15680774233785255,
|
| 908 |
+
"MRR@10": 0.1258746031746032,
|
| 909 |
+
"P@10": 0.027800000000000123,
|
| 910 |
+
"R@10": 0.2668333333333333,
|
| 911 |
+
"R@100": 0.507,
|
| 912 |
+
"Hit@10": 0.274,
|
| 913 |
+
"Hit@100": 0.516
|
| 914 |
+
},
|
| 915 |
+
{
|
| 916 |
+
"fold": 1,
|
| 917 |
+
"nDCG@10": 0.1575590454811043,
|
| 918 |
+
"MRR@10": 0.1262468253968254,
|
| 919 |
+
"P@10": 0.02720000000000011,
|
| 920 |
+
"R@10": 0.2621666666666666,
|
| 921 |
+
"R@100": 0.5063333333333333,
|
| 922 |
+
"Hit@10": 0.268,
|
| 923 |
+
"Hit@100": 0.515
|
| 924 |
+
},
|
| 925 |
+
{
|
| 926 |
+
"fold": 2,
|
| 927 |
+
"nDCG@10": 0.16458526326613734,
|
| 928 |
+
"MRR@10": 0.13557857142857138,
|
| 929 |
+
"P@10": 0.027700000000000117,
|
| 930 |
+
"R@10": 0.2635,
|
| 931 |
+
"R@100": 0.4938333333333333,
|
| 932 |
+
"Hit@10": 0.271,
|
| 933 |
+
"Hit@100": 0.504
|
| 934 |
+
},
|
| 935 |
+
{
|
| 936 |
+
"fold": 3,
|
| 937 |
+
"nDCG@10": 0.1528461848830295,
|
| 938 |
+
"MRR@10": 0.12175119047619049,
|
| 939 |
+
"P@10": 0.02710000000000011,
|
| 940 |
+
"R@10": 0.25711666666666666,
|
| 941 |
+
"R@100": 0.49826666666666664,
|
| 942 |
+
"Hit@10": 0.265,
|
| 943 |
+
"Hit@100": 0.507
|
| 944 |
+
},
|
| 945 |
+
{
|
| 946 |
+
"fold": 4,
|
| 947 |
+
"nDCG@10": 0.16834100130251686,
|
| 948 |
+
"MRR@10": 0.13447777777777778,
|
| 949 |
+
"P@10": 0.030300000000000136,
|
| 950 |
+
"R@10": 0.28686666666666666,
|
| 951 |
+
"R@100": 0.5125666666666666,
|
| 952 |
+
"Hit@10": 0.293,
|
| 953 |
+
"Hit@100": 0.522
|
| 954 |
+
}
|
| 955 |
+
],
|
| 956 |
+
"mean_nDCG@10": 0.1600278474541281,
|
| 957 |
+
"mean_MRR@10": 0.12878579365079365,
|
| 958 |
+
"mean_R@100": 0.5035999999999999,
|
| 959 |
+
"mean_delta_vs_baseline": -0.0016299989395266445,
|
| 960 |
+
"min_delta_vs_baseline": -0.003671290664950644,
|
| 961 |
+
"positive_folds_vs_baseline": 0,
|
| 962 |
+
"fold_deltas_vs_baseline": [
|
| 963 |
+
-0.000698580223651879,
|
| 964 |
+
-5.2341386044513216e-05,
|
| 965 |
+
-0.003671290664950644,
|
| 966 |
+
-0.0015358133582702438,
|
| 967 |
+
-0.002191969064715943
|
| 968 |
+
]
|
| 969 |
+
},
|
| 970 |
+
{
|
| 971 |
+
"wlex": 5.0,
|
| 972 |
+
"wsem": 0.2,
|
| 973 |
+
"fold_metrics": [
|
| 974 |
+
{
|
| 975 |
+
"fold": 0,
|
| 976 |
+
"nDCG@10": 0.15689676434318353,
|
| 977 |
+
"MRR@10": 0.12591904761904765,
|
| 978 |
+
"P@10": 0.027800000000000123,
|
| 979 |
+
"R@10": 0.2668333333333333,
|
| 980 |
+
"R@100": 0.509,
|
| 981 |
+
"Hit@10": 0.274,
|
| 982 |
+
"Hit@100": 0.518
|
| 983 |
+
},
|
| 984 |
+
{
|
| 985 |
+
"fold": 1,
|
| 986 |
+
"nDCG@10": 0.15674121291363047,
|
| 987 |
+
"MRR@10": 0.12543214285714288,
|
| 988 |
+
"P@10": 0.027100000000000107,
|
| 989 |
+
"R@10": 0.2611666666666666,
|
| 990 |
+
"R@100": 0.5043333333333333,
|
| 991 |
+
"Hit@10": 0.267,
|
| 992 |
+
"Hit@100": 0.513
|
| 993 |
+
},
|
| 994 |
+
{
|
| 995 |
+
"fold": 2,
|
| 996 |
+
"nDCG@10": 0.16585431211773047,
|
| 997 |
+
"MRR@10": 0.13667539682539678,
|
| 998 |
+
"P@10": 0.02790000000000012,
|
| 999 |
+
"R@10": 0.2655,
|
| 1000 |
+
"R@100": 0.4918333333333333,
|
| 1001 |
+
"Hit@10": 0.273,
|
| 1002 |
+
"Hit@100": 0.502
|
| 1003 |
+
},
|
| 1004 |
+
{
|
| 1005 |
+
"fold": 3,
|
| 1006 |
+
"nDCG@10": 0.1528124679567941,
|
| 1007 |
+
"MRR@10": 0.12139523809523811,
|
| 1008 |
+
"P@10": 0.027200000000000113,
|
| 1009 |
+
"R@10": 0.25811666666666666,
|
| 1010 |
+
"R@100": 0.5022666666666666,
|
| 1011 |
+
"Hit@10": 0.266,
|
| 1012 |
+
"Hit@100": 0.511
|
| 1013 |
+
},
|
| 1014 |
+
{
|
| 1015 |
+
"fold": 4,
|
| 1016 |
+
"nDCG@10": 0.168457178514486,
|
| 1017 |
+
"MRR@10": 0.13457817460317464,
|
| 1018 |
+
"P@10": 0.030300000000000136,
|
| 1019 |
+
"R@10": 0.28686666666666666,
|
| 1020 |
+
"R@100": 0.5135666666666666,
|
| 1021 |
+
"Hit@10": 0.293,
|
| 1022 |
+
"Hit@100": 0.523
|
| 1023 |
+
}
|
| 1024 |
+
],
|
| 1025 |
+
"mean_nDCG@10": 0.16015238716916488,
|
| 1026 |
+
"mean_MRR@10": 0.12880000000000003,
|
| 1027 |
+
"mean_R@100": 0.5042,
|
| 1028 |
+
"mean_delta_vs_baseline": -0.0015054592244898469,
|
| 1029 |
+
"min_delta_vs_baseline": -0.0024022418133575196,
|
| 1030 |
+
"positive_folds_vs_baseline": 0,
|
| 1031 |
+
"fold_deltas_vs_baseline": [
|
| 1032 |
+
-0.0006095582183208992,
|
| 1033 |
+
-0.0008701739535183495,
|
| 1034 |
+
-0.0024022418133575196,
|
| 1035 |
+
-0.0015695302845056547,
|
| 1036 |
+
-0.002075791852746811
|
| 1037 |
+
]
|
| 1038 |
+
},
|
| 1039 |
+
{
|
| 1040 |
+
"wlex": 5.0,
|
| 1041 |
+
"wsem": 0.3,
|
| 1042 |
+
"fold_metrics": [
|
| 1043 |
+
{
|
| 1044 |
+
"fold": 0,
|
| 1045 |
+
"nDCG@10": 0.15614832097515774,
|
| 1046 |
+
"MRR@10": 0.12544682539682545,
|
| 1047 |
+
"P@10": 0.027600000000000117,
|
| 1048 |
+
"R@10": 0.2648333333333333,
|
| 1049 |
+
"R@100": 0.509,
|
| 1050 |
+
"Hit@10": 0.272,
|
| 1051 |
+
"Hit@100": 0.518
|
| 1052 |
+
},
|
| 1053 |
+
{
|
| 1054 |
+
"fold": 1,
|
| 1055 |
+
"nDCG@10": 0.15670584591288614,
|
| 1056 |
+
"MRR@10": 0.1248071428571429,
|
| 1057 |
+
"P@10": 0.027300000000000112,
|
| 1058 |
+
"R@10": 0.2631666666666666,
|
| 1059 |
+
"R@100": 0.5033333333333333,
|
| 1060 |
+
"Hit@10": 0.269,
|
| 1061 |
+
"Hit@100": 0.512
|
| 1062 |
+
},
|
| 1063 |
+
{
|
| 1064 |
+
"fold": 2,
|
| 1065 |
+
"nDCG@10": 0.16588082251732625,
|
| 1066 |
+
"MRR@10": 0.1370055555555555,
|
| 1067 |
+
"P@10": 0.027800000000000116,
|
| 1068 |
+
"R@10": 0.2645,
|
| 1069 |
+
"R@100": 0.4928333333333333,
|
| 1070 |
+
"Hit@10": 0.272,
|
| 1071 |
+
"Hit@100": 0.503
|
| 1072 |
+
},
|
| 1073 |
+
{
|
| 1074 |
+
"fold": 3,
|
| 1075 |
+
"nDCG@10": 0.15309043466302513,
|
| 1076 |
+
"MRR@10": 0.12158214285714287,
|
| 1077 |
+
"P@10": 0.027200000000000113,
|
| 1078 |
+
"R@10": 0.25861666666666666,
|
| 1079 |
+
"R@100": 0.5032666666666666,
|
| 1080 |
+
"Hit@10": 0.266,
|
| 1081 |
+
"Hit@100": 0.512
|
| 1082 |
+
},
|
| 1083 |
+
{
|
| 1084 |
+
"fold": 4,
|
| 1085 |
+
"nDCG@10": 0.16832479334912717,
|
| 1086 |
+
"MRR@10": 0.13370555555555558,
|
| 1087 |
+
"P@10": 0.030500000000000138,
|
| 1088 |
+
"R@10": 0.2891666666666667,
|
| 1089 |
+
"R@100": 0.5145666666666666,
|
| 1090 |
+
"Hit@10": 0.295,
|
| 1091 |
+
"Hit@100": 0.524
|
| 1092 |
+
}
|
| 1093 |
+
],
|
| 1094 |
+
"mean_nDCG@10": 0.16003004348350452,
|
| 1095 |
+
"mean_MRR@10": 0.12850944444444448,
|
| 1096 |
+
"mean_R@100": 0.5045999999999999,
|
| 1097 |
+
"mean_delta_vs_baseline": -0.0016278029101502722,
|
| 1098 |
+
"min_delta_vs_baseline": -0.002375731413761739,
|
| 1099 |
+
"positive_folds_vs_baseline": 0,
|
| 1100 |
+
"fold_deltas_vs_baseline": [
|
| 1101 |
+
-0.001358001586346691,
|
| 1102 |
+
-0.0009055409542626791,
|
| 1103 |
+
-0.002375731413761739,
|
| 1104 |
+
-0.0012915635782746182,
|
| 1105 |
+
-0.0022081770181056337
|
| 1106 |
+
]
|
| 1107 |
+
},
|
| 1108 |
+
{
|
| 1109 |
+
"wlex": 5.0,
|
| 1110 |
+
"wsem": 0.4,
|
| 1111 |
+
"fold_metrics": [
|
| 1112 |
+
{
|
| 1113 |
+
"fold": 0,
|
| 1114 |
+
"nDCG@10": 0.1556676527188813,
|
| 1115 |
+
"MRR@10": 0.12476269841269845,
|
| 1116 |
+
"P@10": 0.027600000000000117,
|
| 1117 |
+
"R@10": 0.26416666666666666,
|
| 1118 |
+
"R@100": 0.51,
|
| 1119 |
+
"Hit@10": 0.271,
|
| 1120 |
+
"Hit@100": 0.519
|
| 1121 |
+
},
|
| 1122 |
+
{
|
| 1123 |
+
"fold": 1,
|
| 1124 |
+
"nDCG@10": 0.15824192141937593,
|
| 1125 |
+
"MRR@10": 0.12580436507936513,
|
| 1126 |
+
"P@10": 0.027700000000000117,
|
| 1127 |
+
"R@10": 0.2671666666666666,
|
| 1128 |
+
"R@100": 0.5075,
|
| 1129 |
+
"Hit@10": 0.273,
|
| 1130 |
+
"Hit@100": 0.517
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"fold": 2,
|
| 1134 |
+
"nDCG@10": 0.16601907151675654,
|
| 1135 |
+
"MRR@10": 0.1372488095238095,
|
| 1136 |
+
"P@10": 0.027700000000000117,
|
| 1137 |
+
"R@10": 0.2641666666666666,
|
| 1138 |
+
"R@100": 0.4968333333333333,
|
| 1139 |
+
"Hit@10": 0.271,
|
| 1140 |
+
"Hit@100": 0.507
|
| 1141 |
+
},
|
| 1142 |
+
{
|
| 1143 |
+
"fold": 3,
|
| 1144 |
+
"nDCG@10": 0.1534359944187522,
|
| 1145 |
+
"MRR@10": 0.12182539682539681,
|
| 1146 |
+
"P@10": 0.027200000000000113,
|
| 1147 |
+
"R@10": 0.25861666666666666,
|
| 1148 |
+
"R@100": 0.5052666666666666,
|
| 1149 |
+
"Hit@10": 0.266,
|
| 1150 |
+
"Hit@100": 0.514
|
| 1151 |
+
},
|
| 1152 |
+
{
|
| 1153 |
+
"fold": 4,
|
| 1154 |
+
"nDCG@10": 0.1692311745533161,
|
| 1155 |
+
"MRR@10": 0.13482063492063495,
|
| 1156 |
+
"P@10": 0.03060000000000014,
|
| 1157 |
+
"R@10": 0.2901666666666667,
|
| 1158 |
+
"R@100": 0.5145666666666666,
|
| 1159 |
+
"Hit@10": 0.296,
|
| 1160 |
+
"Hit@100": 0.524
|
| 1161 |
+
}
|
| 1162 |
+
],
|
| 1163 |
+
"mean_nDCG@10": 0.16051916292541643,
|
| 1164 |
+
"mean_MRR@10": 0.12889238095238098,
|
| 1165 |
+
"mean_R@100": 0.5068333333333334,
|
| 1166 |
+
"mean_delta_vs_baseline": -0.001138683468238344,
|
| 1167 |
+
"min_delta_vs_baseline": -0.002237482414331443,
|
| 1168 |
+
"positive_folds_vs_baseline": 1,
|
| 1169 |
+
"fold_deltas_vs_baseline": [
|
| 1170 |
+
-0.0018386698426231252,
|
| 1171 |
+
0.0006305345522271133,
|
| 1172 |
+
-0.002237482414331443,
|
| 1173 |
+
-0.0009460038225475587,
|
| 1174 |
+
-0.0013017958139167063
|
| 1175 |
+
]
|
| 1176 |
+
},
|
| 1177 |
+
{
|
| 1178 |
+
"wlex": 5.0,
|
| 1179 |
+
"wsem": 0.5,
|
| 1180 |
+
"fold_metrics": [
|
| 1181 |
+
{
|
| 1182 |
+
"fold": 0,
|
| 1183 |
+
"nDCG@10": 0.15659283121300666,
|
| 1184 |
+
"MRR@10": 0.1260170634920635,
|
| 1185 |
+
"P@10": 0.027600000000000117,
|
| 1186 |
+
"R@10": 0.26416666666666666,
|
| 1187 |
+
"R@100": 0.51125,
|
| 1188 |
+
"Hit@10": 0.271,
|
| 1189 |
+
"Hit@100": 0.521
|
| 1190 |
+
},
|
| 1191 |
+
{
|
| 1192 |
+
"fold": 1,
|
| 1193 |
+
"nDCG@10": 0.15792479647078755,
|
| 1194 |
+
"MRR@10": 0.12583888888888894,
|
| 1195 |
+
"P@10": 0.027500000000000115,
|
| 1196 |
+
"R@10": 0.2656666666666666,
|
| 1197 |
+
"R@100": 0.5055,
|
| 1198 |
+
"Hit@10": 0.272,
|
| 1199 |
+
"Hit@100": 0.515
|
| 1200 |
+
},
|
| 1201 |
+
{
|
| 1202 |
+
"fold": 2,
|
| 1203 |
+
"nDCG@10": 0.1668187628436983,
|
| 1204 |
+
"MRR@10": 0.13858730158730154,
|
| 1205 |
+
"P@10": 0.027600000000000114,
|
| 1206 |
+
"R@10": 0.2631666666666666,
|
| 1207 |
+
"R@100": 0.4958333333333333,
|
| 1208 |
+
"Hit@10": 0.27,
|
| 1209 |
+
"Hit@100": 0.506
|
| 1210 |
+
},
|
| 1211 |
+
{
|
| 1212 |
+
"fold": 3,
|
| 1213 |
+
"nDCG@10": 0.15450346102937018,
|
| 1214 |
+
"MRR@10": 0.12327063492063488,
|
| 1215 |
+
"P@10": 0.027300000000000116,
|
| 1216 |
+
"R@10": 0.25961666666666666,
|
| 1217 |
+
"R@100": 0.5052666666666666,
|
| 1218 |
+
"Hit@10": 0.267,
|
| 1219 |
+
"Hit@100": 0.514
|
| 1220 |
+
},
|
| 1221 |
+
{
|
| 1222 |
+
"fold": 4,
|
| 1223 |
+
"nDCG@10": 0.1689198277521187,
|
| 1224 |
+
"MRR@10": 0.1346678571428572,
|
| 1225 |
+
"P@10": 0.030500000000000138,
|
| 1226 |
+
"R@10": 0.2891666666666667,
|
| 1227 |
+
"R@100": 0.5165666666666666,
|
| 1228 |
+
"Hit@10": 0.295,
|
| 1229 |
+
"Hit@100": 0.526
|
| 1230 |
+
}
|
| 1231 |
+
],
|
| 1232 |
+
"mean_nDCG@10": 0.16095193586179626,
|
| 1233 |
+
"mean_MRR@10": 0.12967634920634924,
|
| 1234 |
+
"mean_R@100": 0.5068833333333334,
|
| 1235 |
+
"mean_delta_vs_baseline": -0.0007059105318584835,
|
| 1236 |
+
"min_delta_vs_baseline": -0.0016131426151141104,
|
| 1237 |
+
"positive_folds_vs_baseline": 2,
|
| 1238 |
+
"fold_deltas_vs_baseline": [
|
| 1239 |
+
-0.0009134913484977747,
|
| 1240 |
+
0.0003134096036387368,
|
| 1241 |
+
-0.0014377910873897004,
|
| 1242 |
+
0.0001214627880704311,
|
| 1243 |
+
-0.0016131426151141104
|
| 1244 |
+
]
|
| 1245 |
+
},
|
| 1246 |
+
{
|
| 1247 |
+
"wlex": 6.0,
|
| 1248 |
+
"wsem": 0.0,
|
| 1249 |
+
"fold_metrics": [
|
| 1250 |
+
{
|
| 1251 |
+
"fold": 0,
|
| 1252 |
+
"nDCG@10": 0.15587121786893265,
|
| 1253 |
+
"MRR@10": 0.12528293650793654,
|
| 1254 |
+
"P@10": 0.027600000000000117,
|
| 1255 |
+
"R@10": 0.2648333333333333,
|
| 1256 |
+
"R@100": 0.508,
|
| 1257 |
+
"Hit@10": 0.272,
|
| 1258 |
+
"Hit@100": 0.517
|
| 1259 |
+
},
|
| 1260 |
+
{
|
| 1261 |
+
"fold": 1,
|
| 1262 |
+
"nDCG@10": 0.157363362352223,
|
| 1263 |
+
"MRR@10": 0.12642896825396827,
|
| 1264 |
+
"P@10": 0.02700000000000011,
|
| 1265 |
+
"R@10": 0.2611666666666666,
|
| 1266 |
+
"R@100": 0.5018333333333334,
|
| 1267 |
+
"Hit@10": 0.268,
|
| 1268 |
+
"Hit@100": 0.51
|
| 1269 |
+
},
|
| 1270 |
+
{
|
| 1271 |
+
"fold": 2,
|
| 1272 |
+
"nDCG@10": 0.1637072490018243,
|
| 1273 |
+
"MRR@10": 0.13551984126984123,
|
| 1274 |
+
"P@10": 0.027400000000000112,
|
| 1275 |
+
"R@10": 0.26033333333333336,
|
| 1276 |
+
"R@100": 0.4898333333333333,
|
| 1277 |
+
"Hit@10": 0.267,
|
| 1278 |
+
"Hit@100": 0.5
|
| 1279 |
+
},
|
| 1280 |
+
{
|
| 1281 |
+
"fold": 3,
|
| 1282 |
+
"nDCG@10": 0.15287004343644847,
|
| 1283 |
+
"MRR@10": 0.12179523809523812,
|
| 1284 |
+
"P@10": 0.027100000000000107,
|
| 1285 |
+
"R@10": 0.25631666666666664,
|
| 1286 |
+
"R@100": 0.49876666666666664,
|
| 1287 |
+
"Hit@10": 0.264,
|
| 1288 |
+
"Hit@100": 0.508
|
| 1289 |
+
},
|
| 1290 |
+
{
|
| 1291 |
+
"fold": 4,
|
| 1292 |
+
"nDCG@10": 0.16525286639075837,
|
| 1293 |
+
"MRR@10": 0.13216587301587307,
|
| 1294 |
+
"P@10": 0.029700000000000126,
|
| 1295 |
+
"R@10": 0.28086666666666665,
|
| 1296 |
+
"R@100": 0.5085666666666667,
|
| 1297 |
+
"Hit@10": 0.287,
|
| 1298 |
+
"Hit@100": 0.518
|
| 1299 |
+
}
|
| 1300 |
+
],
|
| 1301 |
+
"mean_nDCG@10": 0.15901294781003736,
|
| 1302 |
+
"mean_MRR@10": 0.12823857142857142,
|
| 1303 |
+
"mean_R@100": 0.5014000000000001,
|
| 1304 |
+
"mean_delta_vs_baseline": -0.0026448985836173998,
|
| 1305 |
+
"min_delta_vs_baseline": -0.005280103976474437,
|
| 1306 |
+
"positive_folds_vs_baseline": 0,
|
| 1307 |
+
"fold_deltas_vs_baseline": [
|
| 1308 |
+
-0.001635104692571776,
|
| 1309 |
+
-0.0002480245149258098,
|
| 1310 |
+
-0.004549304929263698,
|
| 1311 |
+
-0.0015119548048512788,
|
| 1312 |
+
-0.005280103976474437
|
| 1313 |
+
]
|
| 1314 |
+
},
|
| 1315 |
+
{
|
| 1316 |
+
"wlex": 6.0,
|
| 1317 |
+
"wsem": 0.1,
|
| 1318 |
+
"fold_metrics": [
|
| 1319 |
+
{
|
| 1320 |
+
"fold": 0,
|
| 1321 |
+
"nDCG@10": 0.15655394680773713,
|
| 1322 |
+
"MRR@10": 0.12585238095238097,
|
| 1323 |
+
"P@10": 0.02770000000000012,
|
| 1324 |
+
"R@10": 0.2658333333333333,
|
| 1325 |
+
"R@100": 0.508,
|
| 1326 |
+
"Hit@10": 0.273,
|
| 1327 |
+
"Hit@100": 0.517
|
| 1328 |
+
},
|
| 1329 |
+
{
|
| 1330 |
+
"fold": 1,
|
| 1331 |
+
"nDCG@10": 0.15733500708537307,
|
| 1332 |
+
"MRR@10": 0.1260861111111111,
|
| 1333 |
+
"P@10": 0.02710000000000011,
|
| 1334 |
+
"R@10": 0.2621666666666666,
|
| 1335 |
+
"R@100": 0.5043333333333333,
|
| 1336 |
+
"Hit@10": 0.269,
|
| 1337 |
+
"Hit@100": 0.513
|
| 1338 |
+
},
|
| 1339 |
+
{
|
| 1340 |
+
"fold": 2,
|
| 1341 |
+
"nDCG@10": 0.1647591408421877,
|
| 1342 |
+
"MRR@10": 0.13689999999999994,
|
| 1343 |
+
"P@10": 0.027400000000000112,
|
| 1344 |
+
"R@10": 0.26033333333333336,
|
| 1345 |
+
"R@100": 0.48883333333333334,
|
| 1346 |
+
"Hit@10": 0.267,
|
| 1347 |
+
"Hit@100": 0.499
|
| 1348 |
+
},
|
| 1349 |
+
{
|
| 1350 |
+
"fold": 3,
|
| 1351 |
+
"nDCG@10": 0.15328651175554778,
|
| 1352 |
+
"MRR@10": 0.12236309523809526,
|
| 1353 |
+
"P@10": 0.027100000000000107,
|
| 1354 |
+
"R@10": 0.25631666666666664,
|
| 1355 |
+
"R@100": 0.49826666666666664,
|
| 1356 |
+
"Hit@10": 0.264,
|
| 1357 |
+
"Hit@100": 0.507
|
| 1358 |
+
},
|
| 1359 |
+
{
|
| 1360 |
+
"fold": 4,
|
| 1361 |
+
"nDCG@10": 0.1663172409924827,
|
| 1362 |
+
"MRR@10": 0.13257261904761913,
|
| 1363 |
+
"P@10": 0.03000000000000013,
|
| 1364 |
+
"R@10": 0.28386666666666666,
|
| 1365 |
+
"R@100": 0.5095666666666667,
|
| 1366 |
+
"Hit@10": 0.29,
|
| 1367 |
+
"Hit@100": 0.519
|
| 1368 |
+
}
|
| 1369 |
+
],
|
| 1370 |
+
"mean_nDCG@10": 0.15965036949666567,
|
| 1371 |
+
"mean_MRR@10": 0.1287548412698413,
|
| 1372 |
+
"mean_R@100": 0.5018,
|
| 1373 |
+
"mean_delta_vs_baseline": -0.00200747689698908,
|
| 1374 |
+
"min_delta_vs_baseline": -0.0042157293747500935,
|
| 1375 |
+
"positive_folds_vs_baseline": 0,
|
| 1376 |
+
"fold_deltas_vs_baseline": [
|
| 1377 |
+
-0.0009523757537673039,
|
| 1378 |
+
-0.0002763797817757485,
|
| 1379 |
+
-0.003497413088900281,
|
| 1380 |
+
-0.001095486485751973,
|
| 1381 |
+
-0.0042157293747500935
|
| 1382 |
+
]
|
| 1383 |
+
},
|
| 1384 |
+
{
|
| 1385 |
+
"wlex": 6.0,
|
| 1386 |
+
"wsem": 0.2,
|
| 1387 |
+
"fold_metrics": [
|
| 1388 |
+
{
|
| 1389 |
+
"fold": 0,
|
| 1390 |
+
"nDCG@10": 0.1563009726514673,
|
| 1391 |
+
"MRR@10": 0.12557896825396828,
|
| 1392 |
+
"P@10": 0.027600000000000117,
|
| 1393 |
+
"R@10": 0.2648333333333333,
|
| 1394 |
+
"R@100": 0.509,
|
| 1395 |
+
"Hit@10": 0.272,
|
| 1396 |
+
"Hit@100": 0.518
|
| 1397 |
+
},
|
| 1398 |
+
{
|
| 1399 |
+
"fold": 1,
|
| 1400 |
+
"nDCG@10": 0.15618813090117772,
|
| 1401 |
+
"MRR@10": 0.1256793650793651,
|
| 1402 |
+
"P@10": 0.026700000000000106,
|
| 1403 |
+
"R@10": 0.25816666666666666,
|
| 1404 |
+
"R@100": 0.5053333333333333,
|
| 1405 |
+
"Hit@10": 0.265,
|
| 1406 |
+
"Hit@100": 0.514
|
| 1407 |
+
},
|
| 1408 |
+
{
|
| 1409 |
+
"fold": 2,
|
| 1410 |
+
"nDCG@10": 0.16452445362013704,
|
| 1411 |
+
"MRR@10": 0.13702261904761898,
|
| 1412 |
+
"P@10": 0.02720000000000011,
|
| 1413 |
+
"R@10": 0.259,
|
| 1414 |
+
"R@100": 0.48833333333333334,
|
| 1415 |
+
"Hit@10": 0.266,
|
| 1416 |
+
"Hit@100": 0.499
|
| 1417 |
+
},
|
| 1418 |
+
{
|
| 1419 |
+
"fold": 3,
|
| 1420 |
+
"nDCG@10": 0.15391480105695413,
|
| 1421 |
+
"MRR@10": 0.1225686507936508,
|
| 1422 |
+
"P@10": 0.027300000000000112,
|
| 1423 |
+
"R@10": 0.25831666666666664,
|
| 1424 |
+
"R@100": 0.5002666666666666,
|
| 1425 |
+
"Hit@10": 0.266,
|
| 1426 |
+
"Hit@100": 0.509
|
| 1427 |
+
},
|
| 1428 |
+
{
|
| 1429 |
+
"fold": 4,
|
| 1430 |
+
"nDCG@10": 0.16690439099881513,
|
| 1431 |
+
"MRR@10": 0.13250595238095247,
|
| 1432 |
+
"P@10": 0.030300000000000136,
|
| 1433 |
+
"R@10": 0.28686666666666666,
|
| 1434 |
+
"R@100": 0.5115666666666666,
|
| 1435 |
+
"Hit@10": 0.293,
|
| 1436 |
+
"Hit@100": 0.521
|
| 1437 |
+
}
|
| 1438 |
+
],
|
| 1439 |
+
"mean_nDCG@10": 0.15956654984571025,
|
| 1440 |
+
"mean_MRR@10": 0.12867111111111112,
|
| 1441 |
+
"mean_R@100": 0.5028999999999999,
|
| 1442 |
+
"mean_delta_vs_baseline": -0.0020912965479444935,
|
| 1443 |
+
"min_delta_vs_baseline": -0.0037321003109509476,
|
| 1444 |
+
"positive_folds_vs_baseline": 0,
|
| 1445 |
+
"fold_deltas_vs_baseline": [
|
| 1446 |
+
-0.0012053499100371234,
|
| 1447 |
+
-0.001423255965971093,
|
| 1448 |
+
-0.0037321003109509476,
|
| 1449 |
+
-0.00046719718434562463,
|
| 1450 |
+
-0.003628579368417678
|
| 1451 |
+
]
|
| 1452 |
+
},
|
| 1453 |
+
{
|
| 1454 |
+
"wlex": 6.0,
|
| 1455 |
+
"wsem": 0.3,
|
| 1456 |
+
"fold_metrics": [
|
| 1457 |
+
{
|
| 1458 |
+
"fold": 0,
|
| 1459 |
+
"nDCG@10": 0.1564089953849858,
|
| 1460 |
+
"MRR@10": 0.12542857142857142,
|
| 1461 |
+
"P@10": 0.02770000000000012,
|
| 1462 |
+
"R@10": 0.2658333333333333,
|
| 1463 |
+
"R@100": 0.50925,
|
| 1464 |
+
"Hit@10": 0.273,
|
| 1465 |
+
"Hit@100": 0.519
|
| 1466 |
+
},
|
| 1467 |
+
{
|
| 1468 |
+
"fold": 1,
|
| 1469 |
+
"nDCG@10": 0.1565388441967344,
|
| 1470 |
+
"MRR@10": 0.12554285714285715,
|
| 1471 |
+
"P@10": 0.026900000000000108,
|
| 1472 |
+
"R@10": 0.2601666666666666,
|
| 1473 |
+
"R@100": 0.5053333333333333,
|
| 1474 |
+
"Hit@10": 0.267,
|
| 1475 |
+
"Hit@100": 0.514
|
| 1476 |
+
},
|
| 1477 |
+
{
|
| 1478 |
+
"fold": 2,
|
| 1479 |
+
"nDCG@10": 0.1657390641161847,
|
| 1480 |
+
"MRR@10": 0.1377146825396825,
|
| 1481 |
+
"P@10": 0.027500000000000115,
|
| 1482 |
+
"R@10": 0.262,
|
| 1483 |
+
"R@100": 0.48883333333333334,
|
| 1484 |
+
"Hit@10": 0.269,
|
| 1485 |
+
"Hit@100": 0.499
|
| 1486 |
+
},
|
| 1487 |
+
{
|
| 1488 |
+
"fold": 3,
|
| 1489 |
+
"nDCG@10": 0.15395805196371937,
|
| 1490 |
+
"MRR@10": 0.1224281746031746,
|
| 1491 |
+
"P@10": 0.027300000000000112,
|
| 1492 |
+
"R@10": 0.25881666666666664,
|
| 1493 |
+
"R@100": 0.5002666666666666,
|
| 1494 |
+
"Hit@10": 0.266,
|
| 1495 |
+
"Hit@100": 0.509
|
| 1496 |
+
},
|
| 1497 |
+
{
|
| 1498 |
+
"fold": 4,
|
| 1499 |
+
"nDCG@10": 0.16668609101908052,
|
| 1500 |
+
"MRR@10": 0.13186111111111118,
|
| 1501 |
+
"P@10": 0.03040000000000014,
|
| 1502 |
+
"R@10": 0.28786666666666666,
|
| 1503 |
+
"R@100": 0.5125666666666667,
|
| 1504 |
+
"Hit@10": 0.294,
|
| 1505 |
+
"Hit@100": 0.522
|
| 1506 |
+
}
|
| 1507 |
+
],
|
| 1508 |
+
"mean_nDCG@10": 0.15986620933614096,
|
| 1509 |
+
"mean_MRR@10": 0.12859507936507936,
|
| 1510 |
+
"mean_R@100": 0.5032500000000001,
|
| 1511 |
+
"mean_delta_vs_baseline": -0.0017916370575138062,
|
| 1512 |
+
"min_delta_vs_baseline": -0.0038468793481522823,
|
| 1513 |
+
"positive_folds_vs_baseline": 0,
|
| 1514 |
+
"fold_deltas_vs_baseline": [
|
| 1515 |
+
-0.001097327176518642,
|
| 1516 |
+
-0.001072542670414428,
|
| 1517 |
+
-0.0025174898149032954,
|
| 1518 |
+
-0.0004239462775803837,
|
| 1519 |
+
-0.0038468793481522823
|
| 1520 |
+
]
|
| 1521 |
+
},
|
| 1522 |
+
{
|
| 1523 |
+
"wlex": 6.0,
|
| 1524 |
+
"wsem": 0.4,
|
| 1525 |
+
"fold_metrics": [
|
| 1526 |
+
{
|
| 1527 |
+
"fold": 0,
|
| 1528 |
+
"nDCG@10": 0.15670164669225642,
|
| 1529 |
+
"MRR@10": 0.1264043650793651,
|
| 1530 |
+
"P@10": 0.027500000000000118,
|
| 1531 |
+
"R@10": 0.26383333333333336,
|
| 1532 |
+
"R@100": 0.51025,
|
| 1533 |
+
"Hit@10": 0.271,
|
| 1534 |
+
"Hit@100": 0.52
|
| 1535 |
+
},
|
| 1536 |
+
{
|
| 1537 |
+
"fold": 1,
|
| 1538 |
+
"nDCG@10": 0.15678799550856237,
|
| 1539 |
+
"MRR@10": 0.12623293650793654,
|
| 1540 |
+
"P@10": 0.02680000000000011,
|
| 1541 |
+
"R@10": 0.25916666666666666,
|
| 1542 |
+
"R@100": 0.504,
|
| 1543 |
+
"Hit@10": 0.266,
|
| 1544 |
+
"Hit@100": 0.513
|
| 1545 |
+
},
|
| 1546 |
+
{
|
| 1547 |
+
"fold": 2,
|
| 1548 |
+
"nDCG@10": 0.16647643646597782,
|
| 1549 |
+
"MRR@10": 0.13868968253968247,
|
| 1550 |
+
"P@10": 0.027600000000000114,
|
| 1551 |
+
"R@10": 0.26183333333333336,
|
| 1552 |
+
"R@100": 0.4898333333333333,
|
| 1553 |
+
"Hit@10": 0.269,
|
| 1554 |
+
"Hit@100": 0.5
|
| 1555 |
+
},
|
| 1556 |
+
{
|
| 1557 |
+
"fold": 3,
|
| 1558 |
+
"nDCG@10": 0.15290320977129643,
|
| 1559 |
+
"MRR@10": 0.12105198412698412,
|
| 1560 |
+
"P@10": 0.027300000000000112,
|
| 1561 |
+
"R@10": 0.25881666666666664,
|
| 1562 |
+
"R@100": 0.5032666666666666,
|
| 1563 |
+
"Hit@10": 0.266,
|
| 1564 |
+
"Hit@100": 0.512
|
| 1565 |
+
},
|
| 1566 |
+
{
|
| 1567 |
+
"fold": 4,
|
| 1568 |
+
"nDCG@10": 0.16721428260904247,
|
| 1569 |
+
"MRR@10": 0.13276904761904768,
|
| 1570 |
+
"P@10": 0.030300000000000136,
|
| 1571 |
+
"R@10": 0.2876666666666667,
|
| 1572 |
+
"R@100": 0.5145666666666666,
|
| 1573 |
+
"Hit@10": 0.293,
|
| 1574 |
+
"Hit@100": 0.524
|
| 1575 |
+
}
|
| 1576 |
+
],
|
| 1577 |
+
"mean_nDCG@10": 0.1600167142094271,
|
| 1578 |
+
"mean_MRR@10": 0.12902960317460316,
|
| 1579 |
+
"mean_R@100": 0.5043833333333334,
|
| 1580 |
+
"mean_delta_vs_baseline": -0.0016411321842276561,
|
| 1581 |
+
"min_delta_vs_baseline": -0.0033186877581903307,
|
| 1582 |
+
"positive_folds_vs_baseline": 0,
|
| 1583 |
+
"fold_deltas_vs_baseline": [
|
| 1584 |
+
-0.0008046758692480116,
|
| 1585 |
+
-0.000823391358586445,
|
| 1586 |
+
-0.0017801174651101703,
|
| 1587 |
+
-0.0014787884700033227,
|
| 1588 |
+
-0.0033186877581903307
|
| 1589 |
+
]
|
| 1590 |
+
},
|
| 1591 |
+
{
|
| 1592 |
+
"wlex": 6.0,
|
| 1593 |
+
"wsem": 0.5,
|
| 1594 |
+
"fold_metrics": [
|
| 1595 |
+
{
|
| 1596 |
+
"fold": 0,
|
| 1597 |
+
"nDCG@10": 0.15849894780007373,
|
| 1598 |
+
"MRR@10": 0.12859126984126984,
|
| 1599 |
+
"P@10": 0.027600000000000117,
|
| 1600 |
+
"R@10": 0.26416666666666666,
|
| 1601 |
+
"R@100": 0.51125,
|
| 1602 |
+
"Hit@10": 0.271,
|
| 1603 |
+
"Hit@100": 0.521
|
| 1604 |
+
},
|
| 1605 |
+
{
|
| 1606 |
+
"fold": 1,
|
| 1607 |
+
"nDCG@10": 0.15611977146969971,
|
| 1608 |
+
"MRR@10": 0.1256964285714286,
|
| 1609 |
+
"P@10": 0.026600000000000103,
|
| 1610 |
+
"R@10": 0.2576666666666667,
|
| 1611 |
+
"R@100": 0.5055,
|
| 1612 |
+
"Hit@10": 0.264,
|
| 1613 |
+
"Hit@100": 0.515
|
| 1614 |
+
},
|
| 1615 |
+
{
|
| 1616 |
+
"fold": 2,
|
| 1617 |
+
"nDCG@10": 0.1664620519472823,
|
| 1618 |
+
"MRR@10": 0.13865357142857135,
|
| 1619 |
+
"P@10": 0.027600000000000114,
|
| 1620 |
+
"R@10": 0.26183333333333336,
|
| 1621 |
+
"R@100": 0.4928333333333333,
|
| 1622 |
+
"Hit@10": 0.269,
|
| 1623 |
+
"Hit@100": 0.503
|
| 1624 |
+
},
|
| 1625 |
+
{
|
| 1626 |
+
"fold": 3,
|
| 1627 |
+
"nDCG@10": 0.15173829179365422,
|
| 1628 |
+
"MRR@10": 0.12023055555555553,
|
| 1629 |
+
"P@10": 0.027000000000000114,
|
| 1630 |
+
"R@10": 0.25711666666666666,
|
| 1631 |
+
"R@100": 0.5042666666666666,
|
| 1632 |
+
"Hit@10": 0.265,
|
| 1633 |
+
"Hit@100": 0.513
|
| 1634 |
+
},
|
| 1635 |
+
{
|
| 1636 |
+
"fold": 4,
|
| 1637 |
+
"nDCG@10": 0.16773149595333683,
|
| 1638 |
+
"MRR@10": 0.13341388888888894,
|
| 1639 |
+
"P@10": 0.030300000000000136,
|
| 1640 |
+
"R@10": 0.2876666666666667,
|
| 1641 |
+
"R@100": 0.5145666666666666,
|
| 1642 |
+
"Hit@10": 0.293,
|
| 1643 |
+
"Hit@100": 0.524
|
| 1644 |
+
}
|
| 1645 |
+
],
|
| 1646 |
+
"mean_nDCG@10": 0.16011011179280937,
|
| 1647 |
+
"mean_MRR@10": 0.12931714285714285,
|
| 1648 |
+
"mean_R@100": 0.5056833333333333,
|
| 1649 |
+
"mean_delta_vs_baseline": -0.0015477346008453963,
|
| 1650 |
+
"min_delta_vs_baseline": -0.0028014744138959713,
|
| 1651 |
+
"positive_folds_vs_baseline": 1,
|
| 1652 |
+
"fold_deltas_vs_baseline": [
|
| 1653 |
+
0.0009926252385693002,
|
| 1654 |
+
-0.001491615397449103,
|
| 1655 |
+
-0.0017945019838056797,
|
| 1656 |
+
-0.0026437064476455274,
|
| 1657 |
+
-0.0028014744138959713
|
| 1658 |
+
]
|
| 1659 |
+
}
|
| 1660 |
+
],
|
| 1661 |
+
"seconds": 65.28587055206299
|
| 1662 |
+
}
|
results/msmarco_scale/finish_length_coord_multifold.json
ADDED
|
@@ -0,0 +1,1731 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "length_coord_multifold",
|
| 3 |
+
"rows": [
|
| 4 |
+
{
|
| 5 |
+
"b": 0.0,
|
| 6 |
+
"alpha": 0.0,
|
| 7 |
+
"fold_metrics": [
|
| 8 |
+
{
|
| 9 |
+
"fold": 0,
|
| 10 |
+
"nDCG@10": 0.1523909074440953,
|
| 11 |
+
"MRR@10": 0.12474007936507935,
|
| 12 |
+
"P@10": 0.0263000000000001,
|
| 13 |
+
"R@10": 0.2506666666666667,
|
| 14 |
+
"R@100": 0.5045,
|
| 15 |
+
"Hit@10": 0.258,
|
| 16 |
+
"Hit@100": 0.514
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"fold": 1,
|
| 20 |
+
"nDCG@10": 0.15518794319413562,
|
| 21 |
+
"MRR@10": 0.12305674603174598,
|
| 22 |
+
"P@10": 0.02730000000000012,
|
| 23 |
+
"R@10": 0.2641666666666666,
|
| 24 |
+
"R@100": 0.515,
|
| 25 |
+
"Hit@10": 0.27,
|
| 26 |
+
"Hit@100": 0.524
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"fold": 2,
|
| 30 |
+
"nDCG@10": 0.16477247978463158,
|
| 31 |
+
"MRR@10": 0.13481309523809515,
|
| 32 |
+
"P@10": 0.028100000000000118,
|
| 33 |
+
"R@10": 0.267,
|
| 34 |
+
"R@100": 0.4988333333333333,
|
| 35 |
+
"Hit@10": 0.275,
|
| 36 |
+
"Hit@100": 0.509
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"fold": 3,
|
| 40 |
+
"nDCG@10": 0.1555180334296623,
|
| 41 |
+
"MRR@10": 0.12368095238095236,
|
| 42 |
+
"P@10": 0.027600000000000117,
|
| 43 |
+
"R@10": 0.2637833333333333,
|
| 44 |
+
"R@100": 0.5030166666666667,
|
| 45 |
+
"Hit@10": 0.271,
|
| 46 |
+
"Hit@100": 0.512
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"fold": 4,
|
| 50 |
+
"nDCG@10": 0.1664316254692373,
|
| 51 |
+
"MRR@10": 0.13322142857142863,
|
| 52 |
+
"P@10": 0.030200000000000133,
|
| 53 |
+
"R@10": 0.2851666666666667,
|
| 54 |
+
"R@100": 0.5130666666666666,
|
| 55 |
+
"Hit@10": 0.292,
|
| 56 |
+
"Hit@100": 0.523
|
| 57 |
+
}
|
| 58 |
+
],
|
| 59 |
+
"mean_nDCG@10": 0.1588601978643524,
|
| 60 |
+
"mean_MRR@10": 0.12790246031746028,
|
| 61 |
+
"mean_R@100": 0.5068833333333334,
|
| 62 |
+
"mean_delta_vs_baseline": -0.002797648529302338,
|
| 63 |
+
"min_delta_vs_baseline": -0.005115415117409122,
|
| 64 |
+
"positive_folds_vs_baseline": 1,
|
| 65 |
+
"fold_deltas_vs_baseline": [
|
| 66 |
+
-0.005115415117409122,
|
| 67 |
+
-0.002423443673013198,
|
| 68 |
+
-0.0034840741464564062,
|
| 69 |
+
0.0011360351883625552,
|
| 70 |
+
-0.004101344897995518
|
| 71 |
+
]
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"b": 0.0,
|
| 75 |
+
"alpha": 0.125,
|
| 76 |
+
"fold_metrics": [
|
| 77 |
+
{
|
| 78 |
+
"fold": 0,
|
| 79 |
+
"nDCG@10": 0.1529310034545654,
|
| 80 |
+
"MRR@10": 0.12504642857142856,
|
| 81 |
+
"P@10": 0.0264000000000001,
|
| 82 |
+
"R@10": 0.25233333333333335,
|
| 83 |
+
"R@100": 0.5075,
|
| 84 |
+
"Hit@10": 0.26,
|
| 85 |
+
"Hit@100": 0.517
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"fold": 1,
|
| 89 |
+
"nDCG@10": 0.15559065766131536,
|
| 90 |
+
"MRR@10": 0.12471746031746034,
|
| 91 |
+
"P@10": 0.026900000000000108,
|
| 92 |
+
"R@10": 0.2596666666666667,
|
| 93 |
+
"R@100": 0.517,
|
| 94 |
+
"Hit@10": 0.265,
|
| 95 |
+
"Hit@100": 0.525
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"fold": 2,
|
| 99 |
+
"nDCG@10": 0.16600552898638493,
|
| 100 |
+
"MRR@10": 0.13657341269841258,
|
| 101 |
+
"P@10": 0.02800000000000012,
|
| 102 |
+
"R@10": 0.2666666666666666,
|
| 103 |
+
"R@100": 0.4963333333333333,
|
| 104 |
+
"Hit@10": 0.274,
|
| 105 |
+
"Hit@100": 0.506
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"fold": 3,
|
| 109 |
+
"nDCG@10": 0.15432432732674076,
|
| 110 |
+
"MRR@10": 0.1231503968253968,
|
| 111 |
+
"P@10": 0.027200000000000113,
|
| 112 |
+
"R@10": 0.2602833333333333,
|
| 113 |
+
"R@100": 0.5040166666666667,
|
| 114 |
+
"Hit@10": 0.267,
|
| 115 |
+
"Hit@100": 0.513
|
| 116 |
+
},
|
| 117 |
+
{
|
| 118 |
+
"fold": 4,
|
| 119 |
+
"nDCG@10": 0.16680460273764,
|
| 120 |
+
"MRR@10": 0.13317460317460325,
|
| 121 |
+
"P@10": 0.03040000000000014,
|
| 122 |
+
"R@10": 0.2871666666666667,
|
| 123 |
+
"R@100": 0.5135666666666666,
|
| 124 |
+
"Hit@10": 0.294,
|
| 125 |
+
"Hit@100": 0.523
|
| 126 |
+
}
|
| 127 |
+
],
|
| 128 |
+
"mean_nDCG@10": 0.1591312240333293,
|
| 129 |
+
"mean_MRR@10": 0.12853246031746032,
|
| 130 |
+
"mean_R@100": 0.5076833333333333,
|
| 131 |
+
"mean_delta_vs_baseline": -0.00252662236032547,
|
| 132 |
+
"min_delta_vs_baseline": -0.004575319106939035,
|
| 133 |
+
"positive_folds_vs_baseline": 0,
|
| 134 |
+
"fold_deltas_vs_baseline": [
|
| 135 |
+
-0.004575319106939035,
|
| 136 |
+
-0.0020207292058334603,
|
| 137 |
+
-0.002251024944703056,
|
| 138 |
+
-5.767091455899376e-05,
|
| 139 |
+
-0.0037283676295928048
|
| 140 |
+
]
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"b": 0.0,
|
| 144 |
+
"alpha": 0.25,
|
| 145 |
+
"fold_metrics": [
|
| 146 |
+
{
|
| 147 |
+
"fold": 0,
|
| 148 |
+
"nDCG@10": 0.15455663447205814,
|
| 149 |
+
"MRR@10": 0.12469166666666667,
|
| 150 |
+
"P@10": 0.027200000000000113,
|
| 151 |
+
"R@10": 0.26033333333333336,
|
| 152 |
+
"R@100": 0.5065,
|
| 153 |
+
"Hit@10": 0.268,
|
| 154 |
+
"Hit@100": 0.516
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"fold": 1,
|
| 158 |
+
"nDCG@10": 0.15776189451894337,
|
| 159 |
+
"MRR@10": 0.12687698412698417,
|
| 160 |
+
"P@10": 0.02710000000000011,
|
| 161 |
+
"R@10": 0.26166666666666666,
|
| 162 |
+
"R@100": 0.5165,
|
| 163 |
+
"Hit@10": 0.267,
|
| 164 |
+
"Hit@100": 0.524
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"fold": 2,
|
| 168 |
+
"nDCG@10": 0.1656006842601663,
|
| 169 |
+
"MRR@10": 0.13737579365079358,
|
| 170 |
+
"P@10": 0.02760000000000011,
|
| 171 |
+
"R@10": 0.2621666666666666,
|
| 172 |
+
"R@100": 0.4923333333333333,
|
| 173 |
+
"Hit@10": 0.27,
|
| 174 |
+
"Hit@100": 0.502
|
| 175 |
+
},
|
| 176 |
+
{
|
| 177 |
+
"fold": 3,
|
| 178 |
+
"nDCG@10": 0.1533434097990032,
|
| 179 |
+
"MRR@10": 0.12253412698412697,
|
| 180 |
+
"P@10": 0.02690000000000011,
|
| 181 |
+
"R@10": 0.2577833333333333,
|
| 182 |
+
"R@100": 0.5030166666666667,
|
| 183 |
+
"Hit@10": 0.265,
|
| 184 |
+
"Hit@100": 0.512
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"fold": 4,
|
| 188 |
+
"nDCG@10": 0.1666774714825024,
|
| 189 |
+
"MRR@10": 0.13306825396825406,
|
| 190 |
+
"P@10": 0.03040000000000014,
|
| 191 |
+
"R@10": 0.2871666666666667,
|
| 192 |
+
"R@100": 0.5175666666666666,
|
| 193 |
+
"Hit@10": 0.294,
|
| 194 |
+
"Hit@100": 0.527
|
| 195 |
+
}
|
| 196 |
+
],
|
| 197 |
+
"mean_nDCG@10": 0.15958801890653468,
|
| 198 |
+
"mean_MRR@10": 0.1289093650793651,
|
| 199 |
+
"mean_R@100": 0.5071833333333333,
|
| 200 |
+
"mean_delta_vs_baseline": -0.002069827487120074,
|
| 201 |
+
"min_delta_vs_baseline": -0.003855498884730413,
|
| 202 |
+
"positive_folds_vs_baseline": 1,
|
| 203 |
+
"fold_deltas_vs_baseline": [
|
| 204 |
+
-0.0029496880894462896,
|
| 205 |
+
0.00015050765179455694,
|
| 206 |
+
-0.0026558696709216845,
|
| 207 |
+
-0.0010385884422965397,
|
| 208 |
+
-0.003855498884730413
|
| 209 |
+
]
|
| 210 |
+
},
|
| 211 |
+
{
|
| 212 |
+
"b": 0.0,
|
| 213 |
+
"alpha": 0.375,
|
| 214 |
+
"fold_metrics": [
|
| 215 |
+
{
|
| 216 |
+
"fold": 0,
|
| 217 |
+
"nDCG@10": 0.15478081829470794,
|
| 218 |
+
"MRR@10": 0.12441904761904761,
|
| 219 |
+
"P@10": 0.027400000000000115,
|
| 220 |
+
"R@10": 0.26233333333333336,
|
| 221 |
+
"R@100": 0.5095,
|
| 222 |
+
"Hit@10": 0.27,
|
| 223 |
+
"Hit@100": 0.519
|
| 224 |
+
},
|
| 225 |
+
{
|
| 226 |
+
"fold": 1,
|
| 227 |
+
"nDCG@10": 0.1586209044706608,
|
| 228 |
+
"MRR@10": 0.12750912698412703,
|
| 229 |
+
"P@10": 0.027300000000000116,
|
| 230 |
+
"R@10": 0.2636666666666666,
|
| 231 |
+
"R@100": 0.5125,
|
| 232 |
+
"Hit@10": 0.269,
|
| 233 |
+
"Hit@100": 0.52
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"fold": 2,
|
| 237 |
+
"nDCG@10": 0.1670990676255422,
|
| 238 |
+
"MRR@10": 0.13903055555555546,
|
| 239 |
+
"P@10": 0.027700000000000113,
|
| 240 |
+
"R@10": 0.2635,
|
| 241 |
+
"R@100": 0.4923333333333333,
|
| 242 |
+
"Hit@10": 0.271,
|
| 243 |
+
"Hit@100": 0.502
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"fold": 3,
|
| 247 |
+
"nDCG@10": 0.1519685046015629,
|
| 248 |
+
"MRR@10": 0.1218337301587302,
|
| 249 |
+
"P@10": 0.0265000000000001,
|
| 250 |
+
"R@10": 0.2537833333333333,
|
| 251 |
+
"R@100": 0.5040166666666667,
|
| 252 |
+
"Hit@10": 0.261,
|
| 253 |
+
"Hit@100": 0.513
|
| 254 |
+
},
|
| 255 |
+
{
|
| 256 |
+
"fold": 4,
|
| 257 |
+
"nDCG@10": 0.16565472705217746,
|
| 258 |
+
"MRR@10": 0.13190753968253974,
|
| 259 |
+
"P@10": 0.030300000000000132,
|
| 260 |
+
"R@10": 0.2856666666666667,
|
| 261 |
+
"R@100": 0.5150666666666666,
|
| 262 |
+
"Hit@10": 0.292,
|
| 263 |
+
"Hit@100": 0.524
|
| 264 |
+
}
|
| 265 |
+
],
|
| 266 |
+
"mean_nDCG@10": 0.15962480440893023,
|
| 267 |
+
"mean_MRR@10": 0.12894,
|
| 268 |
+
"mean_R@100": 0.5066833333333334,
|
| 269 |
+
"mean_delta_vs_baseline": -0.002033041984724504,
|
| 270 |
+
"min_delta_vs_baseline": -0.004878243315055347,
|
| 271 |
+
"positive_folds_vs_baseline": 1,
|
| 272 |
+
"fold_deltas_vs_baseline": [
|
| 273 |
+
-0.0027255042667964913,
|
| 274 |
+
0.001009517603511978,
|
| 275 |
+
-0.0011574863055457962,
|
| 276 |
+
-0.0024134936397368634,
|
| 277 |
+
-0.004878243315055347
|
| 278 |
+
]
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"b": 0.0,
|
| 282 |
+
"alpha": 0.5,
|
| 283 |
+
"fold_metrics": [
|
| 284 |
+
{
|
| 285 |
+
"fold": 0,
|
| 286 |
+
"nDCG@10": 0.15529758144565994,
|
| 287 |
+
"MRR@10": 0.12420515873015868,
|
| 288 |
+
"P@10": 0.027600000000000117,
|
| 289 |
+
"R@10": 0.2643333333333333,
|
| 290 |
+
"R@100": 0.5105,
|
| 291 |
+
"Hit@10": 0.272,
|
| 292 |
+
"Hit@100": 0.52
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"fold": 1,
|
| 296 |
+
"nDCG@10": 0.15798824431189099,
|
| 297 |
+
"MRR@10": 0.12720793650793652,
|
| 298 |
+
"P@10": 0.027100000000000114,
|
| 299 |
+
"R@10": 0.26216666666666666,
|
| 300 |
+
"R@100": 0.5105,
|
| 301 |
+
"Hit@10": 0.268,
|
| 302 |
+
"Hit@100": 0.518
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"fold": 2,
|
| 306 |
+
"nDCG@10": 0.16802609304337854,
|
| 307 |
+
"MRR@10": 0.140763492063492,
|
| 308 |
+
"P@10": 0.02760000000000011,
|
| 309 |
+
"R@10": 0.2625,
|
| 310 |
+
"R@100": 0.48783333333333334,
|
| 311 |
+
"Hit@10": 0.27,
|
| 312 |
+
"Hit@100": 0.498
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"fold": 3,
|
| 316 |
+
"nDCG@10": 0.1496068216424468,
|
| 317 |
+
"MRR@10": 0.12046269841269847,
|
| 318 |
+
"P@10": 0.025900000000000093,
|
| 319 |
+
"R@10": 0.2482833333333333,
|
| 320 |
+
"R@100": 0.5010166666666667,
|
| 321 |
+
"Hit@10": 0.256,
|
| 322 |
+
"Hit@100": 0.51
|
| 323 |
+
},
|
| 324 |
+
{
|
| 325 |
+
"fold": 4,
|
| 326 |
+
"nDCG@10": 0.16469455351558848,
|
| 327 |
+
"MRR@10": 0.13107777777777788,
|
| 328 |
+
"P@10": 0.03020000000000013,
|
| 329 |
+
"R@10": 0.2846666666666667,
|
| 330 |
+
"R@100": 0.5150666666666666,
|
| 331 |
+
"Hit@10": 0.291,
|
| 332 |
+
"Hit@100": 0.524
|
| 333 |
+
}
|
| 334 |
+
],
|
| 335 |
+
"mean_nDCG@10": 0.15912265879179294,
|
| 336 |
+
"mean_MRR@10": 0.1287434126984127,
|
| 337 |
+
"mean_R@100": 0.5049833333333333,
|
| 338 |
+
"mean_delta_vs_baseline": -0.0025351876018618103,
|
| 339 |
+
"min_delta_vs_baseline": -0.0058384168516443236,
|
| 340 |
+
"positive_folds_vs_baseline": 1,
|
| 341 |
+
"fold_deltas_vs_baseline": [
|
| 342 |
+
-0.002208741115844487,
|
| 343 |
+
0.000376857444742168,
|
| 344 |
+
-0.0002304608877094494,
|
| 345 |
+
-0.004775176598852959,
|
| 346 |
+
-0.0058384168516443236
|
| 347 |
+
]
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"b": 0.05,
|
| 351 |
+
"alpha": 0.0,
|
| 352 |
+
"fold_metrics": [
|
| 353 |
+
{
|
| 354 |
+
"fold": 0,
|
| 355 |
+
"nDCG@10": 0.1543708803959735,
|
| 356 |
+
"MRR@10": 0.12578650793650795,
|
| 357 |
+
"P@10": 0.026700000000000106,
|
| 358 |
+
"R@10": 0.2556666666666667,
|
| 359 |
+
"R@100": 0.512,
|
| 360 |
+
"Hit@10": 0.262,
|
| 361 |
+
"Hit@100": 0.521
|
| 362 |
+
},
|
| 363 |
+
{
|
| 364 |
+
"fold": 1,
|
| 365 |
+
"nDCG@10": 0.15628508485034376,
|
| 366 |
+
"MRR@10": 0.12404047619047616,
|
| 367 |
+
"P@10": 0.027400000000000115,
|
| 368 |
+
"R@10": 0.2646666666666666,
|
| 369 |
+
"R@100": 0.516,
|
| 370 |
+
"Hit@10": 0.27,
|
| 371 |
+
"Hit@100": 0.526
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"fold": 2,
|
| 375 |
+
"nDCG@10": 0.16652693013671638,
|
| 376 |
+
"MRR@10": 0.13583849206349202,
|
| 377 |
+
"P@10": 0.028600000000000125,
|
| 378 |
+
"R@10": 0.27083333333333337,
|
| 379 |
+
"R@100": 0.5018333333333334,
|
| 380 |
+
"Hit@10": 0.278,
|
| 381 |
+
"Hit@100": 0.513
|
| 382 |
+
},
|
| 383 |
+
{
|
| 384 |
+
"fold": 3,
|
| 385 |
+
"nDCG@10": 0.15450424538513058,
|
| 386 |
+
"MRR@10": 0.12340396825396825,
|
| 387 |
+
"P@10": 0.027400000000000115,
|
| 388 |
+
"R@10": 0.2607833333333333,
|
| 389 |
+
"R@100": 0.5045166666666666,
|
| 390 |
+
"Hit@10": 0.269,
|
| 391 |
+
"Hit@100": 0.513
|
| 392 |
+
},
|
| 393 |
+
{
|
| 394 |
+
"fold": 4,
|
| 395 |
+
"nDCG@10": 0.16751384012922924,
|
| 396 |
+
"MRR@10": 0.13379047619047627,
|
| 397 |
+
"P@10": 0.03040000000000014,
|
| 398 |
+
"R@10": 0.28736666666666666,
|
| 399 |
+
"R@100": 0.5140666666666666,
|
| 400 |
+
"Hit@10": 0.294,
|
| 401 |
+
"Hit@100": 0.523
|
| 402 |
+
}
|
| 403 |
+
],
|
| 404 |
+
"mean_nDCG@10": 0.15984019617947867,
|
| 405 |
+
"mean_MRR@10": 0.12857198412698412,
|
| 406 |
+
"mean_R@100": 0.5096833333333333,
|
| 407 |
+
"mean_delta_vs_baseline": -0.0018176502141760698,
|
| 408 |
+
"min_delta_vs_baseline": -0.0031354421655309384,
|
| 409 |
+
"positive_folds_vs_baseline": 1,
|
| 410 |
+
"fold_deltas_vs_baseline": [
|
| 411 |
+
-0.0031354421655309384,
|
| 412 |
+
-0.0013263020168050588,
|
| 413 |
+
-0.0017296237943716097,
|
| 414 |
+
0.00012224714383082813,
|
| 415 |
+
-0.00301913023800357
|
| 416 |
+
]
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"b": 0.05,
|
| 420 |
+
"alpha": 0.125,
|
| 421 |
+
"fold_metrics": [
|
| 422 |
+
{
|
| 423 |
+
"fold": 0,
|
| 424 |
+
"nDCG@10": 0.155463293952004,
|
| 425 |
+
"MRR@10": 0.12700793650793654,
|
| 426 |
+
"P@10": 0.026700000000000106,
|
| 427 |
+
"R@10": 0.2556666666666667,
|
| 428 |
+
"R@100": 0.507,
|
| 429 |
+
"Hit@10": 0.262,
|
| 430 |
+
"Hit@100": 0.516
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"fold": 1,
|
| 434 |
+
"nDCG@10": 0.157095979284477,
|
| 435 |
+
"MRR@10": 0.1254198412698413,
|
| 436 |
+
"P@10": 0.027300000000000116,
|
| 437 |
+
"R@10": 0.26366666666666666,
|
| 438 |
+
"R@100": 0.514,
|
| 439 |
+
"Hit@10": 0.269,
|
| 440 |
+
"Hit@100": 0.523
|
| 441 |
+
},
|
| 442 |
+
{
|
| 443 |
+
"fold": 2,
|
| 444 |
+
"nDCG@10": 0.16598645841809212,
|
| 445 |
+
"MRR@10": 0.13633809523809517,
|
| 446 |
+
"P@10": 0.02800000000000012,
|
| 447 |
+
"R@10": 0.2666666666666666,
|
| 448 |
+
"R@100": 0.4993333333333333,
|
| 449 |
+
"Hit@10": 0.274,
|
| 450 |
+
"Hit@100": 0.509
|
| 451 |
+
},
|
| 452 |
+
{
|
| 453 |
+
"fold": 3,
|
| 454 |
+
"nDCG@10": 0.1541228060507517,
|
| 455 |
+
"MRR@10": 0.12316309523809521,
|
| 456 |
+
"P@10": 0.027200000000000113,
|
| 457 |
+
"R@10": 0.2597833333333333,
|
| 458 |
+
"R@100": 0.5060166666666667,
|
| 459 |
+
"Hit@10": 0.267,
|
| 460 |
+
"Hit@100": 0.515
|
| 461 |
+
},
|
| 462 |
+
{
|
| 463 |
+
"fold": 4,
|
| 464 |
+
"nDCG@10": 0.1700935301601404,
|
| 465 |
+
"MRR@10": 0.1359757936507937,
|
| 466 |
+
"P@10": 0.030900000000000143,
|
| 467 |
+
"R@10": 0.2921666666666667,
|
| 468 |
+
"R@100": 0.5160666666666666,
|
| 469 |
+
"Hit@10": 0.299,
|
| 470 |
+
"Hit@100": 0.525
|
| 471 |
+
}
|
| 472 |
+
],
|
| 473 |
+
"mean_nDCG@10": 0.16055241357309305,
|
| 474 |
+
"mean_MRR@10": 0.12958095238095238,
|
| 475 |
+
"mean_R@100": 0.5084833333333333,
|
| 476 |
+
"mean_delta_vs_baseline": -0.0011054328205617136,
|
| 477 |
+
"min_delta_vs_baseline": -0.0022700955129958678,
|
| 478 |
+
"positive_folds_vs_baseline": 0,
|
| 479 |
+
"fold_deltas_vs_baseline": [
|
| 480 |
+
-0.0020430286095004246,
|
| 481 |
+
-0.000515407582671823,
|
| 482 |
+
-0.0022700955129958678,
|
| 483 |
+
-0.000259192190548041,
|
| 484 |
+
-0.00043944020709241194
|
| 485 |
+
]
|
| 486 |
+
},
|
| 487 |
+
{
|
| 488 |
+
"b": 0.05,
|
| 489 |
+
"alpha": 0.25,
|
| 490 |
+
"fold_metrics": [
|
| 491 |
+
{
|
| 492 |
+
"fold": 0,
|
| 493 |
+
"nDCG@10": 0.15662340956284143,
|
| 494 |
+
"MRR@10": 0.12649801587301585,
|
| 495 |
+
"P@10": 0.027400000000000115,
|
| 496 |
+
"R@10": 0.26333333333333336,
|
| 497 |
+
"R@100": 0.507,
|
| 498 |
+
"Hit@10": 0.27,
|
| 499 |
+
"Hit@100": 0.516
|
| 500 |
+
},
|
| 501 |
+
{
|
| 502 |
+
"fold": 1,
|
| 503 |
+
"nDCG@10": 0.16020047921606398,
|
| 504 |
+
"MRR@10": 0.12902460317460318,
|
| 505 |
+
"P@10": 0.027500000000000115,
|
| 506 |
+
"R@10": 0.2656666666666666,
|
| 507 |
+
"R@100": 0.516,
|
| 508 |
+
"Hit@10": 0.271,
|
| 509 |
+
"Hit@100": 0.524
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"fold": 2,
|
| 513 |
+
"nDCG@10": 0.16808165657664093,
|
| 514 |
+
"MRR@10": 0.13919960317460311,
|
| 515 |
+
"P@10": 0.028100000000000118,
|
| 516 |
+
"R@10": 0.2671666666666666,
|
| 517 |
+
"R@100": 0.4953333333333333,
|
| 518 |
+
"Hit@10": 0.275,
|
| 519 |
+
"Hit@100": 0.505
|
| 520 |
+
},
|
| 521 |
+
{
|
| 522 |
+
"fold": 3,
|
| 523 |
+
"nDCG@10": 0.1531410830312756,
|
| 524 |
+
"MRR@10": 0.12282658730158731,
|
| 525 |
+
"P@10": 0.026800000000000112,
|
| 526 |
+
"R@10": 0.2562833333333333,
|
| 527 |
+
"R@100": 0.5090166666666667,
|
| 528 |
+
"Hit@10": 0.264,
|
| 529 |
+
"Hit@100": 0.518
|
| 530 |
+
},
|
| 531 |
+
{
|
| 532 |
+
"fold": 4,
|
| 533 |
+
"nDCG@10": 0.16959295359823973,
|
| 534 |
+
"MRR@10": 0.13686785714285715,
|
| 535 |
+
"P@10": 0.03040000000000014,
|
| 536 |
+
"R@10": 0.2866666666666667,
|
| 537 |
+
"R@100": 0.5185666666666666,
|
| 538 |
+
"Hit@10": 0.294,
|
| 539 |
+
"Hit@100": 0.528
|
| 540 |
+
}
|
| 541 |
+
],
|
| 542 |
+
"mean_nDCG@10": 0.16152791639701233,
|
| 543 |
+
"mean_MRR@10": 0.13088333333333332,
|
| 544 |
+
"mean_R@100": 0.5091833333333333,
|
| 545 |
+
"mean_delta_vs_baseline": -0.00012992999664242498,
|
| 546 |
+
"min_delta_vs_baseline": -0.001240915210024146,
|
| 547 |
+
"positive_folds_vs_baseline": 1,
|
| 548 |
+
"fold_deltas_vs_baseline": [
|
| 549 |
+
-0.0008829129986629991,
|
| 550 |
+
0.002589092348915162,
|
| 551 |
+
-0.00017489735444706223,
|
| 552 |
+
-0.001240915210024146,
|
| 553 |
+
-0.0009400167689930794
|
| 554 |
+
]
|
| 555 |
+
},
|
| 556 |
+
{
|
| 557 |
+
"b": 0.05,
|
| 558 |
+
"alpha": 0.375,
|
| 559 |
+
"fold_metrics": [
|
| 560 |
+
{
|
| 561 |
+
"fold": 0,
|
| 562 |
+
"nDCG@10": 0.1556878654944023,
|
| 563 |
+
"MRR@10": 0.12429484126984128,
|
| 564 |
+
"P@10": 0.027800000000000123,
|
| 565 |
+
"R@10": 0.26633333333333337,
|
| 566 |
+
"R@100": 0.507,
|
| 567 |
+
"Hit@10": 0.274,
|
| 568 |
+
"Hit@100": 0.516
|
| 569 |
+
},
|
| 570 |
+
{
|
| 571 |
+
"fold": 1,
|
| 572 |
+
"nDCG@10": 0.15943253565375115,
|
| 573 |
+
"MRR@10": 0.12855158730158733,
|
| 574 |
+
"P@10": 0.027300000000000116,
|
| 575 |
+
"R@10": 0.2636666666666666,
|
| 576 |
+
"R@100": 0.5095,
|
| 577 |
+
"Hit@10": 0.269,
|
| 578 |
+
"Hit@100": 0.517
|
| 579 |
+
},
|
| 580 |
+
{
|
| 581 |
+
"fold": 2,
|
| 582 |
+
"nDCG@10": 0.1670904854173627,
|
| 583 |
+
"MRR@10": 0.13891309523809522,
|
| 584 |
+
"P@10": 0.027700000000000113,
|
| 585 |
+
"R@10": 0.2635,
|
| 586 |
+
"R@100": 0.4933333333333333,
|
| 587 |
+
"Hit@10": 0.271,
|
| 588 |
+
"Hit@100": 0.503
|
| 589 |
+
},
|
| 590 |
+
{
|
| 591 |
+
"fold": 3,
|
| 592 |
+
"nDCG@10": 0.1513979870246873,
|
| 593 |
+
"MRR@10": 0.12107619047619043,
|
| 594 |
+
"P@10": 0.02660000000000011,
|
| 595 |
+
"R@10": 0.2542833333333333,
|
| 596 |
+
"R@100": 0.5090166666666667,
|
| 597 |
+
"Hit@10": 0.262,
|
| 598 |
+
"Hit@100": 0.518
|
| 599 |
+
},
|
| 600 |
+
{
|
| 601 |
+
"fold": 4,
|
| 602 |
+
"nDCG@10": 0.16900118320626586,
|
| 603 |
+
"MRR@10": 0.13565515873015874,
|
| 604 |
+
"P@10": 0.03040000000000014,
|
| 605 |
+
"R@10": 0.2866666666666667,
|
| 606 |
+
"R@100": 0.5165666666666666,
|
| 607 |
+
"Hit@10": 0.294,
|
| 608 |
+
"Hit@100": 0.526
|
| 609 |
+
}
|
| 610 |
+
],
|
| 611 |
+
"mean_nDCG@10": 0.16052201135929386,
|
| 612 |
+
"mean_MRR@10": 0.12969817460317462,
|
| 613 |
+
"mean_R@100": 0.5070833333333333,
|
| 614 |
+
"mean_delta_vs_baseline": -0.0011358350343608937,
|
| 615 |
+
"min_delta_vs_baseline": -0.002984011216612459,
|
| 616 |
+
"positive_folds_vs_baseline": 1,
|
| 617 |
+
"fold_deltas_vs_baseline": [
|
| 618 |
+
-0.001818457067102125,
|
| 619 |
+
0.0018211487866023335,
|
| 620 |
+
-0.0011660685137252769,
|
| 621 |
+
-0.002984011216612459,
|
| 622 |
+
-0.001531787160966941
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"b": 0.05,
|
| 627 |
+
"alpha": 0.5,
|
| 628 |
+
"fold_metrics": [
|
| 629 |
+
{
|
| 630 |
+
"fold": 0,
|
| 631 |
+
"nDCG@10": 0.15594221234350458,
|
| 632 |
+
"MRR@10": 0.12508373015873017,
|
| 633 |
+
"P@10": 0.027600000000000117,
|
| 634 |
+
"R@10": 0.26483333333333337,
|
| 635 |
+
"R@100": 0.508,
|
| 636 |
+
"Hit@10": 0.272,
|
| 637 |
+
"Hit@100": 0.517
|
| 638 |
+
},
|
| 639 |
+
{
|
| 640 |
+
"fold": 1,
|
| 641 |
+
"nDCG@10": 0.16001282175514212,
|
| 642 |
+
"MRR@10": 0.1289634920634921,
|
| 643 |
+
"P@10": 0.027400000000000115,
|
| 644 |
+
"R@10": 0.2646666666666666,
|
| 645 |
+
"R@100": 0.5065,
|
| 646 |
+
"Hit@10": 0.27,
|
| 647 |
+
"Hit@100": 0.514
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"fold": 2,
|
| 651 |
+
"nDCG@10": 0.16700674573861257,
|
| 652 |
+
"MRR@10": 0.13900277777777775,
|
| 653 |
+
"P@10": 0.027700000000000113,
|
| 654 |
+
"R@10": 0.2635,
|
| 655 |
+
"R@100": 0.4928333333333333,
|
| 656 |
+
"Hit@10": 0.271,
|
| 657 |
+
"Hit@100": 0.503
|
| 658 |
+
},
|
| 659 |
+
{
|
| 660 |
+
"fold": 3,
|
| 661 |
+
"nDCG@10": 0.15150942066227613,
|
| 662 |
+
"MRR@10": 0.1218404761904762,
|
| 663 |
+
"P@10": 0.026400000000000097,
|
| 664 |
+
"R@10": 0.2522833333333333,
|
| 665 |
+
"R@100": 0.5060166666666667,
|
| 666 |
+
"Hit@10": 0.26,
|
| 667 |
+
"Hit@100": 0.515
|
| 668 |
+
},
|
| 669 |
+
{
|
| 670 |
+
"fold": 4,
|
| 671 |
+
"nDCG@10": 0.16743375563332225,
|
| 672 |
+
"MRR@10": 0.13353690476190483,
|
| 673 |
+
"P@10": 0.030500000000000135,
|
| 674 |
+
"R@10": 0.2871666666666667,
|
| 675 |
+
"R@100": 0.5160666666666666,
|
| 676 |
+
"Hit@10": 0.294,
|
| 677 |
+
"Hit@100": 0.525
|
| 678 |
+
}
|
| 679 |
+
],
|
| 680 |
+
"mean_nDCG@10": 0.16038099122657154,
|
| 681 |
+
"mean_MRR@10": 0.1296854761904762,
|
| 682 |
+
"mean_R@100": 0.5058833333333334,
|
| 683 |
+
"mean_delta_vs_baseline": -0.0012768551670832295,
|
| 684 |
+
"min_delta_vs_baseline": -0.0030992147339105602,
|
| 685 |
+
"positive_folds_vs_baseline": 1,
|
| 686 |
+
"fold_deltas_vs_baseline": [
|
| 687 |
+
-0.0015641102179998478,
|
| 688 |
+
0.002401434887993298,
|
| 689 |
+
-0.0012498081924754156,
|
| 690 |
+
-0.002872577579023622,
|
| 691 |
+
-0.0030992147339105602
|
| 692 |
+
]
|
| 693 |
+
},
|
| 694 |
+
{
|
| 695 |
+
"b": 0.1,
|
| 696 |
+
"alpha": 0.0,
|
| 697 |
+
"fold_metrics": [
|
| 698 |
+
{
|
| 699 |
+
"fold": 0,
|
| 700 |
+
"nDCG@10": 0.15338016008532554,
|
| 701 |
+
"MRR@10": 0.12466071428571429,
|
| 702 |
+
"P@10": 0.026600000000000103,
|
| 703 |
+
"R@10": 0.254,
|
| 704 |
+
"R@100": 0.512,
|
| 705 |
+
"Hit@10": 0.261,
|
| 706 |
+
"Hit@100": 0.521
|
| 707 |
+
},
|
| 708 |
+
{
|
| 709 |
+
"fold": 1,
|
| 710 |
+
"nDCG@10": 0.15196214165868852,
|
| 711 |
+
"MRR@10": 0.11989920634920632,
|
| 712 |
+
"P@10": 0.02680000000000011,
|
| 713 |
+
"R@10": 0.2581666666666667,
|
| 714 |
+
"R@100": 0.5025,
|
| 715 |
+
"Hit@10": 0.264,
|
| 716 |
+
"Hit@100": 0.513
|
| 717 |
+
},
|
| 718 |
+
{
|
| 719 |
+
"fold": 2,
|
| 720 |
+
"nDCG@10": 0.16329871299618856,
|
| 721 |
+
"MRR@10": 0.13389642857142853,
|
| 722 |
+
"P@10": 0.027800000000000116,
|
| 723 |
+
"R@10": 0.26383333333333336,
|
| 724 |
+
"R@100": 0.4983333333333333,
|
| 725 |
+
"Hit@10": 0.272,
|
| 726 |
+
"Hit@100": 0.509
|
| 727 |
+
},
|
| 728 |
+
{
|
| 729 |
+
"fold": 3,
|
| 730 |
+
"nDCG@10": 0.15553667102455648,
|
| 731 |
+
"MRR@10": 0.12509285714285714,
|
| 732 |
+
"P@10": 0.027200000000000113,
|
| 733 |
+
"R@10": 0.2597833333333333,
|
| 734 |
+
"R@100": 0.5037666666666667,
|
| 735 |
+
"Hit@10": 0.267,
|
| 736 |
+
"Hit@100": 0.512
|
| 737 |
+
},
|
| 738 |
+
{
|
| 739 |
+
"fold": 4,
|
| 740 |
+
"nDCG@10": 0.16751828517520065,
|
| 741 |
+
"MRR@10": 0.1326960317460318,
|
| 742 |
+
"P@10": 0.03060000000000014,
|
| 743 |
+
"R@10": 0.28936666666666666,
|
| 744 |
+
"R@100": 0.5125666666666666,
|
| 745 |
+
"Hit@10": 0.296,
|
| 746 |
+
"Hit@100": 0.522
|
| 747 |
+
}
|
| 748 |
+
],
|
| 749 |
+
"mean_nDCG@10": 0.15833919418799194,
|
| 750 |
+
"mean_MRR@10": 0.12724904761904762,
|
| 751 |
+
"mean_R@100": 0.5058333333333334,
|
| 752 |
+
"mean_delta_vs_baseline": -0.003318652205662809,
|
| 753 |
+
"min_delta_vs_baseline": -0.005649245208460302,
|
| 754 |
+
"positive_folds_vs_baseline": 1,
|
| 755 |
+
"fold_deltas_vs_baseline": [
|
| 756 |
+
-0.004126162476178891,
|
| 757 |
+
-0.005649245208460302,
|
| 758 |
+
-0.004957840934899427,
|
| 759 |
+
0.0011546727832567327,
|
| 760 |
+
-0.003014685192032157
|
| 761 |
+
]
|
| 762 |
+
},
|
| 763 |
+
{
|
| 764 |
+
"b": 0.1,
|
| 765 |
+
"alpha": 0.125,
|
| 766 |
+
"fold_metrics": [
|
| 767 |
+
{
|
| 768 |
+
"fold": 0,
|
| 769 |
+
"nDCG@10": 0.15599054742721377,
|
| 770 |
+
"MRR@10": 0.12715555555555558,
|
| 771 |
+
"P@10": 0.026900000000000108,
|
| 772 |
+
"R@10": 0.2576666666666667,
|
| 773 |
+
"R@100": 0.511,
|
| 774 |
+
"Hit@10": 0.264,
|
| 775 |
+
"Hit@100": 0.52
|
| 776 |
+
},
|
| 777 |
+
{
|
| 778 |
+
"fold": 1,
|
| 779 |
+
"nDCG@10": 0.15600825775129856,
|
| 780 |
+
"MRR@10": 0.12333611111111108,
|
| 781 |
+
"P@10": 0.027500000000000118,
|
| 782 |
+
"R@10": 0.2651666666666666,
|
| 783 |
+
"R@100": 0.5065,
|
| 784 |
+
"Hit@10": 0.271,
|
| 785 |
+
"Hit@100": 0.517
|
| 786 |
+
},
|
| 787 |
+
{
|
| 788 |
+
"fold": 2,
|
| 789 |
+
"nDCG@10": 0.1667381446202801,
|
| 790 |
+
"MRR@10": 0.1370571428571428,
|
| 791 |
+
"P@10": 0.028200000000000124,
|
| 792 |
+
"R@10": 0.268,
|
| 793 |
+
"R@100": 0.4993333333333333,
|
| 794 |
+
"Hit@10": 0.275,
|
| 795 |
+
"Hit@100": 0.509
|
| 796 |
+
},
|
| 797 |
+
{
|
| 798 |
+
"fold": 3,
|
| 799 |
+
"nDCG@10": 0.15502916054055424,
|
| 800 |
+
"MRR@10": 0.12429722222222221,
|
| 801 |
+
"P@10": 0.027200000000000113,
|
| 802 |
+
"R@10": 0.2592833333333333,
|
| 803 |
+
"R@100": 0.5047666666666667,
|
| 804 |
+
"Hit@10": 0.267,
|
| 805 |
+
"Hit@100": 0.513
|
| 806 |
+
},
|
| 807 |
+
{
|
| 808 |
+
"fold": 4,
|
| 809 |
+
"nDCG@10": 0.1687295124660174,
|
| 810 |
+
"MRR@10": 0.1337480158730159,
|
| 811 |
+
"P@10": 0.030800000000000143,
|
| 812 |
+
"R@10": 0.29136666666666666,
|
| 813 |
+
"R@100": 0.5125666666666666,
|
| 814 |
+
"Hit@10": 0.298,
|
| 815 |
+
"Hit@100": 0.522
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"mean_nDCG@10": 0.16049912456107282,
|
| 819 |
+
"mean_MRR@10": 0.1291188095238095,
|
| 820 |
+
"mean_R@100": 0.5068333333333334,
|
| 821 |
+
"mean_delta_vs_baseline": -0.0011587218325819436,
|
| 822 |
+
"min_delta_vs_baseline": -0.0018034579012154162,
|
| 823 |
+
"positive_folds_vs_baseline": 1,
|
| 824 |
+
"fold_deltas_vs_baseline": [
|
| 825 |
+
-0.001515775134290659,
|
| 826 |
+
-0.0016031291158502547,
|
| 827 |
+
-0.0015184093108078778,
|
| 828 |
+
0.000647162299254489,
|
| 829 |
+
-0.0018034579012154162
|
| 830 |
+
]
|
| 831 |
+
},
|
| 832 |
+
{
|
| 833 |
+
"b": 0.1,
|
| 834 |
+
"alpha": 0.25,
|
| 835 |
+
"fold_metrics": [
|
| 836 |
+
{
|
| 837 |
+
"fold": 0,
|
| 838 |
+
"nDCG@10": 0.15750632256150443,
|
| 839 |
+
"MRR@10": 0.12843769841269842,
|
| 840 |
+
"P@10": 0.027200000000000113,
|
| 841 |
+
"R@10": 0.2606666666666667,
|
| 842 |
+
"R@100": 0.508,
|
| 843 |
+
"Hit@10": 0.267,
|
| 844 |
+
"Hit@100": 0.517
|
| 845 |
+
},
|
| 846 |
+
{
|
| 847 |
+
"fold": 1,
|
| 848 |
+
"nDCG@10": 0.15761138686714882,
|
| 849 |
+
"MRR@10": 0.12543492063492068,
|
| 850 |
+
"P@10": 0.027500000000000115,
|
| 851 |
+
"R@10": 0.2651666666666666,
|
| 852 |
+
"R@100": 0.5095,
|
| 853 |
+
"Hit@10": 0.271,
|
| 854 |
+
"Hit@100": 0.519
|
| 855 |
+
},
|
| 856 |
+
{
|
| 857 |
+
"fold": 2,
|
| 858 |
+
"nDCG@10": 0.168256553931088,
|
| 859 |
+
"MRR@10": 0.13956111111111105,
|
| 860 |
+
"P@10": 0.028000000000000122,
|
| 861 |
+
"R@10": 0.2666666666666666,
|
| 862 |
+
"R@100": 0.4928333333333333,
|
| 863 |
+
"Hit@10": 0.274,
|
| 864 |
+
"Hit@100": 0.502
|
| 865 |
+
},
|
| 866 |
+
{
|
| 867 |
+
"fold": 3,
|
| 868 |
+
"nDCG@10": 0.15438199824129975,
|
| 869 |
+
"MRR@10": 0.12256706349206342,
|
| 870 |
+
"P@10": 0.027400000000000115,
|
| 871 |
+
"R@10": 0.2617833333333333,
|
| 872 |
+
"R@100": 0.5042666666666666,
|
| 873 |
+
"Hit@10": 0.269,
|
| 874 |
+
"Hit@100": 0.513
|
| 875 |
+
},
|
| 876 |
+
{
|
| 877 |
+
"fold": 4,
|
| 878 |
+
"nDCG@10": 0.1705329703672328,
|
| 879 |
+
"MRR@10": 0.13583015873015875,
|
| 880 |
+
"P@10": 0.031000000000000145,
|
| 881 |
+
"R@10": 0.29236666666666666,
|
| 882 |
+
"R@100": 0.5135666666666666,
|
| 883 |
+
"Hit@10": 0.3,
|
| 884 |
+
"Hit@100": 0.523
|
| 885 |
+
}
|
| 886 |
+
],
|
| 887 |
+
"mean_nDCG@10": 0.16165784639365474,
|
| 888 |
+
"mean_MRR@10": 0.13036619047619044,
|
| 889 |
+
"mean_R@100": 0.5056333333333333,
|
| 890 |
+
"mean_delta_vs_baseline": 0.0,
|
| 891 |
+
"min_delta_vs_baseline": 0.0,
|
| 892 |
+
"positive_folds_vs_baseline": 0,
|
| 893 |
+
"fold_deltas_vs_baseline": [
|
| 894 |
+
0.0,
|
| 895 |
+
0.0,
|
| 896 |
+
0.0,
|
| 897 |
+
0.0,
|
| 898 |
+
0.0
|
| 899 |
+
]
|
| 900 |
+
},
|
| 901 |
+
{
|
| 902 |
+
"b": 0.1,
|
| 903 |
+
"alpha": 0.375,
|
| 904 |
+
"fold_metrics": [
|
| 905 |
+
{
|
| 906 |
+
"fold": 0,
|
| 907 |
+
"nDCG@10": 0.15532738973415358,
|
| 908 |
+
"MRR@10": 0.1250730158730159,
|
| 909 |
+
"P@10": 0.027400000000000115,
|
| 910 |
+
"R@10": 0.26283333333333336,
|
| 911 |
+
"R@100": 0.511,
|
| 912 |
+
"Hit@10": 0.27,
|
| 913 |
+
"Hit@100": 0.52
|
| 914 |
+
},
|
| 915 |
+
{
|
| 916 |
+
"fold": 1,
|
| 917 |
+
"nDCG@10": 0.158943332094604,
|
| 918 |
+
"MRR@10": 0.12707539682539684,
|
| 919 |
+
"P@10": 0.027500000000000115,
|
| 920 |
+
"R@10": 0.2656666666666666,
|
| 921 |
+
"R@100": 0.5085,
|
| 922 |
+
"Hit@10": 0.271,
|
| 923 |
+
"Hit@100": 0.518
|
| 924 |
+
},
|
| 925 |
+
{
|
| 926 |
+
"fold": 2,
|
| 927 |
+
"nDCG@10": 0.16756180726600575,
|
| 928 |
+
"MRR@10": 0.13900793650793644,
|
| 929 |
+
"P@10": 0.02790000000000012,
|
| 930 |
+
"R@10": 0.266,
|
| 931 |
+
"R@100": 0.4913333333333333,
|
| 932 |
+
"Hit@10": 0.274,
|
| 933 |
+
"Hit@100": 0.501
|
| 934 |
+
},
|
| 935 |
+
{
|
| 936 |
+
"fold": 3,
|
| 937 |
+
"nDCG@10": 0.1542155842365087,
|
| 938 |
+
"MRR@10": 0.12305238095238093,
|
| 939 |
+
"P@10": 0.02730000000000012,
|
| 940 |
+
"R@10": 0.26011666666666666,
|
| 941 |
+
"R@100": 0.5032666666666666,
|
| 942 |
+
"Hit@10": 0.268,
|
| 943 |
+
"Hit@100": 0.512
|
| 944 |
+
},
|
| 945 |
+
{
|
| 946 |
+
"fold": 4,
|
| 947 |
+
"nDCG@10": 0.16958363680409821,
|
| 948 |
+
"MRR@10": 0.13477460317460324,
|
| 949 |
+
"P@10": 0.030800000000000143,
|
| 950 |
+
"R@10": 0.2911666666666667,
|
| 951 |
+
"R@100": 0.5145666666666666,
|
| 952 |
+
"Hit@10": 0.298,
|
| 953 |
+
"Hit@100": 0.524
|
| 954 |
+
}
|
| 955 |
+
],
|
| 956 |
+
"mean_nDCG@10": 0.16112635002707404,
|
| 957 |
+
"mean_MRR@10": 0.12979666666666664,
|
| 958 |
+
"mean_R@100": 0.5057333333333334,
|
| 959 |
+
"mean_delta_vs_baseline": -0.0005314963665807082,
|
| 960 |
+
"min_delta_vs_baseline": -0.002178932827350849,
|
| 961 |
+
"positive_folds_vs_baseline": 1,
|
| 962 |
+
"fold_deltas_vs_baseline": [
|
| 963 |
+
-0.002178932827350849,
|
| 964 |
+
0.0013319452274551946,
|
| 965 |
+
-0.0006947466650822354,
|
| 966 |
+
-0.00016641400479106006,
|
| 967 |
+
-0.0009493335631345912
|
| 968 |
+
]
|
| 969 |
+
},
|
| 970 |
+
{
|
| 971 |
+
"b": 0.1,
|
| 972 |
+
"alpha": 0.5,
|
| 973 |
+
"fold_metrics": [
|
| 974 |
+
{
|
| 975 |
+
"fold": 0,
|
| 976 |
+
"nDCG@10": 0.15678210392803377,
|
| 977 |
+
"MRR@10": 0.12602539682539685,
|
| 978 |
+
"P@10": 0.02770000000000012,
|
| 979 |
+
"R@10": 0.26583333333333337,
|
| 980 |
+
"R@100": 0.511,
|
| 981 |
+
"Hit@10": 0.273,
|
| 982 |
+
"Hit@100": 0.52
|
| 983 |
+
},
|
| 984 |
+
{
|
| 985 |
+
"fold": 1,
|
| 986 |
+
"nDCG@10": 0.1587397089885364,
|
| 987 |
+
"MRR@10": 0.12610992063492066,
|
| 988 |
+
"P@10": 0.027700000000000117,
|
| 989 |
+
"R@10": 0.2676666666666666,
|
| 990 |
+
"R@100": 0.5085,
|
| 991 |
+
"Hit@10": 0.273,
|
| 992 |
+
"Hit@100": 0.518
|
| 993 |
+
},
|
| 994 |
+
{
|
| 995 |
+
"fold": 2,
|
| 996 |
+
"nDCG@10": 0.16842298799074093,
|
| 997 |
+
"MRR@10": 0.14031428571428572,
|
| 998 |
+
"P@10": 0.027900000000000116,
|
| 999 |
+
"R@10": 0.2655,
|
| 1000 |
+
"R@100": 0.4918333333333333,
|
| 1001 |
+
"Hit@10": 0.273,
|
| 1002 |
+
"Hit@100": 0.502
|
| 1003 |
+
},
|
| 1004 |
+
{
|
| 1005 |
+
"fold": 3,
|
| 1006 |
+
"nDCG@10": 0.15258631427672756,
|
| 1007 |
+
"MRR@10": 0.12134682539682537,
|
| 1008 |
+
"P@10": 0.027200000000000113,
|
| 1009 |
+
"R@10": 0.25861666666666666,
|
| 1010 |
+
"R@100": 0.5042666666666666,
|
| 1011 |
+
"Hit@10": 0.266,
|
| 1012 |
+
"Hit@100": 0.513
|
| 1013 |
+
},
|
| 1014 |
+
{
|
| 1015 |
+
"fold": 4,
|
| 1016 |
+
"nDCG@10": 0.16703504269465047,
|
| 1017 |
+
"MRR@10": 0.13230555555555562,
|
| 1018 |
+
"P@10": 0.030500000000000135,
|
| 1019 |
+
"R@10": 0.2876666666666667,
|
| 1020 |
+
"R@100": 0.5130666666666666,
|
| 1021 |
+
"Hit@10": 0.294,
|
| 1022 |
+
"Hit@100": 0.522
|
| 1023 |
+
}
|
| 1024 |
+
],
|
| 1025 |
+
"mean_nDCG@10": 0.1607132315757378,
|
| 1026 |
+
"mean_MRR@10": 0.12922039682539682,
|
| 1027 |
+
"mean_R@100": 0.5057333333333334,
|
| 1028 |
+
"mean_delta_vs_baseline": -0.0009446148179169334,
|
| 1029 |
+
"min_delta_vs_baseline": -0.003497927672582335,
|
| 1030 |
+
"positive_folds_vs_baseline": 2,
|
| 1031 |
+
"fold_deltas_vs_baseline": [
|
| 1032 |
+
-0.0007242186334706635,
|
| 1033 |
+
0.0011283221213875816,
|
| 1034 |
+
0.00016643405965294233,
|
| 1035 |
+
-0.0017956839645721923,
|
| 1036 |
+
-0.003497927672582335
|
| 1037 |
+
]
|
| 1038 |
+
},
|
| 1039 |
+
{
|
| 1040 |
+
"b": 0.15,
|
| 1041 |
+
"alpha": 0.0,
|
| 1042 |
+
"fold_metrics": [
|
| 1043 |
+
{
|
| 1044 |
+
"fold": 0,
|
| 1045 |
+
"nDCG@10": 0.15307598018661955,
|
| 1046 |
+
"MRR@10": 0.12310476190476186,
|
| 1047 |
+
"P@10": 0.02700000000000011,
|
| 1048 |
+
"R@10": 0.258,
|
| 1049 |
+
"R@100": 0.51,
|
| 1050 |
+
"Hit@10": 0.265,
|
| 1051 |
+
"Hit@100": 0.519
|
| 1052 |
+
},
|
| 1053 |
+
{
|
| 1054 |
+
"fold": 1,
|
| 1055 |
+
"nDCG@10": 0.1489949679277638,
|
| 1056 |
+
"MRR@10": 0.11732142857142845,
|
| 1057 |
+
"P@10": 0.026300000000000098,
|
| 1058 |
+
"R@10": 0.25366666666666665,
|
| 1059 |
+
"R@100": 0.4983333333333333,
|
| 1060 |
+
"Hit@10": 0.26,
|
| 1061 |
+
"Hit@100": 0.508
|
| 1062 |
+
},
|
| 1063 |
+
{
|
| 1064 |
+
"fold": 2,
|
| 1065 |
+
"nDCG@10": 0.16225171127511206,
|
| 1066 |
+
"MRR@10": 0.13186071428571425,
|
| 1067 |
+
"P@10": 0.028000000000000125,
|
| 1068 |
+
"R@10": 0.26633333333333337,
|
| 1069 |
+
"R@100": 0.4948333333333333,
|
| 1070 |
+
"Hit@10": 0.275,
|
| 1071 |
+
"Hit@100": 0.506
|
| 1072 |
+
},
|
| 1073 |
+
{
|
| 1074 |
+
"fold": 3,
|
| 1075 |
+
"nDCG@10": 0.15293497134456951,
|
| 1076 |
+
"MRR@10": 0.12279563492063494,
|
| 1077 |
+
"P@10": 0.026700000000000106,
|
| 1078 |
+
"R@10": 0.2557833333333333,
|
| 1079 |
+
"R@100": 0.4989666666666666,
|
| 1080 |
+
"Hit@10": 0.262,
|
| 1081 |
+
"Hit@100": 0.507
|
| 1082 |
+
},
|
| 1083 |
+
{
|
| 1084 |
+
"fold": 4,
|
| 1085 |
+
"nDCG@10": 0.16583230323747433,
|
| 1086 |
+
"MRR@10": 0.12975873015873016,
|
| 1087 |
+
"P@10": 0.03070000000000014,
|
| 1088 |
+
"R@10": 0.29086666666666666,
|
| 1089 |
+
"R@100": 0.5115666666666666,
|
| 1090 |
+
"Hit@10": 0.297,
|
| 1091 |
+
"Hit@100": 0.521
|
| 1092 |
+
}
|
| 1093 |
+
],
|
| 1094 |
+
"mean_nDCG@10": 0.15661798679430786,
|
| 1095 |
+
"mean_MRR@10": 0.12496825396825392,
|
| 1096 |
+
"mean_R@100": 0.50274,
|
| 1097 |
+
"mean_delta_vs_baseline": -0.005039859599346908,
|
| 1098 |
+
"min_delta_vs_baseline": -0.008616418939385029,
|
| 1099 |
+
"positive_folds_vs_baseline": 0,
|
| 1100 |
+
"fold_deltas_vs_baseline": [
|
| 1101 |
+
-0.004430342374884877,
|
| 1102 |
+
-0.008616418939385029,
|
| 1103 |
+
-0.006004842655975923,
|
| 1104 |
+
-0.0014470268967302358,
|
| 1105 |
+
-0.0047006671297584735
|
| 1106 |
+
]
|
| 1107 |
+
},
|
| 1108 |
+
{
|
| 1109 |
+
"b": 0.15,
|
| 1110 |
+
"alpha": 0.125,
|
| 1111 |
+
"fold_metrics": [
|
| 1112 |
+
{
|
| 1113 |
+
"fold": 0,
|
| 1114 |
+
"nDCG@10": 0.15465461740859832,
|
| 1115 |
+
"MRR@10": 0.12555476190476186,
|
| 1116 |
+
"P@10": 0.026900000000000108,
|
| 1117 |
+
"R@10": 0.257,
|
| 1118 |
+
"R@100": 0.508,
|
| 1119 |
+
"Hit@10": 0.264,
|
| 1120 |
+
"Hit@100": 0.517
|
| 1121 |
+
},
|
| 1122 |
+
{
|
| 1123 |
+
"fold": 1,
|
| 1124 |
+
"nDCG@10": 0.1540475403916388,
|
| 1125 |
+
"MRR@10": 0.122190873015873,
|
| 1126 |
+
"P@10": 0.02690000000000011,
|
| 1127 |
+
"R@10": 0.2596666666666666,
|
| 1128 |
+
"R@100": 0.5033333333333333,
|
| 1129 |
+
"Hit@10": 0.266,
|
| 1130 |
+
"Hit@100": 0.513
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"fold": 2,
|
| 1134 |
+
"nDCG@10": 0.16310261260777928,
|
| 1135 |
+
"MRR@10": 0.13363492063492058,
|
| 1136 |
+
"P@10": 0.027700000000000117,
|
| 1137 |
+
"R@10": 0.2635,
|
| 1138 |
+
"R@100": 0.4933333333333333,
|
| 1139 |
+
"Hit@10": 0.271,
|
| 1140 |
+
"Hit@100": 0.504
|
| 1141 |
+
},
|
| 1142 |
+
{
|
| 1143 |
+
"fold": 3,
|
| 1144 |
+
"nDCG@10": 0.15306706311990023,
|
| 1145 |
+
"MRR@10": 0.12154325396825395,
|
| 1146 |
+
"P@10": 0.02720000000000011,
|
| 1147 |
+
"R@10": 0.25911666666666666,
|
| 1148 |
+
"R@100": 0.5007666666666667,
|
| 1149 |
+
"Hit@10": 0.266,
|
| 1150 |
+
"Hit@100": 0.509
|
| 1151 |
+
},
|
| 1152 |
+
{
|
| 1153 |
+
"fold": 4,
|
| 1154 |
+
"nDCG@10": 0.16820588310503368,
|
| 1155 |
+
"MRR@10": 0.1330634920634921,
|
| 1156 |
+
"P@10": 0.03070000000000014,
|
| 1157 |
+
"R@10": 0.29086666666666666,
|
| 1158 |
+
"R@100": 0.5125666666666666,
|
| 1159 |
+
"Hit@10": 0.297,
|
| 1160 |
+
"Hit@100": 0.522
|
| 1161 |
+
}
|
| 1162 |
+
],
|
| 1163 |
+
"mean_nDCG@10": 0.15861554332659006,
|
| 1164 |
+
"mean_MRR@10": 0.12719746031746032,
|
| 1165 |
+
"mean_R@100": 0.5035999999999999,
|
| 1166 |
+
"mean_delta_vs_baseline": -0.0030423030670647,
|
| 1167 |
+
"min_delta_vs_baseline": -0.005153941323308708,
|
| 1168 |
+
"positive_folds_vs_baseline": 0,
|
| 1169 |
+
"fold_deltas_vs_baseline": [
|
| 1170 |
+
-0.0028517051529061144,
|
| 1171 |
+
-0.0035638464755100296,
|
| 1172 |
+
-0.005153941323308708,
|
| 1173 |
+
-0.0013149351213995186,
|
| 1174 |
+
-0.002327087262199129
|
| 1175 |
+
]
|
| 1176 |
+
},
|
| 1177 |
+
{
|
| 1178 |
+
"b": 0.15,
|
| 1179 |
+
"alpha": 0.25,
|
| 1180 |
+
"fold_metrics": [
|
| 1181 |
+
{
|
| 1182 |
+
"fold": 0,
|
| 1183 |
+
"nDCG@10": 0.1557397591339137,
|
| 1184 |
+
"MRR@10": 0.12617777777777775,
|
| 1185 |
+
"P@10": 0.027200000000000113,
|
| 1186 |
+
"R@10": 0.26,
|
| 1187 |
+
"R@100": 0.51,
|
| 1188 |
+
"Hit@10": 0.267,
|
| 1189 |
+
"Hit@100": 0.519
|
| 1190 |
+
},
|
| 1191 |
+
{
|
| 1192 |
+
"fold": 1,
|
| 1193 |
+
"nDCG@10": 0.1555674196843638,
|
| 1194 |
+
"MRR@10": 0.12406944444444447,
|
| 1195 |
+
"P@10": 0.027000000000000107,
|
| 1196 |
+
"R@10": 0.2601666666666666,
|
| 1197 |
+
"R@100": 0.5043333333333333,
|
| 1198 |
+
"Hit@10": 0.266,
|
| 1199 |
+
"Hit@100": 0.513
|
| 1200 |
+
},
|
| 1201 |
+
{
|
| 1202 |
+
"fold": 2,
|
| 1203 |
+
"nDCG@10": 0.16743367098888626,
|
| 1204 |
+
"MRR@10": 0.13760476190476187,
|
| 1205 |
+
"P@10": 0.028400000000000127,
|
| 1206 |
+
"R@10": 0.2698333333333333,
|
| 1207 |
+
"R@100": 0.4948333333333333,
|
| 1208 |
+
"Hit@10": 0.278,
|
| 1209 |
+
"Hit@100": 0.505
|
| 1210 |
+
},
|
| 1211 |
+
{
|
| 1212 |
+
"fold": 3,
|
| 1213 |
+
"nDCG@10": 0.15275114111493898,
|
| 1214 |
+
"MRR@10": 0.12143253968253966,
|
| 1215 |
+
"P@10": 0.02710000000000011,
|
| 1216 |
+
"R@10": 0.25761666666666666,
|
| 1217 |
+
"R@100": 0.5002666666666666,
|
| 1218 |
+
"Hit@10": 0.265,
|
| 1219 |
+
"Hit@100": 0.509
|
| 1220 |
+
},
|
| 1221 |
+
{
|
| 1222 |
+
"fold": 4,
|
| 1223 |
+
"nDCG@10": 0.1699964993539452,
|
| 1224 |
+
"MRR@10": 0.1345416666666667,
|
| 1225 |
+
"P@10": 0.031000000000000145,
|
| 1226 |
+
"R@10": 0.29336666666666666,
|
| 1227 |
+
"R@100": 0.5135666666666666,
|
| 1228 |
+
"Hit@10": 0.3,
|
| 1229 |
+
"Hit@100": 0.523
|
| 1230 |
+
}
|
| 1231 |
+
],
|
| 1232 |
+
"mean_nDCG@10": 0.1602976980552096,
|
| 1233 |
+
"mean_MRR@10": 0.12876523809523807,
|
| 1234 |
+
"mean_R@100": 0.5045999999999999,
|
| 1235 |
+
"mean_delta_vs_baseline": -0.0013601483384451719,
|
| 1236 |
+
"min_delta_vs_baseline": -0.002043967182785017,
|
| 1237 |
+
"positive_folds_vs_baseline": 0,
|
| 1238 |
+
"fold_deltas_vs_baseline": [
|
| 1239 |
+
-0.0017665634275907394,
|
| 1240 |
+
-0.002043967182785017,
|
| 1241 |
+
-0.0008228829422017303,
|
| 1242 |
+
-0.0016308571263607685,
|
| 1243 |
+
-0.0005364710132876038
|
| 1244 |
+
]
|
| 1245 |
+
},
|
| 1246 |
+
{
|
| 1247 |
+
"b": 0.15,
|
| 1248 |
+
"alpha": 0.375,
|
| 1249 |
+
"fold_metrics": [
|
| 1250 |
+
{
|
| 1251 |
+
"fold": 0,
|
| 1252 |
+
"nDCG@10": 0.15710433346498545,
|
| 1253 |
+
"MRR@10": 0.1268190476190476,
|
| 1254 |
+
"P@10": 0.027600000000000117,
|
| 1255 |
+
"R@10": 0.26466666666666666,
|
| 1256 |
+
"R@100": 0.509,
|
| 1257 |
+
"Hit@10": 0.271,
|
| 1258 |
+
"Hit@100": 0.518
|
| 1259 |
+
},
|
| 1260 |
+
{
|
| 1261 |
+
"fold": 1,
|
| 1262 |
+
"nDCG@10": 0.15897167767285392,
|
| 1263 |
+
"MRR@10": 0.12683055555555559,
|
| 1264 |
+
"P@10": 0.027600000000000117,
|
| 1265 |
+
"R@10": 0.2666666666666666,
|
| 1266 |
+
"R@100": 0.5083333333333333,
|
| 1267 |
+
"Hit@10": 0.273,
|
| 1268 |
+
"Hit@100": 0.517
|
| 1269 |
+
},
|
| 1270 |
+
{
|
| 1271 |
+
"fold": 2,
|
| 1272 |
+
"nDCG@10": 0.16716567887731176,
|
| 1273 |
+
"MRR@10": 0.1375670634920634,
|
| 1274 |
+
"P@10": 0.028300000000000124,
|
| 1275 |
+
"R@10": 0.26883333333333337,
|
| 1276 |
+
"R@100": 0.4903333333333333,
|
| 1277 |
+
"Hit@10": 0.277,
|
| 1278 |
+
"Hit@100": 0.5
|
| 1279 |
+
},
|
| 1280 |
+
{
|
| 1281 |
+
"fold": 3,
|
| 1282 |
+
"nDCG@10": 0.15162001279173787,
|
| 1283 |
+
"MRR@10": 0.1208003968253968,
|
| 1284 |
+
"P@10": 0.02680000000000011,
|
| 1285 |
+
"R@10": 0.25461666666666666,
|
| 1286 |
+
"R@100": 0.49726666666666663,
|
| 1287 |
+
"Hit@10": 0.262,
|
| 1288 |
+
"Hit@100": 0.506
|
| 1289 |
+
},
|
| 1290 |
+
{
|
| 1291 |
+
"fold": 4,
|
| 1292 |
+
"nDCG@10": 0.16915810449088275,
|
| 1293 |
+
"MRR@10": 0.1341218253968254,
|
| 1294 |
+
"P@10": 0.03080000000000014,
|
| 1295 |
+
"R@10": 0.29086666666666666,
|
| 1296 |
+
"R@100": 0.5140666666666666,
|
| 1297 |
+
"Hit@10": 0.297,
|
| 1298 |
+
"Hit@100": 0.523
|
| 1299 |
+
}
|
| 1300 |
+
],
|
| 1301 |
+
"mean_nDCG@10": 0.16080396145955436,
|
| 1302 |
+
"mean_MRR@10": 0.12922777777777775,
|
| 1303 |
+
"mean_R@100": 0.5037999999999999,
|
| 1304 |
+
"mean_delta_vs_baseline": -0.0008538849341004073,
|
| 1305 |
+
"min_delta_vs_baseline": -0.0027619854495618823,
|
| 1306 |
+
"positive_folds_vs_baseline": 1,
|
| 1307 |
+
"fold_deltas_vs_baseline": [
|
| 1308 |
+
-0.00040198909651897874,
|
| 1309 |
+
0.0013602908057051,
|
| 1310 |
+
-0.0010908750537762246,
|
| 1311 |
+
-0.0027619854495618823,
|
| 1312 |
+
-0.001374865876350051
|
| 1313 |
+
]
|
| 1314 |
+
},
|
| 1315 |
+
{
|
| 1316 |
+
"b": 0.15,
|
| 1317 |
+
"alpha": 0.5,
|
| 1318 |
+
"fold_metrics": [
|
| 1319 |
+
{
|
| 1320 |
+
"fold": 0,
|
| 1321 |
+
"nDCG@10": 0.15685657741930667,
|
| 1322 |
+
"MRR@10": 0.12641865079365078,
|
| 1323 |
+
"P@10": 0.02770000000000012,
|
| 1324 |
+
"R@10": 0.26516666666666666,
|
| 1325 |
+
"R@100": 0.507,
|
| 1326 |
+
"Hit@10": 0.272,
|
| 1327 |
+
"Hit@100": 0.516
|
| 1328 |
+
},
|
| 1329 |
+
{
|
| 1330 |
+
"fold": 1,
|
| 1331 |
+
"nDCG@10": 0.15735533668348978,
|
| 1332 |
+
"MRR@10": 0.1252916666666667,
|
| 1333 |
+
"P@10": 0.027400000000000115,
|
| 1334 |
+
"R@10": 0.2641666666666666,
|
| 1335 |
+
"R@100": 0.5053333333333333,
|
| 1336 |
+
"Hit@10": 0.271,
|
| 1337 |
+
"Hit@100": 0.514
|
| 1338 |
+
},
|
| 1339 |
+
{
|
| 1340 |
+
"fold": 2,
|
| 1341 |
+
"nDCG@10": 0.1659027827240475,
|
| 1342 |
+
"MRR@10": 0.13722142857142852,
|
| 1343 |
+
"P@10": 0.02790000000000012,
|
| 1344 |
+
"R@10": 0.26583333333333337,
|
| 1345 |
+
"R@100": 0.48683333333333334,
|
| 1346 |
+
"Hit@10": 0.274,
|
| 1347 |
+
"Hit@100": 0.497
|
| 1348 |
+
},
|
| 1349 |
+
{
|
| 1350 |
+
"fold": 3,
|
| 1351 |
+
"nDCG@10": 0.15263378346509496,
|
| 1352 |
+
"MRR@10": 0.12193650793650793,
|
| 1353 |
+
"P@10": 0.026900000000000108,
|
| 1354 |
+
"R@10": 0.25561666666666666,
|
| 1355 |
+
"R@100": 0.49726666666666663,
|
| 1356 |
+
"Hit@10": 0.263,
|
| 1357 |
+
"Hit@100": 0.506
|
| 1358 |
+
},
|
| 1359 |
+
{
|
| 1360 |
+
"fold": 4,
|
| 1361 |
+
"nDCG@10": 0.16810071814091837,
|
| 1362 |
+
"MRR@10": 0.13306269841269844,
|
| 1363 |
+
"P@10": 0.030600000000000138,
|
| 1364 |
+
"R@10": 0.2896666666666667,
|
| 1365 |
+
"R@100": 0.5110666666666667,
|
| 1366 |
+
"Hit@10": 0.295,
|
| 1367 |
+
"Hit@100": 0.52
|
| 1368 |
+
}
|
| 1369 |
+
],
|
| 1370 |
+
"mean_nDCG@10": 0.16016983968657145,
|
| 1371 |
+
"mean_MRR@10": 0.12878619047619047,
|
| 1372 |
+
"mean_R@100": 0.5015,
|
| 1373 |
+
"mean_delta_vs_baseline": -0.0014880067070833058,
|
| 1374 |
+
"min_delta_vs_baseline": -0.0024322522263144353,
|
| 1375 |
+
"positive_folds_vs_baseline": 0,
|
| 1376 |
+
"fold_deltas_vs_baseline": [
|
| 1377 |
+
-0.0006497451421977607,
|
| 1378 |
+
-0.0002560501836590401,
|
| 1379 |
+
-0.0023537712070405004,
|
| 1380 |
+
-0.0017482147762047928,
|
| 1381 |
+
-0.0024322522263144353
|
| 1382 |
+
]
|
| 1383 |
+
},
|
| 1384 |
+
{
|
| 1385 |
+
"b": 0.2,
|
| 1386 |
+
"alpha": 0.0,
|
| 1387 |
+
"fold_metrics": [
|
| 1388 |
+
{
|
| 1389 |
+
"fold": 0,
|
| 1390 |
+
"nDCG@10": 0.15084454463812116,
|
| 1391 |
+
"MRR@10": 0.12036150793650789,
|
| 1392 |
+
"P@10": 0.02680000000000011,
|
| 1393 |
+
"R@10": 0.256,
|
| 1394 |
+
"R@100": 0.5045,
|
| 1395 |
+
"Hit@10": 0.263,
|
| 1396 |
+
"Hit@100": 0.514
|
| 1397 |
+
},
|
| 1398 |
+
{
|
| 1399 |
+
"fold": 1,
|
| 1400 |
+
"nDCG@10": 0.14889887514682087,
|
| 1401 |
+
"MRR@10": 0.11866785714285707,
|
| 1402 |
+
"P@10": 0.025900000000000093,
|
| 1403 |
+
"R@10": 0.25016666666666665,
|
| 1404 |
+
"R@100": 0.4968333333333333,
|
| 1405 |
+
"Hit@10": 0.257,
|
| 1406 |
+
"Hit@100": 0.506
|
| 1407 |
+
},
|
| 1408 |
+
{
|
| 1409 |
+
"fold": 2,
|
| 1410 |
+
"nDCG@10": 0.16009580827016895,
|
| 1411 |
+
"MRR@10": 0.12947103174603175,
|
| 1412 |
+
"P@10": 0.027800000000000123,
|
| 1413 |
+
"R@10": 0.26433333333333336,
|
| 1414 |
+
"R@100": 0.48733333333333334,
|
| 1415 |
+
"Hit@10": 0.273,
|
| 1416 |
+
"Hit@100": 0.498
|
| 1417 |
+
},
|
| 1418 |
+
{
|
| 1419 |
+
"fold": 3,
|
| 1420 |
+
"nDCG@10": 0.1487498654719317,
|
| 1421 |
+
"MRR@10": 0.11940158730158729,
|
| 1422 |
+
"P@10": 0.025900000000000093,
|
| 1423 |
+
"R@10": 0.2477833333333333,
|
| 1424 |
+
"R@100": 0.49496666666666667,
|
| 1425 |
+
"Hit@10": 0.254,
|
| 1426 |
+
"Hit@100": 0.503
|
| 1427 |
+
},
|
| 1428 |
+
{
|
| 1429 |
+
"fold": 4,
|
| 1430 |
+
"nDCG@10": 0.16425281544804965,
|
| 1431 |
+
"MRR@10": 0.12779801587301587,
|
| 1432 |
+
"P@10": 0.03060000000000014,
|
| 1433 |
+
"R@10": 0.28936666666666666,
|
| 1434 |
+
"R@100": 0.5085666666666667,
|
| 1435 |
+
"Hit@10": 0.296,
|
| 1436 |
+
"Hit@100": 0.518
|
| 1437 |
+
}
|
| 1438 |
+
],
|
| 1439 |
+
"mean_nDCG@10": 0.15456838179501844,
|
| 1440 |
+
"mean_MRR@10": 0.12313999999999999,
|
| 1441 |
+
"mean_R@100": 0.49844,
|
| 1442 |
+
"mean_delta_vs_baseline": -0.007089464598636292,
|
| 1443 |
+
"min_delta_vs_baseline": -0.008712511720327942,
|
| 1444 |
+
"positive_folds_vs_baseline": 0,
|
| 1445 |
+
"fold_deltas_vs_baseline": [
|
| 1446 |
+
-0.006661777923383266,
|
| 1447 |
+
-0.008712511720327942,
|
| 1448 |
+
-0.008160745660919039,
|
| 1449 |
+
-0.005632132769368053,
|
| 1450 |
+
-0.006280154919183156
|
| 1451 |
+
]
|
| 1452 |
+
},
|
| 1453 |
+
{
|
| 1454 |
+
"b": 0.2,
|
| 1455 |
+
"alpha": 0.125,
|
| 1456 |
+
"fold_metrics": [
|
| 1457 |
+
{
|
| 1458 |
+
"fold": 0,
|
| 1459 |
+
"nDCG@10": 0.15293812941784235,
|
| 1460 |
+
"MRR@10": 0.12321230158730155,
|
| 1461 |
+
"P@10": 0.02680000000000011,
|
| 1462 |
+
"R@10": 0.256,
|
| 1463 |
+
"R@100": 0.505,
|
| 1464 |
+
"Hit@10": 0.263,
|
| 1465 |
+
"Hit@100": 0.514
|
| 1466 |
+
},
|
| 1467 |
+
{
|
| 1468 |
+
"fold": 1,
|
| 1469 |
+
"nDCG@10": 0.1537377430796992,
|
| 1470 |
+
"MRR@10": 0.12259642857142854,
|
| 1471 |
+
"P@10": 0.026700000000000106,
|
| 1472 |
+
"R@10": 0.25816666666666666,
|
| 1473 |
+
"R@100": 0.4988333333333333,
|
| 1474 |
+
"Hit@10": 0.265,
|
| 1475 |
+
"Hit@100": 0.508
|
| 1476 |
+
},
|
| 1477 |
+
{
|
| 1478 |
+
"fold": 2,
|
| 1479 |
+
"nDCG@10": 0.16125475218408047,
|
| 1480 |
+
"MRR@10": 0.13082619047619043,
|
| 1481 |
+
"P@10": 0.02790000000000012,
|
| 1482 |
+
"R@10": 0.26533333333333337,
|
| 1483 |
+
"R@100": 0.4933333333333333,
|
| 1484 |
+
"Hit@10": 0.273,
|
| 1485 |
+
"Hit@100": 0.504
|
| 1486 |
+
},
|
| 1487 |
+
{
|
| 1488 |
+
"fold": 3,
|
| 1489 |
+
"nDCG@10": 0.1495933448535356,
|
| 1490 |
+
"MRR@10": 0.11953809523809528,
|
| 1491 |
+
"P@10": 0.026200000000000095,
|
| 1492 |
+
"R@10": 0.2502833333333333,
|
| 1493 |
+
"R@100": 0.5007666666666667,
|
| 1494 |
+
"Hit@10": 0.256,
|
| 1495 |
+
"Hit@100": 0.509
|
| 1496 |
+
},
|
| 1497 |
+
{
|
| 1498 |
+
"fold": 4,
|
| 1499 |
+
"nDCG@10": 0.16817015799348256,
|
| 1500 |
+
"MRR@10": 0.13179206349206352,
|
| 1501 |
+
"P@10": 0.03110000000000015,
|
| 1502 |
+
"R@10": 0.29436666666666667,
|
| 1503 |
+
"R@100": 0.5115666666666667,
|
| 1504 |
+
"Hit@10": 0.301,
|
| 1505 |
+
"Hit@100": 0.521
|
| 1506 |
+
}
|
| 1507 |
+
],
|
| 1508 |
+
"mean_nDCG@10": 0.15713882550572805,
|
| 1509 |
+
"mean_MRR@10": 0.12559301587301586,
|
| 1510 |
+
"mean_R@100": 0.5019,
|
| 1511 |
+
"mean_delta_vs_baseline": -0.004519020887926722,
|
| 1512 |
+
"min_delta_vs_baseline": -0.007001801747007513,
|
| 1513 |
+
"positive_folds_vs_baseline": 0,
|
| 1514 |
+
"fold_deltas_vs_baseline": [
|
| 1515 |
+
-0.00456819314366208,
|
| 1516 |
+
-0.0038736437874496155,
|
| 1517 |
+
-0.007001801747007513,
|
| 1518 |
+
-0.004788653387764158,
|
| 1519 |
+
-0.002362812373750245
|
| 1520 |
+
]
|
| 1521 |
+
},
|
| 1522 |
+
{
|
| 1523 |
+
"b": 0.2,
|
| 1524 |
+
"alpha": 0.25,
|
| 1525 |
+
"fold_metrics": [
|
| 1526 |
+
{
|
| 1527 |
+
"fold": 0,
|
| 1528 |
+
"nDCG@10": 0.1545027690209074,
|
| 1529 |
+
"MRR@10": 0.12407658730158731,
|
| 1530 |
+
"P@10": 0.027300000000000116,
|
| 1531 |
+
"R@10": 0.261,
|
| 1532 |
+
"R@100": 0.505,
|
| 1533 |
+
"Hit@10": 0.268,
|
| 1534 |
+
"Hit@100": 0.514
|
| 1535 |
+
},
|
| 1536 |
+
{
|
| 1537 |
+
"fold": 1,
|
| 1538 |
+
"nDCG@10": 0.15549626342089787,
|
| 1539 |
+
"MRR@10": 0.12425595238095238,
|
| 1540 |
+
"P@10": 0.026900000000000108,
|
| 1541 |
+
"R@10": 0.2601666666666666,
|
| 1542 |
+
"R@100": 0.5013333333333333,
|
| 1543 |
+
"Hit@10": 0.267,
|
| 1544 |
+
"Hit@100": 0.51
|
| 1545 |
+
},
|
| 1546 |
+
{
|
| 1547 |
+
"fold": 2,
|
| 1548 |
+
"nDCG@10": 0.16466313744438832,
|
| 1549 |
+
"MRR@10": 0.13446865079365075,
|
| 1550 |
+
"P@10": 0.028200000000000124,
|
| 1551 |
+
"R@10": 0.2685,
|
| 1552 |
+
"R@100": 0.4963333333333333,
|
| 1553 |
+
"Hit@10": 0.276,
|
| 1554 |
+
"Hit@100": 0.507
|
| 1555 |
+
},
|
| 1556 |
+
{
|
| 1557 |
+
"fold": 3,
|
| 1558 |
+
"nDCG@10": 0.14984227115862267,
|
| 1559 |
+
"MRR@10": 0.11948531746031751,
|
| 1560 |
+
"P@10": 0.026400000000000097,
|
| 1561 |
+
"R@10": 0.25111666666666665,
|
| 1562 |
+
"R@100": 0.49826666666666664,
|
| 1563 |
+
"Hit@10": 0.257,
|
| 1564 |
+
"Hit@100": 0.507
|
| 1565 |
+
},
|
| 1566 |
+
{
|
| 1567 |
+
"fold": 4,
|
| 1568 |
+
"nDCG@10": 0.16810911864507505,
|
| 1569 |
+
"MRR@10": 0.13279126984126988,
|
| 1570 |
+
"P@10": 0.03070000000000014,
|
| 1571 |
+
"R@10": 0.28986666666666666,
|
| 1572 |
+
"R@100": 0.5110666666666667,
|
| 1573 |
+
"Hit@10": 0.297,
|
| 1574 |
+
"Hit@100": 0.52
|
| 1575 |
+
}
|
| 1576 |
+
],
|
| 1577 |
+
"mean_nDCG@10": 0.15852271193797826,
|
| 1578 |
+
"mean_MRR@10": 0.12701555555555558,
|
| 1579 |
+
"mean_R@100": 0.5024,
|
| 1580 |
+
"mean_delta_vs_baseline": -0.003135134455676497,
|
| 1581 |
+
"min_delta_vs_baseline": -0.004539727082677081,
|
| 1582 |
+
"positive_folds_vs_baseline": 0,
|
| 1583 |
+
"fold_deltas_vs_baseline": [
|
| 1584 |
+
-0.0030035535405970315,
|
| 1585 |
+
-0.0021151234462509494,
|
| 1586 |
+
-0.0035934164866996687,
|
| 1587 |
+
-0.004539727082677081,
|
| 1588 |
+
-0.002423851722157755
|
| 1589 |
+
]
|
| 1590 |
+
},
|
| 1591 |
+
{
|
| 1592 |
+
"b": 0.2,
|
| 1593 |
+
"alpha": 0.375,
|
| 1594 |
+
"fold_metrics": [
|
| 1595 |
+
{
|
| 1596 |
+
"fold": 0,
|
| 1597 |
+
"nDCG@10": 0.15505235166403575,
|
| 1598 |
+
"MRR@10": 0.12474166666666671,
|
| 1599 |
+
"P@10": 0.027300000000000116,
|
| 1600 |
+
"R@10": 0.26166666666666666,
|
| 1601 |
+
"R@100": 0.507,
|
| 1602 |
+
"Hit@10": 0.268,
|
| 1603 |
+
"Hit@100": 0.516
|
| 1604 |
+
},
|
| 1605 |
+
{
|
| 1606 |
+
"fold": 1,
|
| 1607 |
+
"nDCG@10": 0.15788776504166704,
|
| 1608 |
+
"MRR@10": 0.1258166666666667,
|
| 1609 |
+
"P@10": 0.027500000000000118,
|
| 1610 |
+
"R@10": 0.2661666666666666,
|
| 1611 |
+
"R@100": 0.5103333333333333,
|
| 1612 |
+
"Hit@10": 0.273,
|
| 1613 |
+
"Hit@100": 0.519
|
| 1614 |
+
},
|
| 1615 |
+
{
|
| 1616 |
+
"fold": 2,
|
| 1617 |
+
"nDCG@10": 0.1647064561858517,
|
| 1618 |
+
"MRR@10": 0.1350809523809523,
|
| 1619 |
+
"P@10": 0.02810000000000012,
|
| 1620 |
+
"R@10": 0.26683333333333337,
|
| 1621 |
+
"R@100": 0.4923333333333333,
|
| 1622 |
+
"Hit@10": 0.275,
|
| 1623 |
+
"Hit@100": 0.502
|
| 1624 |
+
},
|
| 1625 |
+
{
|
| 1626 |
+
"fold": 3,
|
| 1627 |
+
"nDCG@10": 0.14945147818020307,
|
| 1628 |
+
"MRR@10": 0.12017142857142853,
|
| 1629 |
+
"P@10": 0.026000000000000096,
|
| 1630 |
+
"R@10": 0.24711666666666665,
|
| 1631 |
+
"R@100": 0.49826666666666664,
|
| 1632 |
+
"Hit@10": 0.254,
|
| 1633 |
+
"Hit@100": 0.507
|
| 1634 |
+
},
|
| 1635 |
+
{
|
| 1636 |
+
"fold": 4,
|
| 1637 |
+
"nDCG@10": 0.16664264984097768,
|
| 1638 |
+
"MRR@10": 0.1312900793650794,
|
| 1639 |
+
"P@10": 0.030500000000000138,
|
| 1640 |
+
"R@10": 0.2880333333333333,
|
| 1641 |
+
"R@100": 0.5080666666666667,
|
| 1642 |
+
"Hit@10": 0.295,
|
| 1643 |
+
"Hit@100": 0.517
|
| 1644 |
+
}
|
| 1645 |
+
],
|
| 1646 |
+
"mean_nDCG@10": 0.15874814018254704,
|
| 1647 |
+
"mean_MRR@10": 0.12742015873015872,
|
| 1648 |
+
"mean_R@100": 0.5031999999999999,
|
| 1649 |
+
"mean_delta_vs_baseline": -0.00290970621110771,
|
| 1650 |
+
"min_delta_vs_baseline": -0.004930520061096677,
|
| 1651 |
+
"positive_folds_vs_baseline": 1,
|
| 1652 |
+
"fold_deltas_vs_baseline": [
|
| 1653 |
+
-0.0024539708974686825,
|
| 1654 |
+
0.000276378174518227,
|
| 1655 |
+
-0.0035500977452362914,
|
| 1656 |
+
-0.004930520061096677,
|
| 1657 |
+
-0.0038903205262551255
|
| 1658 |
+
]
|
| 1659 |
+
},
|
| 1660 |
+
{
|
| 1661 |
+
"b": 0.2,
|
| 1662 |
+
"alpha": 0.5,
|
| 1663 |
+
"fold_metrics": [
|
| 1664 |
+
{
|
| 1665 |
+
"fold": 0,
|
| 1666 |
+
"nDCG@10": 0.15763409681088097,
|
| 1667 |
+
"MRR@10": 0.12748095238095236,
|
| 1668 |
+
"P@10": 0.02770000000000012,
|
| 1669 |
+
"R@10": 0.26516666666666666,
|
| 1670 |
+
"R@100": 0.506,
|
| 1671 |
+
"Hit@10": 0.272,
|
| 1672 |
+
"Hit@100": 0.515
|
| 1673 |
+
},
|
| 1674 |
+
{
|
| 1675 |
+
"fold": 1,
|
| 1676 |
+
"nDCG@10": 0.15840635802370737,
|
| 1677 |
+
"MRR@10": 0.12549920634920636,
|
| 1678 |
+
"P@10": 0.027800000000000123,
|
| 1679 |
+
"R@10": 0.2686666666666666,
|
| 1680 |
+
"R@100": 0.5073333333333333,
|
| 1681 |
+
"Hit@10": 0.276,
|
| 1682 |
+
"Hit@100": 0.516
|
| 1683 |
+
},
|
| 1684 |
+
{
|
| 1685 |
+
"fold": 2,
|
| 1686 |
+
"nDCG@10": 0.16664452465144222,
|
| 1687 |
+
"MRR@10": 0.13794642857142853,
|
| 1688 |
+
"P@10": 0.028000000000000122,
|
| 1689 |
+
"R@10": 0.26583333333333337,
|
| 1690 |
+
"R@100": 0.48833333333333334,
|
| 1691 |
+
"Hit@10": 0.274,
|
| 1692 |
+
"Hit@100": 0.499
|
| 1693 |
+
},
|
| 1694 |
+
{
|
| 1695 |
+
"fold": 3,
|
| 1696 |
+
"nDCG@10": 0.15014277192741718,
|
| 1697 |
+
"MRR@10": 0.12049801587301584,
|
| 1698 |
+
"P@10": 0.026200000000000098,
|
| 1699 |
+
"R@10": 0.24911666666666665,
|
| 1700 |
+
"R@100": 0.49576666666666663,
|
| 1701 |
+
"Hit@10": 0.256,
|
| 1702 |
+
"Hit@100": 0.505
|
| 1703 |
+
},
|
| 1704 |
+
{
|
| 1705 |
+
"fold": 4,
|
| 1706 |
+
"nDCG@10": 0.16691747956455594,
|
| 1707 |
+
"MRR@10": 0.1318555555555556,
|
| 1708 |
+
"P@10": 0.03040000000000014,
|
| 1709 |
+
"R@10": 0.2875333333333333,
|
| 1710 |
+
"R@100": 0.5090666666666667,
|
| 1711 |
+
"Hit@10": 0.294,
|
| 1712 |
+
"Hit@100": 0.518
|
| 1713 |
+
}
|
| 1714 |
+
],
|
| 1715 |
+
"mean_nDCG@10": 0.15994904619560074,
|
| 1716 |
+
"mean_MRR@10": 0.12865603174603174,
|
| 1717 |
+
"mean_R@100": 0.5013,
|
| 1718 |
+
"mean_delta_vs_baseline": -0.0017088001980540223,
|
| 1719 |
+
"min_delta_vs_baseline": -0.004239226313882571,
|
| 1720 |
+
"positive_folds_vs_baseline": 2,
|
| 1721 |
+
"fold_deltas_vs_baseline": [
|
| 1722 |
+
0.00012777424937654436,
|
| 1723 |
+
0.0007949711565585493,
|
| 1724 |
+
-0.0016120292796457658,
|
| 1725 |
+
-0.004239226313882571,
|
| 1726 |
+
-0.0036154908026768684
|
| 1727 |
+
]
|
| 1728 |
+
}
|
| 1729 |
+
],
|
| 1730 |
+
"seconds": 64.48661136627197
|
| 1731 |
+
}
|
results/msmarco_scale/finish_rare_final_multifold.json
ADDED
|
@@ -0,0 +1,1386 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "rare_final_multifold",
|
| 3 |
+
"rows": [
|
| 4 |
+
{
|
| 5 |
+
"rarek": 2,
|
| 6 |
+
"wrare": 0.5,
|
| 7 |
+
"fold_metrics": [
|
| 8 |
+
{
|
| 9 |
+
"fold": 0,
|
| 10 |
+
"nDCG@10": 0.15703135653437506,
|
| 11 |
+
"MRR@10": 0.12686269841269843,
|
| 12 |
+
"P@10": 0.027500000000000118,
|
| 13 |
+
"R@10": 0.26316666666666666,
|
| 14 |
+
"R@100": 0.50625,
|
| 15 |
+
"Hit@10": 0.27,
|
| 16 |
+
"Hit@100": 0.516
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"fold": 1,
|
| 20 |
+
"nDCG@10": 0.15956345273413133,
|
| 21 |
+
"MRR@10": 0.12888253968253968,
|
| 22 |
+
"P@10": 0.027300000000000116,
|
| 23 |
+
"R@10": 0.2631666666666666,
|
| 24 |
+
"R@100": 0.511,
|
| 25 |
+
"Hit@10": 0.269,
|
| 26 |
+
"Hit@100": 0.52
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"fold": 2,
|
| 30 |
+
"nDCG@10": 0.16618948676634798,
|
| 31 |
+
"MRR@10": 0.1368238095238094,
|
| 32 |
+
"P@10": 0.02800000000000012,
|
| 33 |
+
"R@10": 0.26583333333333337,
|
| 34 |
+
"R@100": 0.4983333333333333,
|
| 35 |
+
"Hit@10": 0.272,
|
| 36 |
+
"Hit@100": 0.509
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"fold": 3,
|
| 40 |
+
"nDCG@10": 0.15410901740313632,
|
| 41 |
+
"MRR@10": 0.12330753968253964,
|
| 42 |
+
"P@10": 0.027200000000000113,
|
| 43 |
+
"R@10": 0.2587833333333333,
|
| 44 |
+
"R@100": 0.5052666666666666,
|
| 45 |
+
"Hit@10": 0.266,
|
| 46 |
+
"Hit@100": 0.514
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"fold": 4,
|
| 50 |
+
"nDCG@10": 0.16880691278418467,
|
| 51 |
+
"MRR@10": 0.1325996031746032,
|
| 52 |
+
"P@10": 0.03130000000000015,
|
| 53 |
+
"R@10": 0.2961666666666667,
|
| 54 |
+
"R@100": 0.5180666666666666,
|
| 55 |
+
"Hit@10": 0.303,
|
| 56 |
+
"Hit@100": 0.528
|
| 57 |
+
}
|
| 58 |
+
],
|
| 59 |
+
"mean_nDCG@10": 0.16114004524443507,
|
| 60 |
+
"mean_MRR@10": 0.12969523809523806,
|
| 61 |
+
"mean_R@100": 0.5077833333333333,
|
| 62 |
+
"mean_delta_vs_baseline": -0.0007632699245367248,
|
| 63 |
+
"min_delta_vs_baseline": -0.0019135880378661485,
|
| 64 |
+
"positive_folds_vs_baseline": 2,
|
| 65 |
+
"fold_deltas_vs_baseline": [
|
| 66 |
+
-0.0008163276115305818,
|
| 67 |
+
0.0005812342526903269,
|
| 68 |
+
-0.0017014758016453135,
|
| 69 |
+
3.380757566809334e-05,
|
| 70 |
+
-0.0019135880378661485
|
| 71 |
+
]
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"rarek": 2,
|
| 75 |
+
"wrare": 0.75,
|
| 76 |
+
"fold_metrics": [
|
| 77 |
+
{
|
| 78 |
+
"fold": 0,
|
| 79 |
+
"nDCG@10": 0.1573019384675156,
|
| 80 |
+
"MRR@10": 0.12752103174603174,
|
| 81 |
+
"P@10": 0.027400000000000115,
|
| 82 |
+
"R@10": 0.26216666666666666,
|
| 83 |
+
"R@100": 0.50725,
|
| 84 |
+
"Hit@10": 0.269,
|
| 85 |
+
"Hit@100": 0.517
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"fold": 1,
|
| 89 |
+
"nDCG@10": 0.15877549623883422,
|
| 90 |
+
"MRR@10": 0.12837698412698412,
|
| 91 |
+
"P@10": 0.02710000000000011,
|
| 92 |
+
"R@10": 0.2611666666666666,
|
| 93 |
+
"R@100": 0.5085,
|
| 94 |
+
"Hit@10": 0.267,
|
| 95 |
+
"Hit@100": 0.518
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"fold": 2,
|
| 99 |
+
"nDCG@10": 0.16624099638779707,
|
| 100 |
+
"MRR@10": 0.1365654761904761,
|
| 101 |
+
"P@10": 0.028100000000000118,
|
| 102 |
+
"R@10": 0.26683333333333337,
|
| 103 |
+
"R@100": 0.4983333333333333,
|
| 104 |
+
"Hit@10": 0.273,
|
| 105 |
+
"Hit@100": 0.509
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"fold": 3,
|
| 109 |
+
"nDCG@10": 0.15490035825697715,
|
| 110 |
+
"MRR@10": 0.12435793650793647,
|
| 111 |
+
"P@10": 0.027200000000000113,
|
| 112 |
+
"R@10": 0.2587833333333333,
|
| 113 |
+
"R@100": 0.5062666666666666,
|
| 114 |
+
"Hit@10": 0.266,
|
| 115 |
+
"Hit@100": 0.515
|
| 116 |
+
},
|
| 117 |
+
{
|
| 118 |
+
"fold": 4,
|
| 119 |
+
"nDCG@10": 0.168923132469077,
|
| 120 |
+
"MRR@10": 0.1324678571428572,
|
| 121 |
+
"P@10": 0.03140000000000015,
|
| 122 |
+
"R@10": 0.2971666666666667,
|
| 123 |
+
"R@100": 0.5180666666666666,
|
| 124 |
+
"Hit@10": 0.304,
|
| 125 |
+
"Hit@100": 0.528
|
| 126 |
+
}
|
| 127 |
+
],
|
| 128 |
+
"mean_nDCG@10": 0.16122838436404022,
|
| 129 |
+
"mean_MRR@10": 0.1298578571428571,
|
| 130 |
+
"mean_R@100": 0.5076833333333333,
|
| 131 |
+
"mean_delta_vs_baseline": -0.0006749308049315839,
|
| 132 |
+
"min_delta_vs_baseline": -0.0017973683529738105,
|
| 133 |
+
"positive_folds_vs_baseline": 1,
|
| 134 |
+
"fold_deltas_vs_baseline": [
|
| 135 |
+
-0.000545745678390025,
|
| 136 |
+
-0.0002067222426067883,
|
| 137 |
+
-0.0016499661801962218,
|
| 138 |
+
0.0008251484295089262,
|
| 139 |
+
-0.0017973683529738105
|
| 140 |
+
]
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"rarek": 2,
|
| 144 |
+
"wrare": 1.0,
|
| 145 |
+
"fold_metrics": [
|
| 146 |
+
{
|
| 147 |
+
"fold": 0,
|
| 148 |
+
"nDCG@10": 0.1564718249121273,
|
| 149 |
+
"MRR@10": 0.1267924603174603,
|
| 150 |
+
"P@10": 0.027300000000000116,
|
| 151 |
+
"R@10": 0.26116666666666666,
|
| 152 |
+
"R@100": 0.50825,
|
| 153 |
+
"Hit@10": 0.268,
|
| 154 |
+
"Hit@100": 0.518
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"fold": 1,
|
| 158 |
+
"nDCG@10": 0.15870495983554134,
|
| 159 |
+
"MRR@10": 0.12828809523809523,
|
| 160 |
+
"P@10": 0.02710000000000011,
|
| 161 |
+
"R@10": 0.2611666666666666,
|
| 162 |
+
"R@100": 0.5075,
|
| 163 |
+
"Hit@10": 0.267,
|
| 164 |
+
"Hit@100": 0.517
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"fold": 2,
|
| 168 |
+
"nDCG@10": 0.16671596789363852,
|
| 169 |
+
"MRR@10": 0.136876984126984,
|
| 170 |
+
"P@10": 0.02820000000000012,
|
| 171 |
+
"R@10": 0.26783333333333337,
|
| 172 |
+
"R@100": 0.4993333333333333,
|
| 173 |
+
"Hit@10": 0.274,
|
| 174 |
+
"Hit@100": 0.51
|
| 175 |
+
},
|
| 176 |
+
{
|
| 177 |
+
"fold": 3,
|
| 178 |
+
"nDCG@10": 0.15502002514381186,
|
| 179 |
+
"MRR@10": 0.1245119047619047,
|
| 180 |
+
"P@10": 0.027200000000000113,
|
| 181 |
+
"R@10": 0.2587833333333333,
|
| 182 |
+
"R@100": 0.5042666666666666,
|
| 183 |
+
"Hit@10": 0.266,
|
| 184 |
+
"Hit@100": 0.513
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"fold": 4,
|
| 188 |
+
"nDCG@10": 0.16776287261901612,
|
| 189 |
+
"MRR@10": 0.13162222222222225,
|
| 190 |
+
"P@10": 0.03110000000000015,
|
| 191 |
+
"R@10": 0.2946666666666667,
|
| 192 |
+
"R@100": 0.5180666666666666,
|
| 193 |
+
"Hit@10": 0.301,
|
| 194 |
+
"Hit@100": 0.528
|
| 195 |
+
}
|
| 196 |
+
],
|
| 197 |
+
"mean_nDCG@10": 0.16093513008082702,
|
| 198 |
+
"mean_MRR@10": 0.1296183333333333,
|
| 199 |
+
"mean_R@100": 0.5074833333333333,
|
| 200 |
+
"mean_delta_vs_baseline": -0.0009681850881447685,
|
| 201 |
+
"min_delta_vs_baseline": -0.00295762820303469,
|
| 202 |
+
"positive_folds_vs_baseline": 1,
|
| 203 |
+
"fold_deltas_vs_baseline": [
|
| 204 |
+
-0.001375859233778337,
|
| 205 |
+
-0.00027725864589966953,
|
| 206 |
+
-0.001174994674354779,
|
| 207 |
+
0.0009448153163436335,
|
| 208 |
+
-0.00295762820303469
|
| 209 |
+
]
|
| 210 |
+
},
|
| 211 |
+
{
|
| 212 |
+
"rarek": 2,
|
| 213 |
+
"wrare": 1.25,
|
| 214 |
+
"fold_metrics": [
|
| 215 |
+
{
|
| 216 |
+
"fold": 0,
|
| 217 |
+
"nDCG@10": 0.15506429027519208,
|
| 218 |
+
"MRR@10": 0.12579841269841271,
|
| 219 |
+
"P@10": 0.02700000000000011,
|
| 220 |
+
"R@10": 0.2581666666666667,
|
| 221 |
+
"R@100": 0.50725,
|
| 222 |
+
"Hit@10": 0.265,
|
| 223 |
+
"Hit@100": 0.517
|
| 224 |
+
},
|
| 225 |
+
{
|
| 226 |
+
"fold": 1,
|
| 227 |
+
"nDCG@10": 0.15883835930088847,
|
| 228 |
+
"MRR@10": 0.1284575396825397,
|
| 229 |
+
"P@10": 0.02710000000000011,
|
| 230 |
+
"R@10": 0.2611666666666666,
|
| 231 |
+
"R@100": 0.5075,
|
| 232 |
+
"Hit@10": 0.267,
|
| 233 |
+
"Hit@100": 0.517
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"fold": 2,
|
| 237 |
+
"nDCG@10": 0.1664005030168528,
|
| 238 |
+
"MRR@10": 0.136751984126984,
|
| 239 |
+
"P@10": 0.028100000000000118,
|
| 240 |
+
"R@10": 0.26683333333333337,
|
| 241 |
+
"R@100": 0.4993333333333333,
|
| 242 |
+
"Hit@10": 0.273,
|
| 243 |
+
"Hit@100": 0.51
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"fold": 3,
|
| 247 |
+
"nDCG@10": 0.15502647507277012,
|
| 248 |
+
"MRR@10": 0.12450952380952375,
|
| 249 |
+
"P@10": 0.027200000000000113,
|
| 250 |
+
"R@10": 0.2587833333333333,
|
| 251 |
+
"R@100": 0.5062666666666666,
|
| 252 |
+
"Hit@10": 0.266,
|
| 253 |
+
"Hit@100": 0.515
|
| 254 |
+
},
|
| 255 |
+
{
|
| 256 |
+
"fold": 4,
|
| 257 |
+
"nDCG@10": 0.1687341340642389,
|
| 258 |
+
"MRR@10": 0.13290436507936512,
|
| 259 |
+
"P@10": 0.03110000000000015,
|
| 260 |
+
"R@10": 0.2946666666666667,
|
| 261 |
+
"R@100": 0.5175666666666666,
|
| 262 |
+
"Hit@10": 0.301,
|
| 263 |
+
"Hit@100": 0.528
|
| 264 |
+
}
|
| 265 |
+
],
|
| 266 |
+
"mean_nDCG@10": 0.16081275234598846,
|
| 267 |
+
"mean_MRR@10": 0.12968436507936504,
|
| 268 |
+
"mean_R@100": 0.5075833333333333,
|
| 269 |
+
"mean_delta_vs_baseline": -0.0010905628229833208,
|
| 270 |
+
"min_delta_vs_baseline": -0.002783393870713552,
|
| 271 |
+
"positive_folds_vs_baseline": 1,
|
| 272 |
+
"fold_deltas_vs_baseline": [
|
| 273 |
+
-0.002783393870713552,
|
| 274 |
+
-0.00014385918055254132,
|
| 275 |
+
-0.0014904595511404939,
|
| 276 |
+
0.0009512652453018966,
|
| 277 |
+
-0.0019863667578119137
|
| 278 |
+
]
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"rarek": 2,
|
| 282 |
+
"wrare": 1.5,
|
| 283 |
+
"fold_metrics": [
|
| 284 |
+
{
|
| 285 |
+
"fold": 0,
|
| 286 |
+
"nDCG@10": 0.15539921263423007,
|
| 287 |
+
"MRR@10": 0.12595714285714288,
|
| 288 |
+
"P@10": 0.02710000000000011,
|
| 289 |
+
"R@10": 0.2591666666666667,
|
| 290 |
+
"R@100": 0.50725,
|
| 291 |
+
"Hit@10": 0.266,
|
| 292 |
+
"Hit@100": 0.517
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"fold": 1,
|
| 296 |
+
"nDCG@10": 0.15870480371000395,
|
| 297 |
+
"MRR@10": 0.1282813492063492,
|
| 298 |
+
"P@10": 0.02710000000000011,
|
| 299 |
+
"R@10": 0.2611666666666666,
|
| 300 |
+
"R@100": 0.5055,
|
| 301 |
+
"Hit@10": 0.267,
|
| 302 |
+
"Hit@100": 0.515
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"fold": 2,
|
| 306 |
+
"nDCG@10": 0.16598850937896548,
|
| 307 |
+
"MRR@10": 0.13619365079365067,
|
| 308 |
+
"P@10": 0.028100000000000118,
|
| 309 |
+
"R@10": 0.26683333333333337,
|
| 310 |
+
"R@100": 0.4993333333333333,
|
| 311 |
+
"Hit@10": 0.273,
|
| 312 |
+
"Hit@100": 0.51
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"fold": 3,
|
| 316 |
+
"nDCG@10": 0.15505953094968333,
|
| 317 |
+
"MRR@10": 0.1242583333333333,
|
| 318 |
+
"P@10": 0.027300000000000116,
|
| 319 |
+
"R@10": 0.2597833333333333,
|
| 320 |
+
"R@100": 0.5062666666666666,
|
| 321 |
+
"Hit@10": 0.267,
|
| 322 |
+
"Hit@100": 0.515
|
| 323 |
+
},
|
| 324 |
+
{
|
| 325 |
+
"fold": 4,
|
| 326 |
+
"nDCG@10": 0.16889569867088555,
|
| 327 |
+
"MRR@10": 0.13285158730158736,
|
| 328 |
+
"P@10": 0.031200000000000148,
|
| 329 |
+
"R@10": 0.2956666666666667,
|
| 330 |
+
"R@100": 0.5175666666666666,
|
| 331 |
+
"Hit@10": 0.302,
|
| 332 |
+
"Hit@100": 0.528
|
| 333 |
+
}
|
| 334 |
+
],
|
| 335 |
+
"mean_nDCG@10": 0.16080955106875366,
|
| 336 |
+
"mean_MRR@10": 0.12950841269841268,
|
| 337 |
+
"mean_R@100": 0.5071833333333333,
|
| 338 |
+
"mean_delta_vs_baseline": -0.0010937641002181197,
|
| 339 |
+
"min_delta_vs_baseline": -0.0024484715116755706,
|
| 340 |
+
"positive_folds_vs_baseline": 1,
|
| 341 |
+
"fold_deltas_vs_baseline": [
|
| 342 |
+
-0.0024484715116755706,
|
| 343 |
+
-0.00027741477143705673,
|
| 344 |
+
-0.0019024531890278196,
|
| 345 |
+
0.0009843211222151094,
|
| 346 |
+
-0.0018248021511652612
|
| 347 |
+
]
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"rarek": 3,
|
| 351 |
+
"wrare": 0.5,
|
| 352 |
+
"fold_metrics": [
|
| 353 |
+
{
|
| 354 |
+
"fold": 0,
|
| 355 |
+
"nDCG@10": 0.15704355862578587,
|
| 356 |
+
"MRR@10": 0.12737738095238094,
|
| 357 |
+
"P@10": 0.027400000000000115,
|
| 358 |
+
"R@10": 0.26216666666666666,
|
| 359 |
+
"R@100": 0.51025,
|
| 360 |
+
"Hit@10": 0.269,
|
| 361 |
+
"Hit@100": 0.52
|
| 362 |
+
},
|
| 363 |
+
{
|
| 364 |
+
"fold": 1,
|
| 365 |
+
"nDCG@10": 0.1590246825095547,
|
| 366 |
+
"MRR@10": 0.12794920634920637,
|
| 367 |
+
"P@10": 0.027400000000000112,
|
| 368 |
+
"R@10": 0.2641666666666666,
|
| 369 |
+
"R@100": 0.5125,
|
| 370 |
+
"Hit@10": 0.27,
|
| 371 |
+
"Hit@100": 0.522
|
| 372 |
+
},
|
| 373 |
+
{
|
| 374 |
+
"fold": 2,
|
| 375 |
+
"nDCG@10": 0.16725682955329965,
|
| 376 |
+
"MRR@10": 0.13760833333333328,
|
| 377 |
+
"P@10": 0.02820000000000012,
|
| 378 |
+
"R@10": 0.26783333333333337,
|
| 379 |
+
"R@100": 0.4983333333333333,
|
| 380 |
+
"Hit@10": 0.274,
|
| 381 |
+
"Hit@100": 0.509
|
| 382 |
+
},
|
| 383 |
+
{
|
| 384 |
+
"fold": 3,
|
| 385 |
+
"nDCG@10": 0.1542222771139439,
|
| 386 |
+
"MRR@10": 0.1239238095238095,
|
| 387 |
+
"P@10": 0.02700000000000011,
|
| 388 |
+
"R@10": 0.2572833333333333,
|
| 389 |
+
"R@100": 0.5102666666666666,
|
| 390 |
+
"Hit@10": 0.265,
|
| 391 |
+
"Hit@100": 0.519
|
| 392 |
+
},
|
| 393 |
+
{
|
| 394 |
+
"fold": 4,
|
| 395 |
+
"nDCG@10": 0.16988963026227108,
|
| 396 |
+
"MRR@10": 0.13434166666666675,
|
| 397 |
+
"P@10": 0.031200000000000148,
|
| 398 |
+
"R@10": 0.2951666666666667,
|
| 399 |
+
"R@100": 0.5175666666666666,
|
| 400 |
+
"Hit@10": 0.302,
|
| 401 |
+
"Hit@100": 0.527
|
| 402 |
+
}
|
| 403 |
+
],
|
| 404 |
+
"mean_nDCG@10": 0.16148739561297104,
|
| 405 |
+
"mean_MRR@10": 0.13024007936507936,
|
| 406 |
+
"mean_R@100": 0.5097833333333333,
|
| 407 |
+
"mean_delta_vs_baseline": -0.0004159195560007545,
|
| 408 |
+
"min_delta_vs_baseline": -0.0008308705597797339,
|
| 409 |
+
"positive_folds_vs_baseline": 2,
|
| 410 |
+
"fold_deltas_vs_baseline": [
|
| 411 |
+
-0.0008041255201197695,
|
| 412 |
+
4.246402811369787e-05,
|
| 413 |
+
-0.0006341330146936441,
|
| 414 |
+
0.00014706728647567724,
|
| 415 |
+
-0.0008308705597797339
|
| 416 |
+
]
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"rarek": 3,
|
| 420 |
+
"wrare": 0.75,
|
| 421 |
+
"fold_metrics": [
|
| 422 |
+
{
|
| 423 |
+
"fold": 0,
|
| 424 |
+
"nDCG@10": 0.15802283467940265,
|
| 425 |
+
"MRR@10": 0.1287952380952381,
|
| 426 |
+
"P@10": 0.027300000000000116,
|
| 427 |
+
"R@10": 0.26166666666666666,
|
| 428 |
+
"R@100": 0.51025,
|
| 429 |
+
"Hit@10": 0.268,
|
| 430 |
+
"Hit@100": 0.52
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"fold": 1,
|
| 434 |
+
"nDCG@10": 0.15879574382323286,
|
| 435 |
+
"MRR@10": 0.12773611111111113,
|
| 436 |
+
"P@10": 0.027300000000000112,
|
| 437 |
+
"R@10": 0.2631666666666666,
|
| 438 |
+
"R@100": 0.51,
|
| 439 |
+
"Hit@10": 0.269,
|
| 440 |
+
"Hit@100": 0.519
|
| 441 |
+
},
|
| 442 |
+
{
|
| 443 |
+
"fold": 2,
|
| 444 |
+
"nDCG@10": 0.1676732651586872,
|
| 445 |
+
"MRR@10": 0.13829523809523803,
|
| 446 |
+
"P@10": 0.02820000000000012,
|
| 447 |
+
"R@10": 0.26733333333333337,
|
| 448 |
+
"R@100": 0.4973333333333333,
|
| 449 |
+
"Hit@10": 0.274,
|
| 450 |
+
"Hit@100": 0.507
|
| 451 |
+
},
|
| 452 |
+
{
|
| 453 |
+
"fold": 3,
|
| 454 |
+
"nDCG@10": 0.1534358368451238,
|
| 455 |
+
"MRR@10": 0.12287698412698414,
|
| 456 |
+
"P@10": 0.026900000000000108,
|
| 457 |
+
"R@10": 0.2572833333333333,
|
| 458 |
+
"R@100": 0.5092666666666666,
|
| 459 |
+
"Hit@10": 0.264,
|
| 460 |
+
"Hit@100": 0.518
|
| 461 |
+
},
|
| 462 |
+
{
|
| 463 |
+
"fold": 4,
|
| 464 |
+
"nDCG@10": 0.17048999156373387,
|
| 465 |
+
"MRR@10": 0.13482301587301593,
|
| 466 |
+
"P@10": 0.03130000000000015,
|
| 467 |
+
"R@10": 0.2961666666666667,
|
| 468 |
+
"R@100": 0.5165666666666666,
|
| 469 |
+
"Hit@10": 0.303,
|
| 470 |
+
"Hit@100": 0.526
|
| 471 |
+
}
|
| 472 |
+
],
|
| 473 |
+
"mean_nDCG@10": 0.16168353441403607,
|
| 474 |
+
"mean_MRR@10": 0.13050531746031746,
|
| 475 |
+
"mean_R@100": 0.5086833333333333,
|
| 476 |
+
"mean_delta_vs_baseline": -0.00021978075493572224,
|
| 477 |
+
"min_delta_vs_baseline": -0.0006393729823444272,
|
| 478 |
+
"positive_folds_vs_baseline": 1,
|
| 479 |
+
"fold_deltas_vs_baseline": [
|
| 480 |
+
0.00017515053349700938,
|
| 481 |
+
-0.00018647465820814668,
|
| 482 |
+
-0.0002176974093061057,
|
| 483 |
+
-0.0006393729823444272,
|
| 484 |
+
-0.00023050925831694102
|
| 485 |
+
]
|
| 486 |
+
},
|
| 487 |
+
{
|
| 488 |
+
"rarek": 3,
|
| 489 |
+
"wrare": 1.0,
|
| 490 |
+
"fold_metrics": [
|
| 491 |
+
{
|
| 492 |
+
"fold": 0,
|
| 493 |
+
"nDCG@10": 0.15784768414590564,
|
| 494 |
+
"MRR@10": 0.1285996031746032,
|
| 495 |
+
"P@10": 0.027300000000000116,
|
| 496 |
+
"R@10": 0.26166666666666666,
|
| 497 |
+
"R@100": 0.509,
|
| 498 |
+
"Hit@10": 0.268,
|
| 499 |
+
"Hit@100": 0.518
|
| 500 |
+
},
|
| 501 |
+
{
|
| 502 |
+
"fold": 1,
|
| 503 |
+
"nDCG@10": 0.158982218481441,
|
| 504 |
+
"MRR@10": 0.12739563492063494,
|
| 505 |
+
"P@10": 0.027500000000000115,
|
| 506 |
+
"R@10": 0.2651666666666666,
|
| 507 |
+
"R@100": 0.5115,
|
| 508 |
+
"Hit@10": 0.271,
|
| 509 |
+
"Hit@100": 0.521
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"fold": 2,
|
| 513 |
+
"nDCG@10": 0.1678909625679933,
|
| 514 |
+
"MRR@10": 0.13896785714285703,
|
| 515 |
+
"P@10": 0.02800000000000012,
|
| 516 |
+
"R@10": 0.266,
|
| 517 |
+
"R@100": 0.4958333333333333,
|
| 518 |
+
"Hit@10": 0.272,
|
| 519 |
+
"Hit@100": 0.505
|
| 520 |
+
},
|
| 521 |
+
{
|
| 522 |
+
"fold": 3,
|
| 523 |
+
"nDCG@10": 0.15407520982746822,
|
| 524 |
+
"MRR@10": 0.12282539682539682,
|
| 525 |
+
"P@10": 0.027200000000000113,
|
| 526 |
+
"R@10": 0.2602833333333333,
|
| 527 |
+
"R@100": 0.5052666666666666,
|
| 528 |
+
"Hit@10": 0.267,
|
| 529 |
+
"Hit@100": 0.514
|
| 530 |
+
},
|
| 531 |
+
{
|
| 532 |
+
"fold": 4,
|
| 533 |
+
"nDCG@10": 0.1707205008220508,
|
| 534 |
+
"MRR@10": 0.13572420634920637,
|
| 535 |
+
"P@10": 0.03110000000000015,
|
| 536 |
+
"R@10": 0.2941666666666667,
|
| 537 |
+
"R@100": 0.5135666666666666,
|
| 538 |
+
"Hit@10": 0.301,
|
| 539 |
+
"Hit@100": 0.523
|
| 540 |
+
}
|
| 541 |
+
],
|
| 542 |
+
"mean_nDCG@10": 0.1619033151689718,
|
| 543 |
+
"mean_MRR@10": 0.13070253968253967,
|
| 544 |
+
"mean_R@100": 0.5070333333333333,
|
| 545 |
+
"mean_delta_vs_baseline": 0.0,
|
| 546 |
+
"min_delta_vs_baseline": 0.0,
|
| 547 |
+
"positive_folds_vs_baseline": 0,
|
| 548 |
+
"fold_deltas_vs_baseline": [
|
| 549 |
+
0.0,
|
| 550 |
+
0.0,
|
| 551 |
+
0.0,
|
| 552 |
+
0.0,
|
| 553 |
+
0.0
|
| 554 |
+
]
|
| 555 |
+
},
|
| 556 |
+
{
|
| 557 |
+
"rarek": 3,
|
| 558 |
+
"wrare": 1.25,
|
| 559 |
+
"fold_metrics": [
|
| 560 |
+
{
|
| 561 |
+
"fold": 0,
|
| 562 |
+
"nDCG@10": 0.15783137961672075,
|
| 563 |
+
"MRR@10": 0.12851547619047618,
|
| 564 |
+
"P@10": 0.027300000000000116,
|
| 565 |
+
"R@10": 0.26166666666666666,
|
| 566 |
+
"R@100": 0.51,
|
| 567 |
+
"Hit@10": 0.268,
|
| 568 |
+
"Hit@100": 0.519
|
| 569 |
+
},
|
| 570 |
+
{
|
| 571 |
+
"fold": 1,
|
| 572 |
+
"nDCG@10": 0.15923282925465984,
|
| 573 |
+
"MRR@10": 0.1277634920634921,
|
| 574 |
+
"P@10": 0.027500000000000115,
|
| 575 |
+
"R@10": 0.2651666666666666,
|
| 576 |
+
"R@100": 0.5115,
|
| 577 |
+
"Hit@10": 0.271,
|
| 578 |
+
"Hit@100": 0.521
|
| 579 |
+
},
|
| 580 |
+
{
|
| 581 |
+
"fold": 2,
|
| 582 |
+
"nDCG@10": 0.16815775815593922,
|
| 583 |
+
"MRR@10": 0.1398265873015872,
|
| 584 |
+
"P@10": 0.027800000000000113,
|
| 585 |
+
"R@10": 0.2646666666666666,
|
| 586 |
+
"R@100": 0.4958333333333333,
|
| 587 |
+
"Hit@10": 0.271,
|
| 588 |
+
"Hit@100": 0.505
|
| 589 |
+
},
|
| 590 |
+
{
|
| 591 |
+
"fold": 3,
|
| 592 |
+
"nDCG@10": 0.15469276761393203,
|
| 593 |
+
"MRR@10": 0.1236722222222222,
|
| 594 |
+
"P@10": 0.027200000000000113,
|
| 595 |
+
"R@10": 0.2602833333333333,
|
| 596 |
+
"R@100": 0.5042666666666666,
|
| 597 |
+
"Hit@10": 0.267,
|
| 598 |
+
"Hit@100": 0.513
|
| 599 |
+
},
|
| 600 |
+
{
|
| 601 |
+
"fold": 4,
|
| 602 |
+
"nDCG@10": 0.17047780455571662,
|
| 603 |
+
"MRR@10": 0.13529047619047624,
|
| 604 |
+
"P@10": 0.03110000000000015,
|
| 605 |
+
"R@10": 0.2946666666666667,
|
| 606 |
+
"R@100": 0.5125666666666666,
|
| 607 |
+
"Hit@10": 0.301,
|
| 608 |
+
"Hit@100": 0.522
|
| 609 |
+
}
|
| 610 |
+
],
|
| 611 |
+
"mean_nDCG@10": 0.16207850783939368,
|
| 612 |
+
"mean_MRR@10": 0.1310136507936508,
|
| 613 |
+
"mean_R@100": 0.5068333333333334,
|
| 614 |
+
"mean_delta_vs_baseline": 0.00017519267042189756,
|
| 615 |
+
"min_delta_vs_baseline": -0.0002426962663341914,
|
| 616 |
+
"positive_folds_vs_baseline": 3,
|
| 617 |
+
"fold_deltas_vs_baseline": [
|
| 618 |
+
-1.630452918488512e-05,
|
| 619 |
+
0.0002506107732188345,
|
| 620 |
+
0.0002667955879459283,
|
| 621 |
+
0.0006175577864638016,
|
| 622 |
+
-0.0002426962663341914
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
{
|
| 626 |
+
"rarek": 3,
|
| 627 |
+
"wrare": 1.5,
|
| 628 |
+
"fold_metrics": [
|
| 629 |
+
{
|
| 630 |
+
"fold": 0,
|
| 631 |
+
"nDCG@10": 0.15696047493438503,
|
| 632 |
+
"MRR@10": 0.12785555555555556,
|
| 633 |
+
"P@10": 0.02710000000000011,
|
| 634 |
+
"R@10": 0.26033333333333336,
|
| 635 |
+
"R@100": 0.511,
|
| 636 |
+
"Hit@10": 0.267,
|
| 637 |
+
"Hit@100": 0.52
|
| 638 |
+
},
|
| 639 |
+
{
|
| 640 |
+
"fold": 1,
|
| 641 |
+
"nDCG@10": 0.1590696178426986,
|
| 642 |
+
"MRR@10": 0.12732142857142864,
|
| 643 |
+
"P@10": 0.027500000000000115,
|
| 644 |
+
"R@10": 0.2656666666666666,
|
| 645 |
+
"R@100": 0.51,
|
| 646 |
+
"Hit@10": 0.271,
|
| 647 |
+
"Hit@100": 0.52
|
| 648 |
+
},
|
| 649 |
+
{
|
| 650 |
+
"fold": 2,
|
| 651 |
+
"nDCG@10": 0.16773468836392158,
|
| 652 |
+
"MRR@10": 0.13959047619047613,
|
| 653 |
+
"P@10": 0.027700000000000113,
|
| 654 |
+
"R@10": 0.2636666666666666,
|
| 655 |
+
"R@100": 0.4938333333333333,
|
| 656 |
+
"Hit@10": 0.27,
|
| 657 |
+
"Hit@100": 0.503
|
| 658 |
+
},
|
| 659 |
+
{
|
| 660 |
+
"fold": 3,
|
| 661 |
+
"nDCG@10": 0.15457959649173744,
|
| 662 |
+
"MRR@10": 0.12351230158730155,
|
| 663 |
+
"P@10": 0.027200000000000113,
|
| 664 |
+
"R@10": 0.2602833333333333,
|
| 665 |
+
"R@100": 0.5042666666666666,
|
| 666 |
+
"Hit@10": 0.267,
|
| 667 |
+
"Hit@100": 0.513
|
| 668 |
+
},
|
| 669 |
+
{
|
| 670 |
+
"fold": 4,
|
| 671 |
+
"nDCG@10": 0.16985843390430752,
|
| 672 |
+
"MRR@10": 0.13477817460317465,
|
| 673 |
+
"P@10": 0.031000000000000145,
|
| 674 |
+
"R@10": 0.2936666666666667,
|
| 675 |
+
"R@100": 0.5125666666666666,
|
| 676 |
+
"Hit@10": 0.3,
|
| 677 |
+
"Hit@100": 0.522
|
| 678 |
+
}
|
| 679 |
+
],
|
| 680 |
+
"mean_nDCG@10": 0.16164056230741003,
|
| 681 |
+
"mean_MRR@10": 0.1306115873015873,
|
| 682 |
+
"mean_R@100": 0.5063333333333333,
|
| 683 |
+
"mean_delta_vs_baseline": -0.00026275286156176024,
|
| 684 |
+
"min_delta_vs_baseline": -0.0008872092115206065,
|
| 685 |
+
"positive_folds_vs_baseline": 2,
|
| 686 |
+
"fold_deltas_vs_baseline": [
|
| 687 |
+
-0.0008872092115206065,
|
| 688 |
+
8.739936125759518e-05,
|
| 689 |
+
-0.00015627420407171577,
|
| 690 |
+
0.0005043866642692185,
|
| 691 |
+
-0.0008620669177432927
|
| 692 |
+
]
|
| 693 |
+
},
|
| 694 |
+
{
|
| 695 |
+
"rarek": 4,
|
| 696 |
+
"wrare": 0.5,
|
| 697 |
+
"fold_metrics": [
|
| 698 |
+
{
|
| 699 |
+
"fold": 0,
|
| 700 |
+
"nDCG@10": 0.15557147041118233,
|
| 701 |
+
"MRR@10": 0.12548134920634918,
|
| 702 |
+
"P@10": 0.027400000000000115,
|
| 703 |
+
"R@10": 0.26216666666666666,
|
| 704 |
+
"R@100": 0.51125,
|
| 705 |
+
"Hit@10": 0.269,
|
| 706 |
+
"Hit@100": 0.521
|
| 707 |
+
},
|
| 708 |
+
{
|
| 709 |
+
"fold": 1,
|
| 710 |
+
"nDCG@10": 0.1579212328475234,
|
| 711 |
+
"MRR@10": 0.12756865079365082,
|
| 712 |
+
"P@10": 0.027000000000000107,
|
| 713 |
+
"R@10": 0.2606666666666666,
|
| 714 |
+
"R@100": 0.515,
|
| 715 |
+
"Hit@10": 0.267,
|
| 716 |
+
"Hit@100": 0.524
|
| 717 |
+
},
|
| 718 |
+
{
|
| 719 |
+
"fold": 2,
|
| 720 |
+
"nDCG@10": 0.16631872691092342,
|
| 721 |
+
"MRR@10": 0.13627341269841262,
|
| 722 |
+
"P@10": 0.02820000000000012,
|
| 723 |
+
"R@10": 0.26783333333333337,
|
| 724 |
+
"R@100": 0.4983333333333333,
|
| 725 |
+
"Hit@10": 0.274,
|
| 726 |
+
"Hit@100": 0.509
|
| 727 |
+
},
|
| 728 |
+
{
|
| 729 |
+
"fold": 3,
|
| 730 |
+
"nDCG@10": 0.156158479672219,
|
| 731 |
+
"MRR@10": 0.1255444444444444,
|
| 732 |
+
"P@10": 0.027400000000000112,
|
| 733 |
+
"R@10": 0.26011666666666666,
|
| 734 |
+
"R@100": 0.5062666666666666,
|
| 735 |
+
"Hit@10": 0.267,
|
| 736 |
+
"Hit@100": 0.515
|
| 737 |
+
},
|
| 738 |
+
{
|
| 739 |
+
"fold": 4,
|
| 740 |
+
"nDCG@10": 0.16803141487598885,
|
| 741 |
+
"MRR@10": 0.13287976190476203,
|
| 742 |
+
"P@10": 0.030800000000000143,
|
| 743 |
+
"R@10": 0.2916666666666667,
|
| 744 |
+
"R@100": 0.5165666666666666,
|
| 745 |
+
"Hit@10": 0.298,
|
| 746 |
+
"Hit@100": 0.526
|
| 747 |
+
}
|
| 748 |
+
],
|
| 749 |
+
"mean_nDCG@10": 0.1608002649435674,
|
| 750 |
+
"mean_MRR@10": 0.12954952380952384,
|
| 751 |
+
"mean_R@100": 0.5094833333333334,
|
| 752 |
+
"mean_delta_vs_baseline": -0.001103050225404395,
|
| 753 |
+
"min_delta_vs_baseline": -0.0026890859460619587,
|
| 754 |
+
"positive_folds_vs_baseline": 1,
|
| 755 |
+
"fold_deltas_vs_baseline": [
|
| 756 |
+
-0.002276213734723309,
|
| 757 |
+
-0.0010609856339175994,
|
| 758 |
+
-0.0015722356570698759,
|
| 759 |
+
0.002083269844750768,
|
| 760 |
+
-0.0026890859460619587
|
| 761 |
+
]
|
| 762 |
+
},
|
| 763 |
+
{
|
| 764 |
+
"rarek": 4,
|
| 765 |
+
"wrare": 0.75,
|
| 766 |
+
"fold_metrics": [
|
| 767 |
+
{
|
| 768 |
+
"fold": 0,
|
| 769 |
+
"nDCG@10": 0.15695170646646542,
|
| 770 |
+
"MRR@10": 0.12670357142857142,
|
| 771 |
+
"P@10": 0.027600000000000117,
|
| 772 |
+
"R@10": 0.26416666666666666,
|
| 773 |
+
"R@100": 0.51025,
|
| 774 |
+
"Hit@10": 0.271,
|
| 775 |
+
"Hit@100": 0.52
|
| 776 |
+
},
|
| 777 |
+
{
|
| 778 |
+
"fold": 1,
|
| 779 |
+
"nDCG@10": 0.15732968381863038,
|
| 780 |
+
"MRR@10": 0.12674603174603175,
|
| 781 |
+
"P@10": 0.027000000000000107,
|
| 782 |
+
"R@10": 0.2606666666666666,
|
| 783 |
+
"R@100": 0.514,
|
| 784 |
+
"Hit@10": 0.267,
|
| 785 |
+
"Hit@100": 0.523
|
| 786 |
+
},
|
| 787 |
+
{
|
| 788 |
+
"fold": 2,
|
| 789 |
+
"nDCG@10": 0.16537682317251293,
|
| 790 |
+
"MRR@10": 0.13574841269841265,
|
| 791 |
+
"P@10": 0.02800000000000012,
|
| 792 |
+
"R@10": 0.26533333333333337,
|
| 793 |
+
"R@100": 0.4993333333333333,
|
| 794 |
+
"Hit@10": 0.272,
|
| 795 |
+
"Hit@100": 0.509
|
| 796 |
+
},
|
| 797 |
+
{
|
| 798 |
+
"fold": 3,
|
| 799 |
+
"nDCG@10": 0.15475607228036495,
|
| 800 |
+
"MRR@10": 0.12419682539682535,
|
| 801 |
+
"P@10": 0.02720000000000011,
|
| 802 |
+
"R@10": 0.25811666666666666,
|
| 803 |
+
"R@100": 0.5042666666666666,
|
| 804 |
+
"Hit@10": 0.265,
|
| 805 |
+
"Hit@100": 0.513
|
| 806 |
+
},
|
| 807 |
+
{
|
| 808 |
+
"fold": 4,
|
| 809 |
+
"nDCG@10": 0.16835135374875565,
|
| 810 |
+
"MRR@10": 0.1325329365079366,
|
| 811 |
+
"P@10": 0.031000000000000145,
|
| 812 |
+
"R@10": 0.2936666666666667,
|
| 813 |
+
"R@100": 0.5170666666666666,
|
| 814 |
+
"Hit@10": 0.3,
|
| 815 |
+
"Hit@100": 0.527
|
| 816 |
+
}
|
| 817 |
+
],
|
| 818 |
+
"mean_nDCG@10": 0.16055312789734585,
|
| 819 |
+
"mean_MRR@10": 0.12918555555555555,
|
| 820 |
+
"mean_R@100": 0.5089833333333333,
|
| 821 |
+
"mean_delta_vs_baseline": -0.00135018727162593,
|
| 822 |
+
"min_delta_vs_baseline": -0.0025141393954803692,
|
| 823 |
+
"positive_folds_vs_baseline": 1,
|
| 824 |
+
"fold_deltas_vs_baseline": [
|
| 825 |
+
-0.0008959776794402186,
|
| 826 |
+
-0.001652534662810623,
|
| 827 |
+
-0.0025141393954803692,
|
| 828 |
+
0.0006808624528967244,
|
| 829 |
+
-0.0023691470732951636
|
| 830 |
+
]
|
| 831 |
+
},
|
| 832 |
+
{
|
| 833 |
+
"rarek": 4,
|
| 834 |
+
"wrare": 1.0,
|
| 835 |
+
"fold_metrics": [
|
| 836 |
+
{
|
| 837 |
+
"fold": 0,
|
| 838 |
+
"nDCG@10": 0.15674279515908568,
|
| 839 |
+
"MRR@10": 0.12699563492063495,
|
| 840 |
+
"P@10": 0.027400000000000115,
|
| 841 |
+
"R@10": 0.26216666666666666,
|
| 842 |
+
"R@100": 0.508,
|
| 843 |
+
"Hit@10": 0.269,
|
| 844 |
+
"Hit@100": 0.517
|
| 845 |
+
},
|
| 846 |
+
{
|
| 847 |
+
"fold": 1,
|
| 848 |
+
"nDCG@10": 0.1569963794670189,
|
| 849 |
+
"MRR@10": 0.12669206349206352,
|
| 850 |
+
"P@10": 0.026900000000000104,
|
| 851 |
+
"R@10": 0.2596666666666666,
|
| 852 |
+
"R@100": 0.513,
|
| 853 |
+
"Hit@10": 0.266,
|
| 854 |
+
"Hit@100": 0.522
|
| 855 |
+
},
|
| 856 |
+
{
|
| 857 |
+
"fold": 2,
|
| 858 |
+
"nDCG@10": 0.16587906035601843,
|
| 859 |
+
"MRR@10": 0.1369297619047619,
|
| 860 |
+
"P@10": 0.027800000000000113,
|
| 861 |
+
"R@10": 0.26333333333333336,
|
| 862 |
+
"R@100": 0.4983333333333333,
|
| 863 |
+
"Hit@10": 0.27,
|
| 864 |
+
"Hit@100": 0.508
|
| 865 |
+
},
|
| 866 |
+
{
|
| 867 |
+
"fold": 3,
|
| 868 |
+
"nDCG@10": 0.15448311953829938,
|
| 869 |
+
"MRR@10": 0.1242515873015873,
|
| 870 |
+
"P@10": 0.027000000000000107,
|
| 871 |
+
"R@10": 0.25711666666666666,
|
| 872 |
+
"R@100": 0.5042666666666666,
|
| 873 |
+
"Hit@10": 0.264,
|
| 874 |
+
"Hit@100": 0.513
|
| 875 |
+
},
|
| 876 |
+
{
|
| 877 |
+
"fold": 4,
|
| 878 |
+
"nDCG@10": 0.168100009391519,
|
| 879 |
+
"MRR@10": 0.13272460317460327,
|
| 880 |
+
"P@10": 0.030800000000000143,
|
| 881 |
+
"R@10": 0.2916666666666667,
|
| 882 |
+
"R@100": 0.5170666666666666,
|
| 883 |
+
"Hit@10": 0.298,
|
| 884 |
+
"Hit@100": 0.527
|
| 885 |
+
}
|
| 886 |
+
],
|
| 887 |
+
"mean_nDCG@10": 0.1604402727823883,
|
| 888 |
+
"mean_MRR@10": 0.12951873015873017,
|
| 889 |
+
"mean_R@100": 0.5081333333333333,
|
| 890 |
+
"mean_delta_vs_baseline": -0.0014630423865835186,
|
| 891 |
+
"min_delta_vs_baseline": -0.0026204914305318072,
|
| 892 |
+
"positive_folds_vs_baseline": 1,
|
| 893 |
+
"fold_deltas_vs_baseline": [
|
| 894 |
+
-0.0011048889868199574,
|
| 895 |
+
-0.0019858390144221194,
|
| 896 |
+
-0.002011902211974864,
|
| 897 |
+
0.0004079097108311558,
|
| 898 |
+
-0.0026204914305318072
|
| 899 |
+
]
|
| 900 |
+
},
|
| 901 |
+
{
|
| 902 |
+
"rarek": 4,
|
| 903 |
+
"wrare": 1.25,
|
| 904 |
+
"fold_metrics": [
|
| 905 |
+
{
|
| 906 |
+
"fold": 0,
|
| 907 |
+
"nDCG@10": 0.15709708503481928,
|
| 908 |
+
"MRR@10": 0.12714206349206353,
|
| 909 |
+
"P@10": 0.027500000000000118,
|
| 910 |
+
"R@10": 0.2631666666666666,
|
| 911 |
+
"R@100": 0.509,
|
| 912 |
+
"Hit@10": 0.27,
|
| 913 |
+
"Hit@100": 0.518
|
| 914 |
+
},
|
| 915 |
+
{
|
| 916 |
+
"fold": 1,
|
| 917 |
+
"nDCG@10": 0.15692225736114834,
|
| 918 |
+
"MRR@10": 0.1266154761904762,
|
| 919 |
+
"P@10": 0.026900000000000104,
|
| 920 |
+
"R@10": 0.2596666666666666,
|
| 921 |
+
"R@100": 0.5125,
|
| 922 |
+
"Hit@10": 0.266,
|
| 923 |
+
"Hit@100": 0.522
|
| 924 |
+
},
|
| 925 |
+
{
|
| 926 |
+
"fold": 2,
|
| 927 |
+
"nDCG@10": 0.16770099276000966,
|
| 928 |
+
"MRR@10": 0.13889007936507933,
|
| 929 |
+
"P@10": 0.02800000000000012,
|
| 930 |
+
"R@10": 0.26466666666666666,
|
| 931 |
+
"R@100": 0.4993333333333333,
|
| 932 |
+
"Hit@10": 0.271,
|
| 933 |
+
"Hit@100": 0.509
|
| 934 |
+
},
|
| 935 |
+
{
|
| 936 |
+
"fold": 3,
|
| 937 |
+
"nDCG@10": 0.15461054548664918,
|
| 938 |
+
"MRR@10": 0.12439206349206346,
|
| 939 |
+
"P@10": 0.027000000000000107,
|
| 940 |
+
"R@10": 0.25711666666666666,
|
| 941 |
+
"R@100": 0.5052666666666666,
|
| 942 |
+
"Hit@10": 0.264,
|
| 943 |
+
"Hit@100": 0.514
|
| 944 |
+
},
|
| 945 |
+
{
|
| 946 |
+
"fold": 4,
|
| 947 |
+
"nDCG@10": 0.16894810298570087,
|
| 948 |
+
"MRR@10": 0.13332698412698418,
|
| 949 |
+
"P@10": 0.031000000000000145,
|
| 950 |
+
"R@10": 0.2936666666666667,
|
| 951 |
+
"R@100": 0.5155666666666666,
|
| 952 |
+
"Hit@10": 0.3,
|
| 953 |
+
"Hit@100": 0.525
|
| 954 |
+
}
|
| 955 |
+
],
|
| 956 |
+
"mean_nDCG@10": 0.16105579672566545,
|
| 957 |
+
"mean_MRR@10": 0.13007333333333332,
|
| 958 |
+
"mean_R@100": 0.5083333333333333,
|
| 959 |
+
"mean_delta_vs_baseline": -0.0008475184433063276,
|
| 960 |
+
"min_delta_vs_baseline": -0.0020599611202926638,
|
| 961 |
+
"positive_folds_vs_baseline": 1,
|
| 962 |
+
"fold_deltas_vs_baseline": [
|
| 963 |
+
-0.000750599111086353,
|
| 964 |
+
-0.0020599611202926638,
|
| 965 |
+
-0.0001899698079836365,
|
| 966 |
+
0.0005353356591809577,
|
| 967 |
+
-0.0017723978363499426
|
| 968 |
+
]
|
| 969 |
+
},
|
| 970 |
+
{
|
| 971 |
+
"rarek": 4,
|
| 972 |
+
"wrare": 1.5,
|
| 973 |
+
"fold_metrics": [
|
| 974 |
+
{
|
| 975 |
+
"fold": 0,
|
| 976 |
+
"nDCG@10": 0.1567295616852179,
|
| 977 |
+
"MRR@10": 0.12673055555555562,
|
| 978 |
+
"P@10": 0.027500000000000118,
|
| 979 |
+
"R@10": 0.2631666666666666,
|
| 980 |
+
"R@100": 0.509,
|
| 981 |
+
"Hit@10": 0.27,
|
| 982 |
+
"Hit@100": 0.518
|
| 983 |
+
},
|
| 984 |
+
{
|
| 985 |
+
"fold": 1,
|
| 986 |
+
"nDCG@10": 0.15778676578511133,
|
| 987 |
+
"MRR@10": 0.1274587301587302,
|
| 988 |
+
"P@10": 0.027000000000000107,
|
| 989 |
+
"R@10": 0.2606666666666666,
|
| 990 |
+
"R@100": 0.5125,
|
| 991 |
+
"Hit@10": 0.267,
|
| 992 |
+
"Hit@100": 0.522
|
| 993 |
+
},
|
| 994 |
+
{
|
| 995 |
+
"fold": 2,
|
| 996 |
+
"nDCG@10": 0.16731401607183627,
|
| 997 |
+
"MRR@10": 0.1381345238095238,
|
| 998 |
+
"P@10": 0.028100000000000118,
|
| 999 |
+
"R@10": 0.26566666666666666,
|
| 1000 |
+
"R@100": 0.4983333333333333,
|
| 1001 |
+
"Hit@10": 0.272,
|
| 1002 |
+
"Hit@100": 0.508
|
| 1003 |
+
},
|
| 1004 |
+
{
|
| 1005 |
+
"fold": 3,
|
| 1006 |
+
"nDCG@10": 0.15458744157114396,
|
| 1007 |
+
"MRR@10": 0.12493650793650793,
|
| 1008 |
+
"P@10": 0.026800000000000105,
|
| 1009 |
+
"R@10": 0.25511666666666666,
|
| 1010 |
+
"R@100": 0.5052666666666666,
|
| 1011 |
+
"Hit@10": 0.262,
|
| 1012 |
+
"Hit@100": 0.514
|
| 1013 |
+
},
|
| 1014 |
+
{
|
| 1015 |
+
"fold": 4,
|
| 1016 |
+
"nDCG@10": 0.167800194424752,
|
| 1017 |
+
"MRR@10": 0.1323801587301588,
|
| 1018 |
+
"P@10": 0.030800000000000143,
|
| 1019 |
+
"R@10": 0.2916666666666667,
|
| 1020 |
+
"R@100": 0.5145666666666667,
|
| 1021 |
+
"Hit@10": 0.298,
|
| 1022 |
+
"Hit@100": 0.524
|
| 1023 |
+
}
|
| 1024 |
+
],
|
| 1025 |
+
"mean_nDCG@10": 0.1608435959076123,
|
| 1026 |
+
"mean_MRR@10": 0.1299280952380953,
|
| 1027 |
+
"mean_R@100": 0.5079333333333333,
|
| 1028 |
+
"mean_delta_vs_baseline": -0.0010597192613595041,
|
| 1029 |
+
"min_delta_vs_baseline": -0.0029203063972988164,
|
| 1030 |
+
"positive_folds_vs_baseline": 1,
|
| 1031 |
+
"fold_deltas_vs_baseline": [
|
| 1032 |
+
-0.0011181224606877371,
|
| 1033 |
+
-0.001195452696329674,
|
| 1034 |
+
-0.000576946496157027,
|
| 1035 |
+
0.000512231743675734,
|
| 1036 |
+
-0.0029203063972988164
|
| 1037 |
+
]
|
| 1038 |
+
},
|
| 1039 |
+
{
|
| 1040 |
+
"rarek": 5,
|
| 1041 |
+
"wrare": 0.5,
|
| 1042 |
+
"fold_metrics": [
|
| 1043 |
+
{
|
| 1044 |
+
"fold": 0,
|
| 1045 |
+
"nDCG@10": 0.15601963005239564,
|
| 1046 |
+
"MRR@10": 0.12609404761904763,
|
| 1047 |
+
"P@10": 0.027400000000000115,
|
| 1048 |
+
"R@10": 0.26216666666666666,
|
| 1049 |
+
"R@100": 0.51325,
|
| 1050 |
+
"Hit@10": 0.269,
|
| 1051 |
+
"Hit@100": 0.523
|
| 1052 |
+
},
|
| 1053 |
+
{
|
| 1054 |
+
"fold": 1,
|
| 1055 |
+
"nDCG@10": 0.15919591447379258,
|
| 1056 |
+
"MRR@10": 0.1283480158730159,
|
| 1057 |
+
"P@10": 0.027300000000000112,
|
| 1058 |
+
"R@10": 0.2636666666666666,
|
| 1059 |
+
"R@100": 0.5125,
|
| 1060 |
+
"Hit@10": 0.27,
|
| 1061 |
+
"Hit@100": 0.521
|
| 1062 |
+
},
|
| 1063 |
+
{
|
| 1064 |
+
"fold": 2,
|
| 1065 |
+
"nDCG@10": 0.16679902558609405,
|
| 1066 |
+
"MRR@10": 0.13752539682539675,
|
| 1067 |
+
"P@10": 0.028100000000000118,
|
| 1068 |
+
"R@10": 0.26616666666666666,
|
| 1069 |
+
"R@100": 0.4993333333333333,
|
| 1070 |
+
"Hit@10": 0.273,
|
| 1071 |
+
"Hit@100": 0.51
|
| 1072 |
+
},
|
| 1073 |
+
{
|
| 1074 |
+
"fold": 3,
|
| 1075 |
+
"nDCG@10": 0.15584143794578548,
|
| 1076 |
+
"MRR@10": 0.12522341269841267,
|
| 1077 |
+
"P@10": 0.027400000000000112,
|
| 1078 |
+
"R@10": 0.25911666666666666,
|
| 1079 |
+
"R@100": 0.5072666666666666,
|
| 1080 |
+
"Hit@10": 0.266,
|
| 1081 |
+
"Hit@100": 0.516
|
| 1082 |
+
},
|
| 1083 |
+
{
|
| 1084 |
+
"fold": 4,
|
| 1085 |
+
"nDCG@10": 0.16857113351049455,
|
| 1086 |
+
"MRR@10": 0.13326944444444452,
|
| 1087 |
+
"P@10": 0.031000000000000142,
|
| 1088 |
+
"R@10": 0.2931666666666667,
|
| 1089 |
+
"R@100": 0.5190666666666666,
|
| 1090 |
+
"Hit@10": 0.299,
|
| 1091 |
+
"Hit@100": 0.529
|
| 1092 |
+
}
|
| 1093 |
+
],
|
| 1094 |
+
"mean_nDCG@10": 0.16128542831371245,
|
| 1095 |
+
"mean_MRR@10": 0.1300920634920635,
|
| 1096 |
+
"mean_R@100": 0.5102833333333333,
|
| 1097 |
+
"mean_delta_vs_baseline": -0.0006178868552593364,
|
| 1098 |
+
"min_delta_vs_baseline": -0.002149367311556266,
|
| 1099 |
+
"positive_folds_vs_baseline": 2,
|
| 1100 |
+
"fold_deltas_vs_baseline": [
|
| 1101 |
+
-0.001828054093510001,
|
| 1102 |
+
0.00021369599235157577,
|
| 1103 |
+
-0.0010919369818992442,
|
| 1104 |
+
0.0017662281183172535,
|
| 1105 |
+
-0.002149367311556266
|
| 1106 |
+
]
|
| 1107 |
+
},
|
| 1108 |
+
{
|
| 1109 |
+
"rarek": 5,
|
| 1110 |
+
"wrare": 0.75,
|
| 1111 |
+
"fold_metrics": [
|
| 1112 |
+
{
|
| 1113 |
+
"fold": 0,
|
| 1114 |
+
"nDCG@10": 0.1570316857245147,
|
| 1115 |
+
"MRR@10": 0.12712380952380953,
|
| 1116 |
+
"P@10": 0.027500000000000118,
|
| 1117 |
+
"R@10": 0.26316666666666666,
|
| 1118 |
+
"R@100": 0.51325,
|
| 1119 |
+
"Hit@10": 0.27,
|
| 1120 |
+
"Hit@100": 0.523
|
| 1121 |
+
},
|
| 1122 |
+
{
|
| 1123 |
+
"fold": 1,
|
| 1124 |
+
"nDCG@10": 0.15839945951870396,
|
| 1125 |
+
"MRR@10": 0.12748650793650793,
|
| 1126 |
+
"P@10": 0.02720000000000011,
|
| 1127 |
+
"R@10": 0.2626666666666666,
|
| 1128 |
+
"R@100": 0.5105,
|
| 1129 |
+
"Hit@10": 0.269,
|
| 1130 |
+
"Hit@100": 0.519
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"fold": 2,
|
| 1134 |
+
"nDCG@10": 0.16514046276277478,
|
| 1135 |
+
"MRR@10": 0.13586269841269835,
|
| 1136 |
+
"P@10": 0.027900000000000116,
|
| 1137 |
+
"R@10": 0.26416666666666666,
|
| 1138 |
+
"R@100": 0.4998333333333333,
|
| 1139 |
+
"Hit@10": 0.271,
|
| 1140 |
+
"Hit@100": 0.51
|
| 1141 |
+
},
|
| 1142 |
+
{
|
| 1143 |
+
"fold": 3,
|
| 1144 |
+
"nDCG@10": 0.1551125746593928,
|
| 1145 |
+
"MRR@10": 0.12450634920634919,
|
| 1146 |
+
"P@10": 0.027300000000000112,
|
| 1147 |
+
"R@10": 0.25811666666666666,
|
| 1148 |
+
"R@100": 0.5042666666666666,
|
| 1149 |
+
"Hit@10": 0.265,
|
| 1150 |
+
"Hit@100": 0.513
|
| 1151 |
+
},
|
| 1152 |
+
{
|
| 1153 |
+
"fold": 4,
|
| 1154 |
+
"nDCG@10": 0.16855196853940518,
|
| 1155 |
+
"MRR@10": 0.13279087301587308,
|
| 1156 |
+
"P@10": 0.031100000000000145,
|
| 1157 |
+
"R@10": 0.2941666666666667,
|
| 1158 |
+
"R@100": 0.5175666666666666,
|
| 1159 |
+
"Hit@10": 0.3,
|
| 1160 |
+
"Hit@100": 0.527
|
| 1161 |
+
}
|
| 1162 |
+
],
|
| 1163 |
+
"mean_nDCG@10": 0.16084723024095832,
|
| 1164 |
+
"mean_MRR@10": 0.12955404761904762,
|
| 1165 |
+
"mean_R@100": 0.5090833333333333,
|
| 1166 |
+
"mean_delta_vs_baseline": -0.001056084928013512,
|
| 1167 |
+
"min_delta_vs_baseline": -0.0027504998052185203,
|
| 1168 |
+
"positive_folds_vs_baseline": 1,
|
| 1169 |
+
"fold_deltas_vs_baseline": [
|
| 1170 |
+
-0.0008159984213909344,
|
| 1171 |
+
-0.0005827589627370455,
|
| 1172 |
+
-0.0027504998052185203,
|
| 1173 |
+
0.0010373648319245699,
|
| 1174 |
+
-0.00216853228264563
|
| 1175 |
+
]
|
| 1176 |
+
},
|
| 1177 |
+
{
|
| 1178 |
+
"rarek": 5,
|
| 1179 |
+
"wrare": 1.0,
|
| 1180 |
+
"fold_metrics": [
|
| 1181 |
+
{
|
| 1182 |
+
"fold": 0,
|
| 1183 |
+
"nDCG@10": 0.155550885150137,
|
| 1184 |
+
"MRR@10": 0.12600039682539685,
|
| 1185 |
+
"P@10": 0.027200000000000113,
|
| 1186 |
+
"R@10": 0.2601666666666667,
|
| 1187 |
+
"R@100": 0.51025,
|
| 1188 |
+
"Hit@10": 0.267,
|
| 1189 |
+
"Hit@100": 0.52
|
| 1190 |
+
},
|
| 1191 |
+
{
|
| 1192 |
+
"fold": 1,
|
| 1193 |
+
"nDCG@10": 0.15797917400826691,
|
| 1194 |
+
"MRR@10": 0.127518253968254,
|
| 1195 |
+
"P@10": 0.02700000000000011,
|
| 1196 |
+
"R@10": 0.2611666666666666,
|
| 1197 |
+
"R@100": 0.5105,
|
| 1198 |
+
"Hit@10": 0.268,
|
| 1199 |
+
"Hit@100": 0.519
|
| 1200 |
+
},
|
| 1201 |
+
{
|
| 1202 |
+
"fold": 2,
|
| 1203 |
+
"nDCG@10": 0.16540207697166354,
|
| 1204 |
+
"MRR@10": 0.13713253968253966,
|
| 1205 |
+
"P@10": 0.02760000000000011,
|
| 1206 |
+
"R@10": 0.26116666666666666,
|
| 1207 |
+
"R@100": 0.4938333333333333,
|
| 1208 |
+
"Hit@10": 0.268,
|
| 1209 |
+
"Hit@100": 0.504
|
| 1210 |
+
},
|
| 1211 |
+
{
|
| 1212 |
+
"fold": 3,
|
| 1213 |
+
"nDCG@10": 0.15554410910639507,
|
| 1214 |
+
"MRR@10": 0.1254607142857143,
|
| 1215 |
+
"P@10": 0.027100000000000107,
|
| 1216 |
+
"R@10": 0.25711666666666666,
|
| 1217 |
+
"R@100": 0.5032666666666666,
|
| 1218 |
+
"Hit@10": 0.264,
|
| 1219 |
+
"Hit@100": 0.512
|
| 1220 |
+
},
|
| 1221 |
+
{
|
| 1222 |
+
"fold": 4,
|
| 1223 |
+
"nDCG@10": 0.16848292012530705,
|
| 1224 |
+
"MRR@10": 0.13261666666666674,
|
| 1225 |
+
"P@10": 0.031100000000000145,
|
| 1226 |
+
"R@10": 0.2941666666666667,
|
| 1227 |
+
"R@100": 0.5145666666666666,
|
| 1228 |
+
"Hit@10": 0.3,
|
| 1229 |
+
"Hit@100": 0.524
|
| 1230 |
+
}
|
| 1231 |
+
],
|
| 1232 |
+
"mean_nDCG@10": 0.16059183307235392,
|
| 1233 |
+
"mean_MRR@10": 0.1297457142857143,
|
| 1234 |
+
"mean_R@100": 0.5064833333333334,
|
| 1235 |
+
"mean_delta_vs_baseline": -0.0013114820966178774,
|
| 1236 |
+
"min_delta_vs_baseline": -0.0024888855963297596,
|
| 1237 |
+
"positive_folds_vs_baseline": 1,
|
| 1238 |
+
"fold_deltas_vs_baseline": [
|
| 1239 |
+
-0.002296798995768623,
|
| 1240 |
+
-0.0010030444731740917,
|
| 1241 |
+
-0.0024888855963297596,
|
| 1242 |
+
0.0014688992789268496,
|
| 1243 |
+
-0.002237580696743763
|
| 1244 |
+
]
|
| 1245 |
+
},
|
| 1246 |
+
{
|
| 1247 |
+
"rarek": 5,
|
| 1248 |
+
"wrare": 1.25,
|
| 1249 |
+
"fold_metrics": [
|
| 1250 |
+
{
|
| 1251 |
+
"fold": 0,
|
| 1252 |
+
"nDCG@10": 0.15632186212295576,
|
| 1253 |
+
"MRR@10": 0.12705833333333338,
|
| 1254 |
+
"P@10": 0.027200000000000113,
|
| 1255 |
+
"R@10": 0.2601666666666667,
|
| 1256 |
+
"R@100": 0.51125,
|
| 1257 |
+
"Hit@10": 0.267,
|
| 1258 |
+
"Hit@100": 0.521
|
| 1259 |
+
},
|
| 1260 |
+
{
|
| 1261 |
+
"fold": 1,
|
| 1262 |
+
"nDCG@10": 0.1587177512076544,
|
| 1263 |
+
"MRR@10": 0.128275,
|
| 1264 |
+
"P@10": 0.02710000000000011,
|
| 1265 |
+
"R@10": 0.2621666666666666,
|
| 1266 |
+
"R@100": 0.5085,
|
| 1267 |
+
"Hit@10": 0.269,
|
| 1268 |
+
"Hit@100": 0.517
|
| 1269 |
+
},
|
| 1270 |
+
{
|
| 1271 |
+
"fold": 2,
|
| 1272 |
+
"nDCG@10": 0.16648778322595006,
|
| 1273 |
+
"MRR@10": 0.13879841269841264,
|
| 1274 |
+
"P@10": 0.02760000000000011,
|
| 1275 |
+
"R@10": 0.26116666666666666,
|
| 1276 |
+
"R@100": 0.4938333333333333,
|
| 1277 |
+
"Hit@10": 0.268,
|
| 1278 |
+
"Hit@100": 0.504
|
| 1279 |
+
},
|
| 1280 |
+
{
|
| 1281 |
+
"fold": 3,
|
| 1282 |
+
"nDCG@10": 0.15619750040244346,
|
| 1283 |
+
"MRR@10": 0.1257535714285714,
|
| 1284 |
+
"P@10": 0.027300000000000112,
|
| 1285 |
+
"R@10": 0.25911666666666666,
|
| 1286 |
+
"R@100": 0.5062666666666666,
|
| 1287 |
+
"Hit@10": 0.266,
|
| 1288 |
+
"Hit@100": 0.515
|
| 1289 |
+
},
|
| 1290 |
+
{
|
| 1291 |
+
"fold": 4,
|
| 1292 |
+
"nDCG@10": 0.16867834070083784,
|
| 1293 |
+
"MRR@10": 0.13261944444444448,
|
| 1294 |
+
"P@10": 0.031200000000000144,
|
| 1295 |
+
"R@10": 0.2951666666666667,
|
| 1296 |
+
"R@100": 0.5145666666666666,
|
| 1297 |
+
"Hit@10": 0.301,
|
| 1298 |
+
"Hit@100": 0.524
|
| 1299 |
+
}
|
| 1300 |
+
],
|
| 1301 |
+
"mean_nDCG@10": 0.1612806475319683,
|
| 1302 |
+
"mean_MRR@10": 0.1305009523809524,
|
| 1303 |
+
"mean_R@100": 0.5068833333333334,
|
| 1304 |
+
"mean_delta_vs_baseline": -0.0006226676370034879,
|
| 1305 |
+
"min_delta_vs_baseline": -0.0020421601212129714,
|
| 1306 |
+
"positive_folds_vs_baseline": 1,
|
| 1307 |
+
"fold_deltas_vs_baseline": [
|
| 1308 |
+
-0.0015258220229498742,
|
| 1309 |
+
-0.00026446727378659496,
|
| 1310 |
+
-0.0014031793420432315,
|
| 1311 |
+
0.002122290574975233,
|
| 1312 |
+
-0.0020421601212129714
|
| 1313 |
+
]
|
| 1314 |
+
},
|
| 1315 |
+
{
|
| 1316 |
+
"rarek": 5,
|
| 1317 |
+
"wrare": 1.5,
|
| 1318 |
+
"fold_metrics": [
|
| 1319 |
+
{
|
| 1320 |
+
"fold": 0,
|
| 1321 |
+
"nDCG@10": 0.15633633840369057,
|
| 1322 |
+
"MRR@10": 0.12683809523809528,
|
| 1323 |
+
"P@10": 0.027300000000000116,
|
| 1324 |
+
"R@10": 0.26116666666666666,
|
| 1325 |
+
"R@100": 0.5105,
|
| 1326 |
+
"Hit@10": 0.268,
|
| 1327 |
+
"Hit@100": 0.52
|
| 1328 |
+
},
|
| 1329 |
+
{
|
| 1330 |
+
"fold": 1,
|
| 1331 |
+
"nDCG@10": 0.1599497941794598,
|
| 1332 |
+
"MRR@10": 0.12962500000000002,
|
| 1333 |
+
"P@10": 0.027200000000000113,
|
| 1334 |
+
"R@10": 0.2631666666666666,
|
| 1335 |
+
"R@100": 0.5095,
|
| 1336 |
+
"Hit@10": 0.27,
|
| 1337 |
+
"Hit@100": 0.518
|
| 1338 |
+
},
|
| 1339 |
+
{
|
| 1340 |
+
"fold": 2,
|
| 1341 |
+
"nDCG@10": 0.16687037965340093,
|
| 1342 |
+
"MRR@10": 0.13907460317460313,
|
| 1343 |
+
"P@10": 0.02760000000000011,
|
| 1344 |
+
"R@10": 0.26233333333333336,
|
| 1345 |
+
"R@100": 0.4928333333333333,
|
| 1346 |
+
"Hit@10": 0.269,
|
| 1347 |
+
"Hit@100": 0.503
|
| 1348 |
+
},
|
| 1349 |
+
{
|
| 1350 |
+
"fold": 3,
|
| 1351 |
+
"nDCG@10": 0.15446357354394435,
|
| 1352 |
+
"MRR@10": 0.1242563492063492,
|
| 1353 |
+
"P@10": 0.027000000000000104,
|
| 1354 |
+
"R@10": 0.25661666666666666,
|
| 1355 |
+
"R@100": 0.5062666666666666,
|
| 1356 |
+
"Hit@10": 0.264,
|
| 1357 |
+
"Hit@100": 0.515
|
| 1358 |
+
},
|
| 1359 |
+
{
|
| 1360 |
+
"fold": 4,
|
| 1361 |
+
"nDCG@10": 0.16806794569572997,
|
| 1362 |
+
"MRR@10": 0.132970634920635,
|
| 1363 |
+
"P@10": 0.03080000000000014,
|
| 1364 |
+
"R@10": 0.2911666666666667,
|
| 1365 |
+
"R@100": 0.5125666666666667,
|
| 1366 |
+
"Hit@10": 0.297,
|
| 1367 |
+
"Hit@100": 0.522
|
| 1368 |
+
}
|
| 1369 |
+
],
|
| 1370 |
+
"mean_nDCG@10": 0.16113760629524512,
|
| 1371 |
+
"mean_MRR@10": 0.13055293650793653,
|
| 1372 |
+
"mean_R@100": 0.5063333333333333,
|
| 1373 |
+
"mean_delta_vs_baseline": -0.0007657088737266726,
|
| 1374 |
+
"min_delta_vs_baseline": -0.0026525551263208436,
|
| 1375 |
+
"positive_folds_vs_baseline": 2,
|
| 1376 |
+
"fold_deltas_vs_baseline": [
|
| 1377 |
+
-0.0015113457422150645,
|
| 1378 |
+
0.00096757569801878,
|
| 1379 |
+
-0.0010205829145923662,
|
| 1380 |
+
0.0003883637164761311,
|
| 1381 |
+
-0.0026525551263208436
|
| 1382 |
+
]
|
| 1383 |
+
}
|
| 1384 |
+
],
|
| 1385 |
+
"seconds": 55.726775884628296
|
| 1386 |
+
}
|
results/msmarco_scale/finish_train_selected.json
ADDED
|
@@ -0,0 +1,226 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "finish remaining TRAIN-only development on five fixed disjoint 1000-query folds; no DEV/test selection",
|
| 3 |
+
"selected": {
|
| 4 |
+
"final_length_b": 0.1,
|
| 5 |
+
"coordination_alpha": 0.25,
|
| 6 |
+
"lambda_lex": 4.0,
|
| 7 |
+
"lambda_sem": 0.5,
|
| 8 |
+
"rare_topk": 3,
|
| 9 |
+
"rare_weight": 1.25,
|
| 10 |
+
"final_idf_power": 2.0,
|
| 11 |
+
"preselection_eta": 1.0,
|
| 12 |
+
"preselection_idf_power": 1.0,
|
| 13 |
+
"P": 2000,
|
| 14 |
+
"gamma_tail": 0.25,
|
| 15 |
+
"lambda_M": 0.125,
|
| 16 |
+
"h": 0,
|
| 17 |
+
"S": 16
|
| 18 |
+
},
|
| 19 |
+
"stageA_selected": {
|
| 20 |
+
"b": 0.1,
|
| 21 |
+
"alpha": 0.25,
|
| 22 |
+
"fold_metrics": [
|
| 23 |
+
{
|
| 24 |
+
"fold": 0,
|
| 25 |
+
"nDCG@10": 0.15750632256150443,
|
| 26 |
+
"MRR@10": 0.12843769841269842,
|
| 27 |
+
"P@10": 0.027200000000000113,
|
| 28 |
+
"R@10": 0.2606666666666667,
|
| 29 |
+
"R@100": 0.508,
|
| 30 |
+
"Hit@10": 0.267,
|
| 31 |
+
"Hit@100": 0.517
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"fold": 1,
|
| 35 |
+
"nDCG@10": 0.15761138686714882,
|
| 36 |
+
"MRR@10": 0.12543492063492068,
|
| 37 |
+
"P@10": 0.027500000000000115,
|
| 38 |
+
"R@10": 0.2651666666666666,
|
| 39 |
+
"R@100": 0.5095,
|
| 40 |
+
"Hit@10": 0.271,
|
| 41 |
+
"Hit@100": 0.519
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"fold": 2,
|
| 45 |
+
"nDCG@10": 0.168256553931088,
|
| 46 |
+
"MRR@10": 0.13956111111111105,
|
| 47 |
+
"P@10": 0.028000000000000122,
|
| 48 |
+
"R@10": 0.2666666666666666,
|
| 49 |
+
"R@100": 0.4928333333333333,
|
| 50 |
+
"Hit@10": 0.274,
|
| 51 |
+
"Hit@100": 0.502
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"fold": 3,
|
| 55 |
+
"nDCG@10": 0.15438199824129975,
|
| 56 |
+
"MRR@10": 0.12256706349206342,
|
| 57 |
+
"P@10": 0.027400000000000115,
|
| 58 |
+
"R@10": 0.2617833333333333,
|
| 59 |
+
"R@100": 0.5042666666666666,
|
| 60 |
+
"Hit@10": 0.269,
|
| 61 |
+
"Hit@100": 0.513
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"fold": 4,
|
| 65 |
+
"nDCG@10": 0.1705329703672328,
|
| 66 |
+
"MRR@10": 0.13583015873015875,
|
| 67 |
+
"P@10": 0.031000000000000145,
|
| 68 |
+
"R@10": 0.29236666666666666,
|
| 69 |
+
"R@100": 0.5135666666666666,
|
| 70 |
+
"Hit@10": 0.3,
|
| 71 |
+
"Hit@100": 0.523
|
| 72 |
+
}
|
| 73 |
+
],
|
| 74 |
+
"mean_nDCG@10": 0.16165784639365474,
|
| 75 |
+
"mean_MRR@10": 0.13036619047619044,
|
| 76 |
+
"mean_R@100": 0.5056333333333333,
|
| 77 |
+
"mean_delta_vs_baseline": 0.0,
|
| 78 |
+
"min_delta_vs_baseline": 0.0,
|
| 79 |
+
"positive_folds_vs_baseline": 0,
|
| 80 |
+
"fold_deltas_vs_baseline": [
|
| 81 |
+
0.0,
|
| 82 |
+
0.0,
|
| 83 |
+
0.0,
|
| 84 |
+
0.0,
|
| 85 |
+
0.0
|
| 86 |
+
]
|
| 87 |
+
},
|
| 88 |
+
"stageB_selected": {
|
| 89 |
+
"wlex": 4.0,
|
| 90 |
+
"wsem": 0.5,
|
| 91 |
+
"fold_metrics": [
|
| 92 |
+
{
|
| 93 |
+
"fold": 0,
|
| 94 |
+
"nDCG@10": 0.15784768414590564,
|
| 95 |
+
"MRR@10": 0.1285996031746032,
|
| 96 |
+
"P@10": 0.027300000000000116,
|
| 97 |
+
"R@10": 0.26166666666666666,
|
| 98 |
+
"R@100": 0.509,
|
| 99 |
+
"Hit@10": 0.268,
|
| 100 |
+
"Hit@100": 0.518
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"fold": 1,
|
| 104 |
+
"nDCG@10": 0.158982218481441,
|
| 105 |
+
"MRR@10": 0.12739563492063494,
|
| 106 |
+
"P@10": 0.027500000000000115,
|
| 107 |
+
"R@10": 0.2651666666666666,
|
| 108 |
+
"R@100": 0.5115,
|
| 109 |
+
"Hit@10": 0.271,
|
| 110 |
+
"Hit@100": 0.521
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"fold": 2,
|
| 114 |
+
"nDCG@10": 0.1678909625679933,
|
| 115 |
+
"MRR@10": 0.13896785714285703,
|
| 116 |
+
"P@10": 0.02800000000000012,
|
| 117 |
+
"R@10": 0.266,
|
| 118 |
+
"R@100": 0.4958333333333333,
|
| 119 |
+
"Hit@10": 0.272,
|
| 120 |
+
"Hit@100": 0.505
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"fold": 3,
|
| 124 |
+
"nDCG@10": 0.15407520982746822,
|
| 125 |
+
"MRR@10": 0.12282539682539682,
|
| 126 |
+
"P@10": 0.027200000000000113,
|
| 127 |
+
"R@10": 0.2602833333333333,
|
| 128 |
+
"R@100": 0.5052666666666666,
|
| 129 |
+
"Hit@10": 0.267,
|
| 130 |
+
"Hit@100": 0.514
|
| 131 |
+
},
|
| 132 |
+
{
|
| 133 |
+
"fold": 4,
|
| 134 |
+
"nDCG@10": 0.1707205008220508,
|
| 135 |
+
"MRR@10": 0.13572420634920637,
|
| 136 |
+
"P@10": 0.03110000000000015,
|
| 137 |
+
"R@10": 0.2941666666666667,
|
| 138 |
+
"R@100": 0.5135666666666666,
|
| 139 |
+
"Hit@10": 0.301,
|
| 140 |
+
"Hit@100": 0.523
|
| 141 |
+
}
|
| 142 |
+
],
|
| 143 |
+
"mean_nDCG@10": 0.1619033151689718,
|
| 144 |
+
"mean_MRR@10": 0.13070253968253967,
|
| 145 |
+
"mean_R@100": 0.5070333333333333,
|
| 146 |
+
"mean_delta_vs_baseline": 0.000245468775317037,
|
| 147 |
+
"min_delta_vs_baseline": -0.00036559136309469165,
|
| 148 |
+
"positive_folds_vs_baseline": 3,
|
| 149 |
+
"fold_deltas_vs_baseline": [
|
| 150 |
+
0.00034136158440120634,
|
| 151 |
+
0.0013708316142921895,
|
| 152 |
+
-0.00036559136309469165,
|
| 153 |
+
-0.0003067884138315269,
|
| 154 |
+
0.0001875304548180079
|
| 155 |
+
]
|
| 156 |
+
},
|
| 157 |
+
"stageC_selected": {
|
| 158 |
+
"rarek": 3,
|
| 159 |
+
"wrare": 1.25,
|
| 160 |
+
"fold_metrics": [
|
| 161 |
+
{
|
| 162 |
+
"fold": 0,
|
| 163 |
+
"nDCG@10": 0.15783137961672075,
|
| 164 |
+
"MRR@10": 0.12851547619047618,
|
| 165 |
+
"P@10": 0.027300000000000116,
|
| 166 |
+
"R@10": 0.26166666666666666,
|
| 167 |
+
"R@100": 0.51,
|
| 168 |
+
"Hit@10": 0.268,
|
| 169 |
+
"Hit@100": 0.519
|
| 170 |
+
},
|
| 171 |
+
{
|
| 172 |
+
"fold": 1,
|
| 173 |
+
"nDCG@10": 0.15923282925465984,
|
| 174 |
+
"MRR@10": 0.1277634920634921,
|
| 175 |
+
"P@10": 0.027500000000000115,
|
| 176 |
+
"R@10": 0.2651666666666666,
|
| 177 |
+
"R@100": 0.5115,
|
| 178 |
+
"Hit@10": 0.271,
|
| 179 |
+
"Hit@100": 0.521
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"fold": 2,
|
| 183 |
+
"nDCG@10": 0.16815775815593922,
|
| 184 |
+
"MRR@10": 0.1398265873015872,
|
| 185 |
+
"P@10": 0.027800000000000113,
|
| 186 |
+
"R@10": 0.2646666666666666,
|
| 187 |
+
"R@100": 0.4958333333333333,
|
| 188 |
+
"Hit@10": 0.271,
|
| 189 |
+
"Hit@100": 0.505
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"fold": 3,
|
| 193 |
+
"nDCG@10": 0.15469276761393203,
|
| 194 |
+
"MRR@10": 0.1236722222222222,
|
| 195 |
+
"P@10": 0.027200000000000113,
|
| 196 |
+
"R@10": 0.2602833333333333,
|
| 197 |
+
"R@100": 0.5042666666666666,
|
| 198 |
+
"Hit@10": 0.267,
|
| 199 |
+
"Hit@100": 0.513
|
| 200 |
+
},
|
| 201 |
+
{
|
| 202 |
+
"fold": 4,
|
| 203 |
+
"nDCG@10": 0.17047780455571662,
|
| 204 |
+
"MRR@10": 0.13529047619047624,
|
| 205 |
+
"P@10": 0.03110000000000015,
|
| 206 |
+
"R@10": 0.2946666666666667,
|
| 207 |
+
"R@100": 0.5125666666666666,
|
| 208 |
+
"Hit@10": 0.301,
|
| 209 |
+
"Hit@100": 0.522
|
| 210 |
+
}
|
| 211 |
+
],
|
| 212 |
+
"mean_nDCG@10": 0.16207850783939368,
|
| 213 |
+
"mean_MRR@10": 0.1310136507936508,
|
| 214 |
+
"mean_R@100": 0.5068333333333334,
|
| 215 |
+
"mean_delta_vs_baseline": 0.00017519267042189756,
|
| 216 |
+
"min_delta_vs_baseline": -0.0002426962663341914,
|
| 217 |
+
"positive_folds_vs_baseline": 3,
|
| 218 |
+
"fold_deltas_vs_baseline": [
|
| 219 |
+
-1.630452918488512e-05,
|
| 220 |
+
0.0002506107732188345,
|
| 221 |
+
0.0002667955879459283,
|
| 222 |
+
0.0006175577864638016,
|
| 223 |
+
-0.0002426962663341914
|
| 224 |
+
]
|
| 225 |
+
}
|
| 226 |
+
}
|
results/msmarco_scale/full_msmarco_dev_fast_results.json
ADDED
|
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "h=0 selected on deterministic 1000-query TRAIN validation sweep; full 6980-query DEV untouched",
|
| 3 |
+
"best_h": 0,
|
| 4 |
+
"dev_metrics": {
|
| 5 |
+
"nDCG@10": 0.16601912415048203,
|
| 6 |
+
"MRR@10": 0.13446877700459361,
|
| 7 |
+
"P@10": 0.02851002865329513,
|
| 8 |
+
"R@10": 0.2734718242597899,
|
| 9 |
+
"R@100": 0.4745702005730659,
|
| 10 |
+
"Hit@10": 0.2800859598853868,
|
| 11 |
+
"Hit@100": 0.4848137535816619,
|
| 12 |
+
"n_queries": 6980
|
| 13 |
+
},
|
| 14 |
+
"timing": {
|
| 15 |
+
"median_ms": 31.329864999861456,
|
| 16 |
+
"p95_ms": 79.1605076500673,
|
| 17 |
+
"mean_ms": 37.54520276890687,
|
| 18 |
+
"qps": 26.63456117563312,
|
| 19 |
+
"avg_candidate_docs": 95890.32464183381,
|
| 20 |
+
"median_candidate_docs": 77277.5,
|
| 21 |
+
"avg_candidate_memberships": 103003.0223495702
|
| 22 |
+
},
|
| 23 |
+
"stage_diagnostics": {
|
| 24 |
+
"routed_relevant_recall": 0.8192819685356999,
|
| 25 |
+
"pool_P2000_relevant_recall": 0.6075030254134732,
|
| 26 |
+
"final_R100": 0.4745702005730659,
|
| 27 |
+
"total_positive_qrels": 7437
|
| 28 |
+
},
|
| 29 |
+
"index_meta": {
|
| 30 |
+
"N": 8841823,
|
| 31 |
+
"M": 50000,
|
| 32 |
+
"F": 4,
|
| 33 |
+
"S": 16,
|
| 34 |
+
"avg_doc_length": 54.516098546645864,
|
| 35 |
+
"build_seconds_resume": 11.759559392929077,
|
| 36 |
+
"geometry": "geometry_1m_fullcorpus_vocab"
|
| 37 |
+
},
|
| 38 |
+
"geometry_note": "full 8.84M vocabulary/IDF; geometric codebook calibrated on first 1M passages",
|
| 39 |
+
"physical_optimizations": "branch-sorted postings; query-local dense center/reliability lookup; global compact support CSR; ranking verified identical on regression queries"
|
| 40 |
+
}
|
results/msmarco_scale/full_msmarco_uniform1m_results.json
ADDED
|
@@ -0,0 +1,173 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "h tuned on deterministic 1000-query TRAIN sample; full DEV untouched",
|
| 3 |
+
"best_h": 1,
|
| 4 |
+
"validation": {
|
| 5 |
+
"0": {
|
| 6 |
+
"nDCG@10": 0.14193508879902572,
|
| 7 |
+
"MRR@10": 0.11441865079365078,
|
| 8 |
+
"P@10": 0.025099999999999997,
|
| 9 |
+
"R@10": 0.2395,
|
| 10 |
+
"R@100": 0.46475,
|
| 11 |
+
"Hit@10": 0.246,
|
| 12 |
+
"Hit@100": 0.474,
|
| 13 |
+
"n_queries": 1000
|
| 14 |
+
},
|
| 15 |
+
"1": {
|
| 16 |
+
"nDCG@10": 0.14239116355871953,
|
| 17 |
+
"MRR@10": 0.11412619047619048,
|
| 18 |
+
"P@10": 0.0253,
|
| 19 |
+
"R@10": 0.2415,
|
| 20 |
+
"R@100": 0.46475,
|
| 21 |
+
"Hit@10": 0.248,
|
| 22 |
+
"Hit@100": 0.474,
|
| 23 |
+
"n_queries": 1000
|
| 24 |
+
},
|
| 25 |
+
"2": {
|
| 26 |
+
"nDCG@10": 0.13932803235332994,
|
| 27 |
+
"MRR@10": 0.11059801587301586,
|
| 28 |
+
"P@10": 0.0252,
|
| 29 |
+
"R@10": 0.2405,
|
| 30 |
+
"R@100": 0.46475,
|
| 31 |
+
"Hit@10": 0.247,
|
| 32 |
+
"Hit@100": 0.474,
|
| 33 |
+
"n_queries": 1000
|
| 34 |
+
},
|
| 35 |
+
"3": {
|
| 36 |
+
"nDCG@10": 0.13642188543623882,
|
| 37 |
+
"MRR@10": 0.10767777777777778,
|
| 38 |
+
"P@10": 0.0249,
|
| 39 |
+
"R@10": 0.238,
|
| 40 |
+
"R@100": 0.46475,
|
| 41 |
+
"Hit@10": 0.244,
|
| 42 |
+
"Hit@100": 0.474,
|
| 43 |
+
"n_queries": 1000
|
| 44 |
+
},
|
| 45 |
+
"4": {
|
| 46 |
+
"nDCG@10": 0.1349068846231729,
|
| 47 |
+
"MRR@10": 0.10568214285714286,
|
| 48 |
+
"P@10": 0.025,
|
| 49 |
+
"R@10": 0.239,
|
| 50 |
+
"R@100": 0.46575,
|
| 51 |
+
"Hit@10": 0.245,
|
| 52 |
+
"Hit@100": 0.475,
|
| 53 |
+
"n_queries": 1000
|
| 54 |
+
},
|
| 55 |
+
"5": {
|
| 56 |
+
"nDCG@10": 0.13211186233865996,
|
| 57 |
+
"MRR@10": 0.10369484126984127,
|
| 58 |
+
"P@10": 0.0245,
|
| 59 |
+
"R@10": 0.234,
|
| 60 |
+
"R@100": 0.46575,
|
| 61 |
+
"Hit@10": 0.24,
|
| 62 |
+
"Hit@100": 0.475,
|
| 63 |
+
"n_queries": 1000
|
| 64 |
+
},
|
| 65 |
+
"6": {
|
| 66 |
+
"nDCG@10": 0.12983560766921132,
|
| 67 |
+
"MRR@10": 0.10233333333333332,
|
| 68 |
+
"P@10": 0.024,
|
| 69 |
+
"R@10": 0.229,
|
| 70 |
+
"R@100": 0.46575,
|
| 71 |
+
"Hit@10": 0.235,
|
| 72 |
+
"Hit@100": 0.475,
|
| 73 |
+
"n_queries": 1000
|
| 74 |
+
},
|
| 75 |
+
"7": {
|
| 76 |
+
"nDCG@10": 0.13002534924413642,
|
| 77 |
+
"MRR@10": 0.10213928571428571,
|
| 78 |
+
"P@10": 0.0242,
|
| 79 |
+
"R@10": 0.231,
|
| 80 |
+
"R@100": 0.46675,
|
| 81 |
+
"Hit@10": 0.237,
|
| 82 |
+
"Hit@100": 0.476,
|
| 83 |
+
"n_queries": 1000
|
| 84 |
+
},
|
| 85 |
+
"8": {
|
| 86 |
+
"nDCG@10": 0.12679198540236497,
|
| 87 |
+
"MRR@10": 0.10064761904761906,
|
| 88 |
+
"P@10": 0.023200000000000002,
|
| 89 |
+
"R@10": 0.22166666666666665,
|
| 90 |
+
"R@100": 0.46675,
|
| 91 |
+
"Hit@10": 0.227,
|
| 92 |
+
"Hit@100": 0.476,
|
| 93 |
+
"n_queries": 1000
|
| 94 |
+
},
|
| 95 |
+
"9": {
|
| 96 |
+
"nDCG@10": 0.1271920863999101,
|
| 97 |
+
"MRR@10": 0.10082539682539682,
|
| 98 |
+
"P@10": 0.0235,
|
| 99 |
+
"R@10": 0.22316666666666665,
|
| 100 |
+
"R@100": 0.46775,
|
| 101 |
+
"Hit@10": 0.23,
|
| 102 |
+
"Hit@100": 0.477,
|
| 103 |
+
"n_queries": 1000
|
| 104 |
+
},
|
| 105 |
+
"10": {
|
| 106 |
+
"nDCG@10": 0.12174626649215385,
|
| 107 |
+
"MRR@10": 0.09882539682539682,
|
| 108 |
+
"P@10": 0.0215,
|
| 109 |
+
"R@10": 0.20466666666666666,
|
| 110 |
+
"R@100": 0.46775,
|
| 111 |
+
"Hit@10": 0.21,
|
| 112 |
+
"Hit@100": 0.477,
|
| 113 |
+
"n_queries": 1000
|
| 114 |
+
},
|
| 115 |
+
"15": {
|
| 116 |
+
"nDCG@10": 0.12174626649215385,
|
| 117 |
+
"MRR@10": 0.09882539682539682,
|
| 118 |
+
"P@10": 0.0215,
|
| 119 |
+
"R@10": 0.20466666666666666,
|
| 120 |
+
"R@100": 0.47075,
|
| 121 |
+
"Hit@10": 0.21,
|
| 122 |
+
"Hit@100": 0.48,
|
| 123 |
+
"n_queries": 1000
|
| 124 |
+
},
|
| 125 |
+
"20": {
|
| 126 |
+
"nDCG@10": 0.12174626649215385,
|
| 127 |
+
"MRR@10": 0.09882539682539682,
|
| 128 |
+
"P@10": 0.0215,
|
| 129 |
+
"R@10": 0.20466666666666666,
|
| 130 |
+
"R@100": 0.47425,
|
| 131 |
+
"Hit@10": 0.21,
|
| 132 |
+
"Hit@100": 0.484,
|
| 133 |
+
"n_queries": 1000
|
| 134 |
+
}
|
| 135 |
+
},
|
| 136 |
+
"validation_timing": {
|
| 137 |
+
"median_ms": 33.46210299969243,
|
| 138 |
+
"p95_ms": 90.03632005078539,
|
| 139 |
+
"mean_ms": 42.391673492020345,
|
| 140 |
+
"avg_candidate_docs": 92379.718,
|
| 141 |
+
"avg_candidate_memberships": 99343.136
|
| 142 |
+
},
|
| 143 |
+
"dev_metrics": {
|
| 144 |
+
"nDCG@10": 0.1621248969981514,
|
| 145 |
+
"MRR@10": 0.1293145381361714,
|
| 146 |
+
"P@10": 0.0283810888252149,
|
| 147 |
+
"R@10": 0.27249283667621776,
|
| 148 |
+
"R@100": 0.474450811843362,
|
| 149 |
+
"Hit@10": 0.2792263610315186,
|
| 150 |
+
"Hit@100": 0.4846704871060172,
|
| 151 |
+
"n_queries": 6980
|
| 152 |
+
},
|
| 153 |
+
"timing": {
|
| 154 |
+
"median_ms": 29.894061499817326,
|
| 155 |
+
"p95_ms": 60.12555894999417,
|
| 156 |
+
"mean_ms": 33.86455294570048,
|
| 157 |
+
"qps": 29.529402074299707,
|
| 158 |
+
"avg_candidate_docs": 94984.52392550143,
|
| 159 |
+
"median_candidate_docs": 76835.5,
|
| 160 |
+
"avg_candidate_memberships": 102058.94140401146
|
| 161 |
+
},
|
| 162 |
+
"index_meta": {
|
| 163 |
+
"N": 8841823,
|
| 164 |
+
"M": 50000,
|
| 165 |
+
"F": 4,
|
| 166 |
+
"S": 16,
|
| 167 |
+
"avg_doc_length": 54.516098546645864,
|
| 168 |
+
"build_seconds_resume": 11.759559392929077,
|
| 169 |
+
"geometry": "geometry_uniform1m_fullcorpus_vocab",
|
| 170 |
+
"calibration": "deterministic uniform 1M of full 8.84M"
|
| 171 |
+
},
|
| 172 |
+
"geometry_note": "full 8.84M vocabulary/IDF; geometric codebook calibrated on deterministic uniform 1M passages across full corpus"
|
| 173 |
+
}
|
results/msmarco_scale/gamma_lambda_pool_diag.json
ADDED
|
@@ -0,0 +1,145 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"stageA_top": [
|
| 3 |
+
[
|
| 4 |
+
0.6529968454258676,
|
| 5 |
+
0.25,
|
| 6 |
+
0.125
|
| 7 |
+
],
|
| 8 |
+
[
|
| 9 |
+
0.6498422712933754,
|
| 10 |
+
0.75,
|
| 11 |
+
0.125
|
| 12 |
+
],
|
| 13 |
+
[
|
| 14 |
+
0.6498422712933754,
|
| 15 |
+
0.5,
|
| 16 |
+
0.125
|
| 17 |
+
],
|
| 18 |
+
[
|
| 19 |
+
0.6466876971608833,
|
| 20 |
+
1.0,
|
| 21 |
+
0.125
|
| 22 |
+
],
|
| 23 |
+
[
|
| 24 |
+
0.6466876971608833,
|
| 25 |
+
0.75,
|
| 26 |
+
0.25
|
| 27 |
+
],
|
| 28 |
+
[
|
| 29 |
+
0.6466876971608833,
|
| 30 |
+
0.5,
|
| 31 |
+
0.25
|
| 32 |
+
],
|
| 33 |
+
[
|
| 34 |
+
0.6466876971608833,
|
| 35 |
+
0.25,
|
| 36 |
+
0.5
|
| 37 |
+
],
|
| 38 |
+
[
|
| 39 |
+
0.6466876971608833,
|
| 40 |
+
0.25,
|
| 41 |
+
0.25
|
| 42 |
+
],
|
| 43 |
+
[
|
| 44 |
+
0.6403785488958991,
|
| 45 |
+
1.25,
|
| 46 |
+
0.125
|
| 47 |
+
],
|
| 48 |
+
[
|
| 49 |
+
0.6403785488958991,
|
| 50 |
+
0.5,
|
| 51 |
+
0.5
|
| 52 |
+
],
|
| 53 |
+
[
|
| 54 |
+
0.6403785488958991,
|
| 55 |
+
0.0,
|
| 56 |
+
0.5
|
| 57 |
+
],
|
| 58 |
+
[
|
| 59 |
+
0.637223974763407,
|
| 60 |
+
1.0,
|
| 61 |
+
0.25
|
| 62 |
+
],
|
| 63 |
+
[
|
| 64 |
+
0.6340694006309149,
|
| 65 |
+
1.25,
|
| 66 |
+
0.0
|
| 67 |
+
],
|
| 68 |
+
[
|
| 69 |
+
0.6340694006309149,
|
| 70 |
+
0.5,
|
| 71 |
+
0.0
|
| 72 |
+
],
|
| 73 |
+
[
|
| 74 |
+
0.6309148264984227,
|
| 75 |
+
2.0,
|
| 76 |
+
0.0
|
| 77 |
+
],
|
| 78 |
+
[
|
| 79 |
+
0.6309148264984227,
|
| 80 |
+
1.5,
|
| 81 |
+
0.125
|
| 82 |
+
],
|
| 83 |
+
[
|
| 84 |
+
0.6309148264984227,
|
| 85 |
+
1.5,
|
| 86 |
+
0.0
|
| 87 |
+
],
|
| 88 |
+
[
|
| 89 |
+
0.6309148264984227,
|
| 90 |
+
1.0,
|
| 91 |
+
0.0
|
| 92 |
+
],
|
| 93 |
+
[
|
| 94 |
+
0.6309148264984227,
|
| 95 |
+
0.75,
|
| 96 |
+
0.5
|
| 97 |
+
],
|
| 98 |
+
[
|
| 99 |
+
0.6309148264984227,
|
| 100 |
+
0.75,
|
| 101 |
+
0.0
|
| 102 |
+
]
|
| 103 |
+
],
|
| 104 |
+
"finalists": [
|
| 105 |
+
{
|
| 106 |
+
"gamma": 0.25,
|
| 107 |
+
"lambda_M": 0.125,
|
| 108 |
+
"pool_relevant_recall": 0.6361058601134215
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"gamma": 0.75,
|
| 112 |
+
"lambda_M": 0.125,
|
| 113 |
+
"pool_relevant_recall": 0.6351606805293005
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"gamma": 0.5,
|
| 117 |
+
"lambda_M": 0.125,
|
| 118 |
+
"pool_relevant_recall": 0.6351606805293005
|
| 119 |
+
},
|
| 120 |
+
{
|
| 121 |
+
"gamma": 1.0,
|
| 122 |
+
"lambda_M": 0.125,
|
| 123 |
+
"pool_relevant_recall": 0.6332703213610587
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"gamma": 0.5,
|
| 127 |
+
"lambda_M": 0.25,
|
| 128 |
+
"pool_relevant_recall": 0.6313799621928167
|
| 129 |
+
},
|
| 130 |
+
{
|
| 131 |
+
"gamma": 0.75,
|
| 132 |
+
"lambda_M": 0.25,
|
| 133 |
+
"pool_relevant_recall": 0.6294896030245747
|
| 134 |
+
},
|
| 135 |
+
{
|
| 136 |
+
"gamma": 1.0,
|
| 137 |
+
"lambda_M": 2.0,
|
| 138 |
+
"pool_relevant_recall": 0.5897920604914934
|
| 139 |
+
}
|
| 140 |
+
],
|
| 141 |
+
"route_relevant_recall": 0.8081285444234405,
|
| 142 |
+
"median_component_ms": 33.852720000140835,
|
| 143 |
+
"avg_candidate_docs": 92472.19019019019,
|
| 144 |
+
"protocol": "gamma/lambda_M pool shortlist diagnostic; deterministic TRAIN validation sample; P=2000"
|
| 145 |
+
}
|
results/msmarco_scale/idf2_best_dev_results.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"protocol": "IDF^2 final lexical rule selected robustly on five disjoint 1000-query TRAIN folds; untouched full DEV",
|
| 3 |
+
"params": {
|
| 4 |
+
"preselection_eta": 1.0,
|
| 5 |
+
"preselection_lexical_idf_power": 1.0,
|
| 6 |
+
"preselection_length_b": 0.2,
|
| 7 |
+
"P": 2000,
|
| 8 |
+
"gamma_tail": 0.25,
|
| 9 |
+
"lambda_M": 0.125,
|
| 10 |
+
"final_lexical_idf_power": 2.0,
|
| 11 |
+
"final_length_b": 0.1,
|
| 12 |
+
"coordination_alpha": 0.25,
|
| 13 |
+
"lambda_lex": 4.0,
|
| 14 |
+
"lambda_sem": 0.3,
|
| 15 |
+
"h": 0,
|
| 16 |
+
"S": 16
|
| 17 |
+
},
|
| 18 |
+
"dev_metrics": {
|
| 19 |
+
"nDCG@10": 0.1800468441369344,
|
| 20 |
+
"MRR@10": 0.14521706008095694,
|
| 21 |
+
"P@10": 0.031017191977077363,
|
| 22 |
+
"R@10": 0.29814947468958924,
|
| 23 |
+
"R@100": 0.5191380133715378,
|
| 24 |
+
"Hit@10": 0.30472779369627506,
|
| 25 |
+
"Hit@100": 0.5296561604584528,
|
| 26 |
+
"n_queries": 6980
|
| 27 |
+
},
|
| 28 |
+
"route_relevant_recall": 0.8218993812214151,
|
| 29 |
+
"pool_relevant_recall": 0.7058111380145279,
|
| 30 |
+
"timing": {
|
| 31 |
+
"median_ms": 37.31188149868103,
|
| 32 |
+
"p95_ms": 80.73717710176423,
|
| 33 |
+
"mean_ms": 43.64869377392529,
|
| 34 |
+
"qps": 22.91019303302443,
|
| 35 |
+
"avg_candidate_docs": 95025.36577325498
|
| 36 |
+
}
|
| 37 |
+
}
|