Update README.md
Browse files
README.md
CHANGED
|
@@ -104,6 +104,67 @@ After training the model, you can evaluate the model by running the following co
|
|
| 104 |
python src/convert2trec.py output/res.step-20 && python src/msmarco_eval.py data/qrels.retrieval.dev.tsv output/res.step-20.trec && path_to/trec_eval -m ndcg_cut.5 data/qrels.dev.tsv res.step-20.trec
|
| 105 |
```
|
| 106 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 107 |
## License
|
| 108 |
The dataset is licensed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0.html).
|
| 109 |
|
|
|
|
| 104 |
python src/convert2trec.py output/res.step-20 && python src/msmarco_eval.py data/qrels.retrieval.dev.tsv output/res.step-20.trec && path_to/trec_eval -m ndcg_cut.5 data/qrels.dev.tsv res.step-20.trec
|
| 105 |
```
|
| 106 |
|
| 107 |
+
BM25 on DEV set
|
| 108 |
+
```bash
|
| 109 |
+
#####################
|
| 110 |
+
MRR @10: 0.35894801237316354
|
| 111 |
+
QueriesRanked: 24831
|
| 112 |
+
recall@1: 0.05098711868967141
|
| 113 |
+
recall@1000: 0.7464097131133757
|
| 114 |
+
recall@50: 0.4942572226146033
|
| 115 |
+
#####################
|
| 116 |
+
```
|
| 117 |
+
|
| 118 |
+
DPR w/o hard negatives on DEV set
|
| 119 |
+
```bash
|
| 120 |
+
#####################
|
| 121 |
+
MRR @10: 0.4856112079562753
|
| 122 |
+
QueriesRanked: 24831
|
| 123 |
+
recall@1: 0.07367235058688999
|
| 124 |
+
recall@1000: 0.9082753169878586
|
| 125 |
+
recall@50: 0.7099350889583964
|
| 126 |
+
#####################
|
| 127 |
+
```
|
| 128 |
+
|
| 129 |
+
DPR w/ hard negatives on DEV set
|
| 130 |
+
```bash
|
| 131 |
+
#####################
|
| 132 |
+
MRR @10: 0.5166915171959451
|
| 133 |
+
QueriesRanked: 24831
|
| 134 |
+
recall@1: 0.08047455688965123
|
| 135 |
+
recall@1000: 0.9135220125786163
|
| 136 |
+
recall@50: 0.7327044025157232
|
| 137 |
+
#####################
|
| 138 |
+
```
|
| 139 |
+
|
| 140 |
+
BM25 retrieved+CE reranked on DEV set
|
| 141 |
+
```bash
|
| 142 |
+
#####################
|
| 143 |
+
MRR @10: 0.5188107959009376
|
| 144 |
+
QueriesRanked: 24831
|
| 145 |
+
recall@1: 0.08545219116806242
|
| 146 |
+
recall@1000: 0.7464097131133757
|
| 147 |
+
recall@50: 0.595298153566744
|
| 148 |
+
#####################
|
| 149 |
+
ndcg_cut_20 all 0.4405
|
| 150 |
+
ndcg_cut_100 all 0.4705
|
| 151 |
+
#####################
|
| 152 |
+
```
|
| 153 |
+
|
| 154 |
+
DPR retrieved+CE reranked on DEV set
|
| 155 |
+
```bash
|
| 156 |
+
#####################
|
| 157 |
+
MRR @10: 0.5508822816845231
|
| 158 |
+
QueriesRanked: 24831
|
| 159 |
+
recall@1: 0.08903406988867588
|
| 160 |
+
recall@1000: 0.9135220125786163
|
| 161 |
+
recall@50: 0.7393720781623112
|
| 162 |
+
#####################
|
| 163 |
+
ndcg_cut_20 all 0.5131
|
| 164 |
+
ndcg_cut_100 all 0.5564
|
| 165 |
+
#####################
|
| 166 |
+
```
|
| 167 |
+
|
| 168 |
## License
|
| 169 |
The dataset is licensed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0.html).
|
| 170 |
|