Update README.md
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README.md
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@@ -104,6 +104,67 @@ After training the model, you can evaluate the model by running the following co
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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
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```
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## License
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The dataset is licensed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0.html).
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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
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```
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BM25 on DEV set
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```bash
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#####################
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MRR @10: 0.35894801237316354
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QueriesRanked: 24831
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recall@1: 0.05098711868967141
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recall@1000: 0.7464097131133757
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recall@50: 0.4942572226146033
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#####################
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```
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DPR w/o hard negatives on DEV set
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```bash
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#####################
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MRR @10: 0.4856112079562753
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QueriesRanked: 24831
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recall@1: 0.07367235058688999
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recall@1000: 0.9082753169878586
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recall@50: 0.7099350889583964
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#####################
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```
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DPR w/ hard negatives on DEV set
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```bash
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#####################
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MRR @10: 0.5166915171959451
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QueriesRanked: 24831
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recall@1: 0.08047455688965123
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recall@1000: 0.9135220125786163
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recall@50: 0.7327044025157232
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#####################
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```
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BM25 retrieved+CE reranked on DEV set
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```bash
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#####################
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MRR @10: 0.5188107959009376
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QueriesRanked: 24831
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recall@1: 0.08545219116806242
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recall@1000: 0.7464097131133757
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recall@50: 0.595298153566744
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#####################
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ndcg_cut_20 all 0.4405
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ndcg_cut_100 all 0.4705
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#####################
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```
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DPR retrieved+CE reranked on DEV set
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```bash
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#####################
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MRR @10: 0.5508822816845231
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QueriesRanked: 24831
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recall@1: 0.08903406988867588
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recall@1000: 0.9135220125786163
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recall@50: 0.7393720781623112
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#####################
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ndcg_cut_20 all 0.5131
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ndcg_cut_100 all 0.5564
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#####################
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```
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## License
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The dataset is licensed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0.html).
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