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conditions: |
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- model_name: BM25-k1_0.9_b_0.4 |
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command: |
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- python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr-100w --topics dpr-trivia-test --output $output --bm25 --k1 0.9 --b 0.4 |
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scores: |
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- Top5: 66.29 |
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Top20: 76.41 |
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Top100: 83.14 |
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Top500: 87.35 |
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Top1000: 88.50 |
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- model_name: BM25-k1_0.9_b_0.4_dpr-topics |
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command: |
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- python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr-100w --topics dpr-trivia-test --output $output --bm25 --k1 0.9 --b 0.4 |
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scores: |
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- Top5: 66.29 |
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Top20: 76.41 |
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Top100: 83.14 |
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Top500: 87.35 |
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Top1000: 88.50 |
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- model_name: GarT5-RRF |
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command: |
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- python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr-100w --topics dpr-trivia-test-gar-t5-answers --output $output --bm25 --k1 0.9 --b 0.4 |
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- python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr-100w --topics dpr-trivia-test-gar-t5-titles --output $output --bm25 --k1 0.9 --b 0.4 |
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- python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr-100w --topics dpr-trivia-test-gar-t5-sentences --output $output --bm25 --k1 0.9 --b 0.4 |
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scores: |
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- Top5: 72.82 |
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Top20: 80.66 |
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Top100: 85.95 |
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Top500: 89.07 |
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Top1000: 90.06 |
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- model_name: DPR |
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command: |
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- python -m pyserini.search.faiss --threads 72 --batch-size 128 --index wikipedia-dpr-100w.dpr-multi --encoder facebook/dpr-question_encoder-multiset-base --topics dpr-trivia-test --output $output |
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scores: |
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- Top5: 69.80 |
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Top20: 78.87 |
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Top100: 84.79 |
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Top500: 88.19 |
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Top1000: 89.30 |
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- model_name: DPR-DKRR |
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command: |
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- 'python -m pyserini.search.faiss --threads 72 --batch-size 128 --index wikipedia-dpr-100w.dkrr-tqa --encoder castorini/dkrr-dpr-tqa-retriever --topics dpr-trivia-test --output $output --query-prefix question: ' |
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scores: |
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- Top5: 77.23 |
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Top20: 83.74 |
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Top100: 87.78 |
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Top500: 89.87 |
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Top1000: 90.63 |
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- model_name: DPR-Hybrid |
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command: |
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- python -m pyserini.search.hybrid dense --index wikipedia-dpr-100w.dpr-multi --encoder facebook/dpr-question_encoder-multiset-base sparse --index wikipedia-dpr-100w fusion --alpha 0.95 run --topics dpr-trivia-test --output $output --threads 72 --batch-size 128 |
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scores: |
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- Top5: 76.01 |
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Top20: 82.64 |
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Top100: 86.55 |
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Top500: 89.12 |
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Top1000: 89.90 |
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- model_name: GarT5RRF-DKRR-RRF |
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command: |
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- '' |
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scores: |
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- Top5: 78.63 |
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Top20: 85.02 |
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Top100: 88.41 |
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Top500: 90.29 |
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Top1000: 90.83 |