conditions: - model_name: BM25-k1_0.9_b_0.4 command: - python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr --topics nq-test --output $output --bm25 --k1 0.9 --b 0.4 scores: - Top5: 44.82 Top20: 64.02 Top100: 79.20 Top500: 86.59 Top1000: 88.95 - model_name: BM25-k1_0.9_b_0.4_dpr-topics command: - python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr --topics dpr-nq-test --output $output --bm25 --k1 0.9 --b 0.4 scores: - Top5: 43.77 Top20: 62.99 Top100: 78.23 Top500: 85.60 Top1000: 88.01 - model_name: GarT5-RRF command: - python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr --topics nq-test-gar-t5-answers --output $output --bm25 --k1 0.9 --b 0.4 - python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr --topics nq-test-gar-t5-titles --output $output --bm25 --k1 0.9 --b 0.4 - python -m pyserini.search.lucene --threads 72 --batch-size 128 --index wikipedia-dpr --topics nq-test-gar-t5-sentences --output $output --bm25 --k1 0.9 --b 0.4 scores: - Top5: 64.62 Top20: 77.17 Top100: 86.90 Top500: 91.63 Top1000: 92.91 - model_name: DPR command: - python -m pyserini.search.faiss --threads 72 --batch-size 128 --index wikipedia-dpr-single-nq-bf --encoder facebook/dpr-question_encoder-single-nq-base --topics nq-test --output $output scores: - Top5: 68.61 Top20: 80.58 Top100: 86.68 Top500: 90.91 Top1000: 91.83 - model_name: DPR-DKRR command: - 'python -m pyserini.search.faiss --threads 72 --batch-size 128 --index wikipedia-dpr-dkrr-nq --encoder castorini/dkrr-dpr-nq-retriever --topics nq-test --output $output --query-prefix question: ' scores: - Top5: 73.80 Top20: 84.27 Top100: 89.34 Top500: 92.24 Top1000: 93.43 - model_name: DPR-Hybrid command: - python -m pyserini.search.hybrid dense --index wikipedia-dpr-single-nq-bf --encoder facebook/dpr-question_encoder-single-nq-base sparse --index wikipedia-dpr fusion --alpha 1.2 run --topics nq-test --output $output --threads 72 --batch-size 128 scores: - Top5: 72.52 Top20: 83.43 Top100: 89.03 Top500: 92.16 Top1000: 93.19 - model_name: GarT5RRF-DKRR-RRF command: - '' scores: - Top5: 74.57 Top20: 84.90 Top100: 90.86 Top500: 93.35 Top1000: 94.18