conditions: - model_name: BM25-k1_0.9_b_0.4 command: - 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 scores: - Top5: 66.29 Top20: 76.41 Top100: 83.14 Top500: 87.35 Top1000: 88.50 - 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-100w --topics dpr-trivia-test --output $output --bm25 --k1 0.9 --b 0.4 scores: - Top5: 66.29 Top20: 76.41 Top100: 83.14 Top500: 87.35 Top1000: 88.50 - model_name: GarT5-RRF command: - 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 - 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 - 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 scores: - Top5: 72.82 Top20: 80.66 Top100: 85.95 Top500: 89.07 Top1000: 90.06 - model_name: DPR command: - 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 scores: - Top5: 69.80 Top20: 78.87 Top100: 84.79 Top500: 88.19 Top1000: 89.30 - model_name: DPR-DKRR command: - '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: ' scores: - Top5: 77.23 Top20: 83.74 Top100: 87.78 Top500: 89.87 Top1000: 90.63 - model_name: DPR-Hybrid command: - 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 scores: - Top5: 76.01 Top20: 82.64 Top100: 86.55 Top500: 89.12 Top1000: 89.90 - model_name: GarT5RRF-DKRR-RRF command: - '' scores: - Top5: 78.63 Top20: 85.02 Top100: 88.41 Top500: 90.29 Top1000: 90.83