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conditions:
- name: bm25-default
display: BM25 original passage (k1=0.9, b=0.4)
display-html: BM25 original passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (1a)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-slim --topics $topics --output $output --bm25
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0719
R@1K: 0.5733
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0802
R@1K: 0.5839
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1357
nDCG@10: 0.4458
MRR@100: 0.5060
R@100: 0.3261
R@1K: 0.6149
- name: bm25-augmented-default
display: BM25 augmented passage (k1=0.9, b=0.4)
display-html: BM25 augmented passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (1b)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-augmented-slim --topics $topics --output $output --bm25
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0872
R@1K: 0.6925
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0917
R@1K: 0.6933
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.0977
nDCG@10: 0.3977
MRR@100: 0.5303
R@100: 0.2709
R@1K: 0.5835
- name: bm25-rm3-default
display: BM25+RM3 original passage (k1=0.9, b=0.4)
display-html: BM25+RM3 original passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (1c)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-full --topics $topics --output $output --bm25 --rm3
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0630
R@1K: 0.5947
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0659
R@1K: 0.6062
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1666
nDCG@10: 0.4455
MRR@100: 0.5202
R@100: 0.3499
R@1K: 0.6616
- name: bm25-rm3-augmented-default
display: BM25+RM3 augmented passage (k1=0.9, b=0.4)
display-html: BM25+RM3 augmented passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (1d)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-augmented-full --topics $topics --output $output --bm25 --rm3
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0667
R@1K: 0.6857
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0700
R@1K: 0.6826
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1050
nDCG@10: 0.3869
MRR@100: 0.4915
R@100: 0.2807
R@1K: 0.6298
- name: bm25-d2q-t5-default
display: BM25 w/ doc2query-T5 original passage (k1=0.9, b=0.4)
display-html: BM25 w/ doc2query-T5 original passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (2a)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-d2q-t5 --topics $topics --output $output --bm25
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1072
R@1K: 0.7083
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1123
R@1K: 0.7151
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1874
nDCG@10: 0.4816
MRR@100: 0.6848
R@100: 0.4076
R@1K: 0.7078
- name: bm25-d2q-t5-augmented-default
display: BM25 w/ doc2query-T5 augmented passage (k1=0.9, b=0.4)
display-html: BM25 w/ doc2query-T5 augmented passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (2b)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-augmented-d2q-t5 --topics $topics --output $output --bm25
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1172
R@1K: 0.7647
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1170
R@1K: 0.7659
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1649
nDCG@10: 0.4702
MRR@100: 0.6391
R@100: 0.3883
R@1K: 0.6962
- name: bm25-rm3-d2q-t5-default
display: BM25+RM3 w/ doc2query-T5 original passage (k1=0.9, b=0.4)
display-html: BM25+RM3 w/ doc2query-T5 original passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (2c)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-d2q-t5-docvectors --topics $topics --output $output --bm25 --rm3
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0947
R@1K: 0.7181
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0984
R@1K: 0.7222
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.2285
nDCG@10: 0.5098
MRR@100: 0.6548
R@100: 0.4499
R@1K: 0.7537
- name: bm25-rm3-d2q-t5-augmented-default
display: BM25+RM3 w/ doc2query-T5 augmented passage (k1=0.9, b=0.4)
display-html: BM25+RM3 w/ doc2query-T5 augmented passage (<i>k<sub><small>1</small></sub></i>=0.9, <i>b</i>=0.4)
display-row: (2d)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-augmented-d2q-t5-docvectors --topics $topics --output $output --bm25 --rm3
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.0883
R@1K: 0.7607
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.0904
R@1K: 0.7649
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.1930
nDCG@10: 0.4812
MRR@100: 0.5958
R@100: 0.4321
R@1K: 0.7672
- name: unicoil
display: "uniCOIL (w/ doc2query-T5): pre-encoded"
display-html: "uniCOIL (w/ doc2query-T5): pre-encoded queries"
display-row: (3b)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-unicoil-0shot --topics $topics --output $output --hits 1000 --impact
topics:
- topic_key: msmarco-v2-passage-dev-unicoil
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1499
R@1K: 0.7616
- topic_key: msmarco-v2-passage-dev2-unicoil
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1577
R@1K: 0.7671
- topic_key: dl21-unicoil
eval_key: dl21-passage
scores:
- MAP@100: 0.2538
nDCG@10: 0.6159
MRR@100: 0.7311
R@100: 0.4731
R@1K: 0.7551
- name: unicoil-otf
display: "uniCOIL (w/ doc2query-T5): otf"
display-html: "uniCOIL (w/ doc2query-T5): on-the-fly query inference"
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-unicoil-0shot --topics $topics --encoder castorini/unicoil-msmarco-passage --output $output --hits 1000 --impact
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1501
R@1K: 0.7613
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1576
R@1K: 0.7676
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.2539
nDCG@10: 0.6160
MRR@100: 0.7311
R@100: 0.4723
R@1K: 0.7560
- name: unicoil-noexp
display: "uniCOIL (noexp): pre-encoded"
display-html: "uniCOIL (noexp): pre-encoded queries"
display-row: (3a)
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-unicoil-noexp-0shot --topics $topics --output $output --hits 1000 --impact
topics:
- topic_key: msmarco-v2-passage-dev-unicoil-noexp
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1342
R@1K: 0.7010
- topic_key: msmarco-v2-passage-dev2-unicoil-noexp
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1385
R@1K: 0.7114
- topic_key: dl21-unicoil-noexp
eval_key: dl21-passage
scores:
- MAP@100: 0.2193
nDCG@10: 0.5756
MRR@100: 0.6991
R@100: 0.4246
R@1K: 0.6897
- name: unicoil-noexp-otf
display: "uniCOIL (noexp): otf"
display-html: "uniCOIL (noexp): on-the-fly query inference"
command: python -m pyserini.search.lucene --threads 16 --batch-size 128 --index msmarco-v2-passage-unicoil-noexp-0shot --topics $topics --encoder castorini/unicoil-noexp-msmarco-passage --output $output --hits 1000 --impact
topics:
- topic_key: msmarco-v2-passage-dev
eval_key: msmarco-v2-passage-dev
scores:
- MRR@100: 0.1343
R@1K: 0.7010
- topic_key: msmarco-v2-passage-dev2
eval_key: msmarco-v2-passage-dev2
scores:
- MRR@100: 0.1385
R@1K: 0.7114
- topic_key: dl21
eval_key: dl21-passage
scores:
- MAP@100: 0.2194
nDCG@10: 0.5759
MRR@100: 0.6991
R@100: 0.4247
R@1K: 0.6893
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