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<title>Pyserini Reproductions: MS MARCO V2 Passage</title> |
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<h1 class="mb-3">$title</h1> |
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<p>The two-click<a href="#" data-mdb-toggle="tooltip" title="What are the two clicks, you ask? Copy and paste!"><sup>*</sup></a> reproduction matrix below provides commands for reproducing experimental results reported in the following paper. |
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Numbered rows correspond to tables in the paper; additional conditions are provided for comparison purposes.</p> |
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<p class="note note-light">Xueguang Ma, Ronak Pradeep, Rodrigo Nogueira, and Jimmy Lin. <a href="https://cs.uwaterloo.ca/~jimmylin/publications/Ma_etal_SIGIR2022.pdf">Document Expansions and Learned Sparse Lexical Representations for MS MARCO V1 and V2.</a> |
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<i>Proceedings of the 45th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022)</i>, July 2022.</p> |
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<p>Instructions for programmatic execution are shown at the bottom of this page (scroll down).</p> |
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<th class="headertop"></th> |
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<th class="headertop"></th> |
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<th class="headertop"></th> |
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<th class="headertop" colspan="6"><b>TREC 2021</b></th> |
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<th class="headertop" colspan="3"><b>dev</b></th> |
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<th class="headertop" colspan="3"><b>dev2</b></th> |
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<th class="headerbottom" scope="col"><br/>AP</th> |
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<th class="headerbottom" scope="col">nDCG@10</th> |
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<th class="headerbottom" scope="col">RR@100</th> |
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<th class="headerbottom" scope="col">R@100</th> |
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<th class="headerbottom" scope="col">R@1K</th> |
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<th class="headerbottom" scope="col"></th> |
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<th class="headerbottom" scope="col">RR@100</th> |
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<th class="headerbottom" scope="col">R@1K</th> |
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<th class="headerbottom" scope="col"></th> |
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<th class="headerbottom" scope="col">RR@100</th> |
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$rows |
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<div style="padding-top: 20px"/> |
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<h4>Programmatic Execution</h4> |
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<p>All experimental runs shown in the above table can be programmatically executed based on the instructions below. |
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To list all the experimental conditions:</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --list-conditions |
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</tt></blockquote> |
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<p>These conditions correspond to the table rows above.</p> |
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<p>For all conditions, just show the commands in a "dry run":</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --all --display-commands --dry-run |
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</tt></blockquote> |
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<p>To actually run all the experimental conditions:</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --all --display-commands |
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</tt></blockquote> |
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<p>With the above command, run files will be placed in the current directory. |
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Use the option <tt>--directory runs/</tt> to place the runs in a sub-directory.</p> |
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<p>To show the commands for a specific condition:</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --condition bm25-default --display-commands --dry-run |
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</tt></blockquote> |
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<p>This will generate exactly the commands for a specific condition above (corresponding to a row in the table).</p> |
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<p>To actually run a specific condition:</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --condition bm25-default --display-commands |
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</tt></blockquote> |
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<p>Again, with the above command, run files will be placed in the current directory. |
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Use the option <tt>--directory runs/</tt> to place the runs in a sub-directory.</p> |
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<p>Finally, to generate this page:</p> |
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<blockquote class="mycode2"><tt> |
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python -m pyserini.2cr.msmarco --collection v2-passage --generate-report --output msmarco-v2-passage.html |
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</tt></blockquote> |
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<p>The output file <tt>msmarco-v2-passage.html</tt> should be identical to this page.</p> |
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