Docs: Performance Comparison of Python versus Java RM3 and Rocchio Implementations#2420
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nourj98 wants to merge 3 commits intocastorini:masterfrom
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Docs: Performance Comparison of Python versus Java RM3 and Rocchio Implementations#2420nourj98 wants to merge 3 commits intocastorini:masterfrom
nourj98 wants to merge 3 commits intocastorini:masterfrom
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This document compares the performance of RM3 and Rocchio implementations in Python versus Java, including effectiveness and latency metrics across multiple datasets.
lintool
reviewed
Feb 19, 2026
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| ### Effectiveness Comparison | ||
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| <table align="center" style="border-collapse: collapse;"> |
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Ask an LLM to change this into markdown? No need for HTML and formatting here...
Switched from html to markdown
lintool
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Apr 7, 2026
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| # Pyserini: Performance Comparison of Python versus Java RM3 and Rocchio Implementations | |||
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| # Pyserini: Performance Comparison of Python versus Java RM3 and Rocchio Implementations | |||
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| We fully re-implmented the RM3 and Rocchio implementations from Anserini in Python. Below is a comparison of the performance of RM3 and Rocchio in Python versus in Java. | |||
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Add a date somewhere, these experiments were from...
| ### Effectiveness Comparison: Python versus Java | ||
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| | Implementation | RM3 MAP | RM3 nDCG@10 | RM3 Recall@1000 | Rocchio MAP | Rocchio nDCG@10 | Rocchio Recall@1000 | | ||
| |---------------|---------|-------------|-----------------|-------------|------------------|----------------------| |
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Better MD table alignment? e.g., header row doesn't line up.
Also add : to better control alignment?
Below also...
| | Implementation | RM3 | Rocchio | | ||
| |---------------|---------|----------| | ||
| | **TREC DL19** | | | | ||
| | Python | 3.67 | 4.14 | |
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Adding experimental documentation of RM3 and Rocchio Python implementations