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cardmagic merged 2 commits into from
Aug 15, 2026
Merged

docs: name the command line tools in the pitch table #171

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docs: name the command line tools in the pitch table
cardmagic Aug 15, 2026
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docs: count the classifiers correctly
cardmagic Aug 15, 2026
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3 changes: 2 additions & 1 deletion README.md
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Expand Up @@ -12,7 +12,8 @@ Text classification in Ruby. Five algorithms, native performance, streaming supp

| | This Gem | Other Forks |
|:--|:--|:--|
| **Algorithms** | ✅ 5 classifiers | ❌ 2 only |
| **Algorithms** | ✅ 4 classifiers + TF-IDF vectorization | ❌ 2 classifiers only |
| **Command line** | ✅ `classifier` and `keywords` commands | ❌ No executables |
| **Incremental LSI** | ✅ Brand's algorithm (no rebuild) | ❌ Full SVD rebuild on every add |
| **LSI Performance** | ✅ Native C extension (5-50x faster) | ❌ Pure Ruby or requires GSL |
| **Streaming** | ✅ Train on multi-GB datasets | ❌ Must load all data in memory |
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