Datasets:
Update README.md
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README.md
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@@ -50,7 +50,6 @@ and quality ≥ 1.5, sampled down to the per-slice token budget:
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- **TypeScript**: ~600M tokens — strong type system, filter by SD relevance ≥ 2
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- **Python**: ~600M tokens — filter by SD relevance ≥ 2
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- **Rust/Go/Java**: ~600M tokens — strongly typed, filter by SD relevance ≥ 2
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- **Jupyter notebooks**: ~400M tokens — filter by SD relevance ≥ 2
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### Non-Classified Slices
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| typescript | relevance_filter | typescript | 600M | 598M | 99.7% |
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| python | relevance_filter | python | 600M | 594M | 99.1% |
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| rust_go_java | relevance_filter | rust, go, java | 600M | 485M | 80.8% |
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| jupyter | relevance_filter | jupyter-scripts-dedup-filtered | 400M | 0M | 0.0% |
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| github_issues | keyword_filter | github-issues-filtered-structured | 500M | 426M | 85.2% |
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| general_code | light_filter | ada, agda, alloy, antlr +74 more | 1000M | 999M | 99.9% |
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| typescript | 841,426 | 598M | 3.81 | 2.88 |
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| python | 567,721 | 594M | 3.71 | 2.73 |
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| rust_go_java | 144,438 | 485M | 3.97 | 3.07 |
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| jupyter | 11 | 0M | 3.11 | 2.23 |
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### Content Group Distribution (classifier-scored files only)
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| `relevance_score` | float | Composite relevance score (**classifier-scored slices only**; 0.0 for non-classified) |
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> **Tip:** To work with only classifier-scored data, filter on
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> `language_slice` in `{"typescript", "python", "rust_go_java"
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## Methodology
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1. **Download:** All language folders from `bigcode/starcoderdata`.
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2. **Classification:** Multi-task UniXcoder-base model (3 heads: quality, SD relevance,
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content type) runs on TypeScript, Python, Rust, Go,
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Schema languages, GitHub issues, and general code skip this step.
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3. **Pre-filtering:** zlib compression ratio filter removes repetitive boilerplate
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before GPU inference.
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- **TypeScript**: ~600M tokens — strong type system, filter by SD relevance ≥ 2
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- **Python**: ~600M tokens — filter by SD relevance ≥ 2
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- **Rust/Go/Java**: ~600M tokens — strongly typed, filter by SD relevance ≥ 2
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### Non-Classified Slices
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| typescript | relevance_filter | typescript | 600M | 598M | 99.7% |
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| python | relevance_filter | python | 600M | 594M | 99.1% |
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| rust_go_java | relevance_filter | rust, go, java | 600M | 485M | 80.8% |
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| github_issues | keyword_filter | github-issues-filtered-structured | 500M | 426M | 85.2% |
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| general_code | light_filter | ada, agda, alloy, antlr +74 more | 1000M | 999M | 99.9% |
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| typescript | 841,426 | 598M | 3.81 | 2.88 |
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| python | 567,721 | 594M | 3.71 | 2.73 |
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| rust_go_java | 144,438 | 485M | 3.97 | 3.07 |
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### Content Group Distribution (classifier-scored files only)
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| `relevance_score` | float | Composite relevance score (**classifier-scored slices only**; 0.0 for non-classified) |
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> **Tip:** To work with only classifier-scored data, filter on
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> `language_slice` in `{"typescript", "python", "rust_go_java"}`.
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## Methodology
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1. **Download:** All language folders from `bigcode/starcoderdata`.
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2. **Classification:** Multi-task UniXcoder-base model (3 heads: quality, SD relevance,
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content type) runs on TypeScript, Python, Rust, Go, and Java
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Schema languages, GitHub issues, and general code skip this step.
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3. **Pre-filtering:** zlib compression ratio filter removes repetitive boilerplate
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before GPU inference.
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