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@e06084 e06084 commented Dec 17, 2025

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Summary of Changes

Hello @e06084, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the documentation related to LLM text quality metrics. It updates the Chinese terminology for key quality dimensions within the LLMTextQualityV5 module and formally integrates LLMTextQualityV5 into the comprehensive metrics documentation, ensuring that the latest evaluation models are properly cataloged and described.

Highlights

  • Documentation Refinement: Corrected the Chinese translations for 'Completeness', 'Effectiveness', and 'Similarity' within the LLMTextQualityV5 module's internal documentation.
  • New Metric Documentation: Added LLMTextQualityV5 to the main metrics.md documentation table, providing its description as an impact-driven text quality evaluation for LLM pretraining.
Ignored Files
  • Ignored by pattern: .github/workflows/** (1)
    • .github/workflows/metrics-validation.yml
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Code Review

This pull request updates documentation for metrics. It corrects some Chinese translations in the LLMTextQualityV5 prompt and adds LLMTextQualityV5 to the metrics.md documentation. The changes are good, but there's a minor typo in the new documentation entry that could be improved.

| `LLMSecurityPolitics` | LLMSecurityPolitics | Evaluates whether the text contains politics-related content | Internal Implementation | N/A |
| `LLMTableCompare` | LLMTableCompare | Compares the effectiveness of two tools in extracting tables from HTML to Markdown format by evaluating recognition r... | Internal Implementation | N/A |
| `LLMTextQualityV4` | LLMTextQualityV4 | Enhanced text quality evaluation covering completeness (formulas, tables, code), effectiveness (garbled text, spacing... | [WanJuanSiLu: A High-Quality Open-Source Webtext Dataset for Low-Resource Languages](https://arxiv.org/abs/2501.14506) (Yu et al., 2025) | [📊 See Results](eval/prompt/redpajama_data_evaluated_by_prompt.md) |
| `LLMTextQualityV5` | LLMTextQualityV5 | Impact-driven text quality evaluation for LLM pretraining, focusing on structural completeness, readability, diversit... | [WanJuanSiLu: A High-Quality Open-Source Webtext Dataset for Low-Resource Languages](https://arxiv.org/abs/2501.14506) (Yu et al., 2025) | [📊 See Results](eval/prompt/redpajama_data_evaluated_by_prompt.md) |

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medium

The description for LLMTextQualityV5 is awkwardly truncated at diversit.... To improve readability, it would be better to truncate it at the end of the word, like diversity....

Suggested change
| `LLMTextQualityV5` | LLMTextQualityV5 | Impact-driven text quality evaluation for LLM pretraining, focusing on structural completeness, readability, diversit... | [WanJuanSiLu: A High-Quality Open-Source Webtext Dataset for Low-Resource Languages](https://arxiv.org/abs/2501.14506) (Yu et al., 2025) | [📊 See Results](eval/prompt/redpajama_data_evaluated_by_prompt.md) |
| `LLMTextQualityV5` | LLMTextQualityV5 | Impact-driven text quality evaluation for LLM pretraining, focusing on structural completeness, readability, diversity... | [WanJuanSiLu: A High-Quality Open-Source Webtext Dataset for Low-Resource Languages](https://arxiv.org/abs/2501.14506) (Yu et al., 2025) | [📊 See Results](eval/prompt/redpajama_data_evaluated_by_prompt.md) |

@e06084 e06084 merged commit 45dbc93 into MigoXLab:dev Dec 17, 2025
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