# Clarity Detection (Subtask 1) on Official 308-sample (test) Source: [Clarity Detection (Subtask 1) on Official 308-sample (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T08:48:40.577Z Evaluation of Clarity Detection (Subtask 1) performance on the test split of the Official 308-sample dataset, measured by Macro F1 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Clarity Detection (Subtask 1) | | Dataset (including any stated split) | Official 308-sample (test) | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | Organizer revised baseline | 82 | Not recorded | 6a30d8a1d33dfb23e783ccab | | Grok Rsn. Few-shot Hier. | 79.79 | Not recorded | 6a30d8a1d33dfb23e783ccab | | Official submission | 79 | Not recorded | 6a30d8a1d33dfb23e783ccab | | Grok Rsn. Zero-shot Flat | 78.21 | Not recorded | 6a30d8a1d33dfb23e783ccab | | DeepSeek Rsn. Few-shot Hier. | 77.35 | Not recorded | 6a30d8a1d33dfb23e783ccab | | Best Qwen3 PEFT | 56.54 | Not recorded | 6a30d8a1d33dfb23e783ccab | ### Organizer revised baseline Macro F1: 82. Result ID: 6a310dd4fbc373592c2d6e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Blind/private leaderboard"}. This record does not assert independent reproduction. ### Grok Rsn. Few-shot Hier. Macro F1: 79.79. Result ID: 6a310dd4fbc373592c2d6e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Grok-4-Fast","Mode":"Reasoning","In-context learning":"Few-shot","Taxonomy":"Hierarchical"}. This record does not assert independent reproduction. ### Official submission Macro F1: 79. Result ID: 6a310dd4fbc373592c2d6e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Team":"ttda704","Status":"Blind/private leaderboard"}. This record does not assert independent reproduction. ### Grok Rsn. Zero-shot Flat Macro F1: 78.21. Result ID: 6a310dd4fbc373592c2d6e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Grok-4-Fast","Mode":"Reasoning","In-context learning":"Zero-shot","Taxonomy":"Flat"}. This record does not assert independent reproduction. ### DeepSeek Rsn. Few-shot Hier. Macro F1: 77.35. Result ID: 6a310dd4fbc373592c2d6e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"DeepSeek-V3.2","Mode":"Reasoning","In-context learning":"Few-shot","Taxonomy":"Hierarchical"}. This record does not assert independent reproduction. ### Best Qwen3 PEFT Macro F1: 56.54. Result ID: 6a310dd4fbc373592c2d6e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-32B","In-context learning":"Few-shot CoT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.