# Grammar Rule-Level Adaptation on SML (train) Source: [Grammar Rule-Level Adaptation on SML (train)]() Collection index: [llms.txt]() Data updated: 2026-05-21T13:25:42.023Z Evaluation of model performance on the Grammar Rule-Level Adaptation task using the training split of the SML dataset, measured by metrics including correct adaptations and RAC. 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 | Grammar Rule-Level Adaptation | | Dataset (including any stated split) | SML (train) | | Metric | Adaptation Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Adaptation Accuracy](): Higher is better; unit: PERCENT. - [RAC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Adaptation Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LLM-based grammar adaptation | 96 | Not recorded | 6a0e91c8f984739ed6738e08 | | LLM-based grammar adaptation | 96 | Not recorded | 6a0e91c8f984739ed6738e08 | | LLM-based grammar adaptation | 96 | Not recorded | 6a0e91c8f984739ed6738e08 | | Rule-based Approach | 94 | Not recorded | 6a0e91c8f984739ed6738e08 | ### LLM-based grammar adaptation Adaptation Accuracy: 96. Result ID: 6a0f071bfbc373592c07da13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.5"}. This record does not assert independent reproduction. ### LLM-based grammar adaptation Adaptation Accuracy: 96. Result ID: 6a0f071bfbc373592c07da14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGPT-5.1"}. This record does not assert independent reproduction. ### LLM-based grammar adaptation Adaptation Accuracy: 96. Result ID: 6a0f071bfbc373592c07da15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-3"}. This record does not assert independent reproduction. ### Rule-based Approach Adaptation Accuracy: 94. Result ID: 6a0f071bfbc373592c07da16. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.