# Grammar Rule-Level Adaptation on Xenia (train) Source: [Grammar Rule-Level Adaptation on Xenia (train)]() Collection index: [llms.txt]() Data updated: 2026-05-21T13:25:41.987Z Evaluation of model performance on Grammar Rule-Level Adaptation using the training split of the Xenia dataset, measured by 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) | Xenia (train) | | Metric | RAC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [RAC](): Higher is better; unit: PERCENT. - [Correct Adaptations](): Higher is better; unit: SCALAR. - [Adaptation Count (Same)](): Higher is better; unit: SCALAR. - [Difference Metric](): Higher is better; unit: SCALAR. ## Recorded results | Method | RAC | Result date | Report paper | | --- | --- | --- | --- | | LLM-based grammar adaptation | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | LLM-based grammar adaptation | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | LLM-based grammar adaptation | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | Rule-based Approach | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | Claude-Sonnet-4.5-based Approach | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | ChatGPT-5.1-based Approach | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | Gemini-3-based Approach | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | | Rule-based Approach | 100 | Not recorded | 6a0e91c8f984739ed6738e08 | ### LLM-based grammar adaptation RAC: 100. Result ID: 6a0f071bfbc373592c07da0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.5"}. This record does not assert independent reproduction. ### LLM-based grammar adaptation RAC: 100. Result ID: 6a0f071bfbc373592c07da10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGPT-5.1"}. This record does not assert independent reproduction. ### LLM-based grammar adaptation RAC: 100. Result ID: 6a0f071bfbc373592c07da11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-3"}. This record does not assert independent reproduction. ### Rule-based Approach RAC: 100. Result ID: 6a0f071bfbc373592c07da12. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude-Sonnet-4.5-based Approach RAC: 100. Result ID: 6a0f071bfbc373592c07da2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-Sonnet-4.5"}. This record does not assert independent reproduction. ### ChatGPT-5.1-based Approach RAC: 100. Result ID: 6a0f071bfbc373592c07da2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ChatGPT-5.1"}. This record does not assert independent reproduction. ### Gemini-3-based Approach RAC: 100. Result ID: 6a0f071bfbc373592c07da2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3"}. This record does not assert independent reproduction. ### Rule-based Approach RAC: 100. Result ID: 6a0f071bfbc373592c07da30. [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.