# Machine Translation on Seen Dataset en-ta 1.0 Source: [Machine Translation on Seen Dataset en-ta 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:46.385Z Evaluation of Machine Translation performance using the 'Seen Dataset en-ta 1.0', reporting metrics derived from GPT-4 evaluations and COMET scores. 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 | Machine Translation | | Dataset (including any stated split) | Seen Dataset en-ta 1.0 | | Metric | GPT-4 Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [GPT-4 Score](): Higher is better; unit: SCALAR. - [COMET Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | GPT-4 Score | Result date | Report paper | | --- | --- | --- | --- | | IdiomCE | 1.76 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.65 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.6 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 1.6 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 1.42 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomCE | 1.29 | Not recorded | 68fa78d71e209131cea7ab80 | | Indictrans2 | 1.26 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 1.23 | Not recorded | 68fa78d71e209131cea7ab80 | | NLLB-200 | 1.21 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.2 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 1.184 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.16 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomCE | 1.15 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 1.1 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.07 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.03 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 0.97 | Not recorded | 68fa78d71e209131cea7ab80 | ### IdiomCE GPT-4 Score: 1.76. Result ID: 6995a6513badfaffe6a3f610. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.65. Result ID: 6995a6513badfaffe6a3f612. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.6. Result ID: 6995a6513badfaffe6a3f611. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 1.6. Result ID: 6995a6513badfaffe6a3f619. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 1.42. Result ID: 6995a6513badfaffe6a3f618. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomCE GPT-4 Score: 1.29. Result ID: 6995a6513badfaffe6a3f615. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### Indictrans2 GPT-4 Score: 1.26. Result ID: 6995a6513badfaffe6a3f60a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methods":"Direct"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 1.23. Result ID: 6995a6513badfaffe6a3f614. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### NLLB-200 GPT-4 Score: 1.21. Result ID: 6995a6513badfaffe6a3f609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methods":"Direct"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.2. Result ID: 6995a6513badfaffe6a3f617. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 1.184. Result ID: 6995a6513badfaffe6a3f613. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.16. Result ID: 6995a6513badfaffe6a3f616. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomCE GPT-4 Score: 1.15. Result ID: 6995a6513badfaffe6a3f60b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 1.1. Result ID: 6995a6513badfaffe6a3f60f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.07. Result ID: 6995a6513badfaffe6a3f60d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.03. Result ID: 6995a6513badfaffe6a3f60c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 0.97. Result ID: 6995a6513badfaffe6a3f60e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.