# Machine Translation on Seen Dataset en-hi 1.0 Source: [Machine Translation on Seen Dataset en-hi 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:46.341Z Evaluation of Machine Translation performance using the 'Seen Dataset en-hi 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-hi 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 | 2.08 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 2.08 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomCE | 1.89 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.875 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.63 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 1.6 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomCE | 1.42 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 1.41 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.4 | Not recorded | 68fa78d71e209131cea7ab80 | | NLLB-200 | 1.34 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 1.3 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.27 | Not recorded | 68fa78d71e209131cea7ab80 | | IdiomKB | 1.25 | Not recorded | 68fa78d71e209131cea7ab80 | | Indictrans2 | 1.24 | Not recorded | 68fa78d71e209131cea7ab80 | | SIA | 1.18 | Not recorded | 68fa78d71e209131cea7ab80 | | LIA | 1.13 | Not recorded | 68fa78d71e209131cea7ab80 | | Direct | 1.12 | Not recorded | 68fa78d71e209131cea7ab80 | ### IdiomCE GPT-4 Score: 2.08. Result ID: 6995a6513badfaffe6a3f5ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 2.08. Result ID: 6995a6513badfaffe6a3f5f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomCE GPT-4 Score: 1.89. Result ID: 6995a6513badfaffe6a3f5f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.875. Result ID: 6995a6513badfaffe6a3f5f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.63. Result ID: 6995a6513badfaffe6a3f5ef. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 1.6. Result ID: 6995a6513badfaffe6a3f5f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomCE GPT-4 Score: 1.42. Result ID: 6995a6513badfaffe6a3f5e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 1.41. Result ID: 6995a6513badfaffe6a3f5f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.4. Result ID: 6995a6513badfaffe6a3f5f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### NLLB-200 GPT-4 Score: 1.34. Result ID: 6995a6513badfaffe6a3f5e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methods":"Direct"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 1.3. Result ID: 6995a6513badfaffe6a3f5f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemma2-9b-it"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.27. Result ID: 6995a6513badfaffe6a3f5f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.1-8B"}. This record does not assert independent reproduction. ### IdiomKB GPT-4 Score: 1.25. Result ID: 6995a6513badfaffe6a3f5eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### Indictrans2 GPT-4 Score: 1.24. Result ID: 6995a6513badfaffe6a3f5e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methods":"Direct"}. This record does not assert independent reproduction. ### SIA GPT-4 Score: 1.18. Result ID: 6995a6513badfaffe6a3f5ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### LIA GPT-4 Score: 1.13. Result ID: 6995a6513badfaffe6a3f5ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLama-3.2-3B"}. This record does not assert independent reproduction. ### Direct GPT-4 Score: 1.12. Result ID: 6995a6513badfaffe6a3f5ea. [Reporting 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.