# English to Kamba Author: Kathleen Siminyu ## Data - The JW300 English-Kamba dataset. ## Model - Default Masakhane Transformer translation model. - Link to google drive folder with model(https://drive.google.com/drive/folders/1DL5JICbtNQ1hC285l3w7TiQ5LufryVw2?usp=sharing) ## Analysis Example 1 ```sh Source: Gideon wondered how it would be possible for him to “ save Israel out of Midian’s hand . ” Reference: Mũlaĩka ũsu nĩwaneenie vandũ va Mũmbi na amũĩkĩĩthya Ngiteoni kana Yeova aĩ vamwe nake . Hypothesis: Ngiteoni eekũlasya ũndũ ũtonya ‘ kũtia Isilaeli . ’ ``` Example 2 ```sh Source: It includes links to lists of Witnesses currently imprisoned for their faith . Reference: 7 : 12 ) Walika Kĩsesenĩ kya jw.org no wone masyĩtwa ma Ngũsĩ ila syovetwe . Hypothesis: Amwe ma Ngũsĩ sya Yeova nĩmoovetwe nũndũ wa mũĩkĩĩo woo . ``` Example 3 ```sh Source: And then she would try to return to Hosea . Reference: Na ĩndĩ kyamina kũsembany’a na endwa makyo Yeova aĩtye kĩkatata kũmũsyokea Osea . Hypothesis: Na ĩndĩ nĩwasyokie Avakuki ambĩĩa kũsyokea Hosua . ``` Example 4 ```sh Source: The Bible itself says : “ The green grass dries up , the blossom withers , but the word of our God endures forever . ” ​ — Isaiah 40 : 8 . Reference: Mbivilia yaĩtye atĩĩ : “ Nyeki nĩyũmaa , na ĩlaa nĩyĩvovaa ; ĩndĩ ndeto ya Ngai waitũ ĩkekala tene na tene . ” — Isaia 40 : 8 . Hypothesis: Mbivilia yaĩtye atĩĩ : “ Na mũisyo ũla mũnene , na ndeto ya Ngai , ĩndĩ ndeto ya Ngai yĩkalĩte tene na tene . ” — Isaia 40 : 8 . ``` # Results - BLEU dev: 14.83 - BLEU test: 24.96