By using a monolingual Malayalam corpus and a bilingual English/Malayalam corpus in the training phase, the machine automatically generates Malayalam translations of English sentences. This paper also discusses a technique to improve the alignment model by incorporating the parts of speech information into the bilingual corpus.

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1

afraid, agree, angry, arrive, attack, bottom, clever, cruel, finally, hide, hunt, lot,
middle, moment, pleased, promise, reply, safe, trick, well 8
2
adventure, approach, carefully, chemical, create, evil, experiment, kill, laboratory,
laugh, loud, nervous, noise, project, scare, secret, shout, smell, terrible, worse 14
3
alien, among, chart, cloud, comprehend, describe, ever, fail, friendly, grade,
instead, library, planet, report, several, solve, suddenly, suppose, universe, view 20
4
appropriate, avoid, behave, calm, concern, content, expect, frequently, habit, instruct,
issue, none, patient, positive, punish, represent, shake, spread, stroll, village 26

4000 Essential English words