2304.02182v2 (1).pdf

– Machine translation (MT) aims to automatically translate text between languages.
– ChatGPT is a powerful pre-trained language model developed by OpenAI.
– ChatGPT with naive prompts performs worse than commercial translation systems.
– Translation prompts containing task and domain information improve ChatGPT’s performance.
– Part-of-Speech (POS) tags can be used as auxiliary information in prompts.
– ChatGPT with proposed prompts outperforms baseline prompt in multilingual translations.
– ChatGPT performs well with prompts containing domain information in multi-domain translations.
– ChatGPT can comprehend and adjust translations based on provided domain information.
– Few-shot prompts can enhance ChatGPT’s performance in translation tasks.
– Multi-reference test sets are used to evaluate the translation performance of ChatGPT.

– ChatGPT can achieve better translation results than commercial systems with proper prompts.
– Incorporating POS tags as auxiliary information can improve translation performance.
– Multi-reference evaluation criteria are important for assessing translation quality.
– Providing correct information about translation tasks and context domain improves performance.
– Few-shot prompts can substantially improve translation in different directions.

– ChatGPT has strong translation abilities and can be applied to machine translation.
– Naive prompts are not sufficient for unleashing ChatGPT’s translation potential.
– Proposed translation prompts significantly enhance ChatGPT’s translation performance.
– ChatGPT outperforms commercial systems in translation quality.
– Fewshot prompts based on proposed prompts consistently improve translation performance.

– ChatGPT’s translation power can be enhanced with properly designed prompts.
– ChatGPT achieves better results than commercial translation systems with the prompts.
– Incorporating POS tags as auxiliary information requires further investigation.
– Multi-reference evaluation criteria are important for assessing ChatGPT’s translation quality.
– Introducing correct domain information into prompts improves ChatGPT’s performance.
– Few-shot prompts lead to substantial improvement in translation directions.

– ChatGPT achieves superior performance compared to commercial translation systems.
– Proposed translation prompts significantly enhance ChatGPT’s performance in translation.
– Fewshot prompts consistently show improvement across different translation directions.

– ChatGPT has strong translation abilities.
– Translation prompts can enhance ChatGPT’s performance.