APIRAT improves LLM code translation accuracy by retrieving and injecting API sequence and mapping knowledge, reporting 4-15.1% computational accuracy gains on CodeNet and AVATAR.
On the evaluation of neural code translation: Taxonomy and benchmark,
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APIRAT: Integrating Multi-source API Knowledge for Enhanced Code Translation with LLMs
APIRAT improves LLM code translation accuracy by retrieving and injecting API sequence and mapping knowledge, reporting 4-15.1% computational accuracy gains on CodeNet and AVATAR.