IdiomCE uses a graph neural network trained on synthetic cultural-element similarity edges to retrieve target-language idioms for English-to-Indic and inter-Indic translation, improving GPT-4o-based quality scores over direct prompting.
Training Details.We train the GNN using a 2-layer SAGEConv architecture, mapping input states from 768 to a hidden dimension of 64
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Graph-Assisted Culturally Adaptable Idiomatic Translation for Indic Languages
IdiomCE uses a graph neural network trained on synthetic cultural-element similarity edges to retrieve target-language idioms for English-to-Indic and inter-Indic translation, improving GPT-4o-based quality scores over direct prompting.