Papers with Language-Aware Neuron Detecting and Routing framework
LANDeRMT: Dectecting and Routing Language-Aware Neurons for Selectively Finetuning LLMs to Machine Translation (2024.acl-long)
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| Challenge: | Existing studies have shown promising results in multilingual translation with limited bilingual supervision. |
| Approach: | They propose a Language-Aware Neuron Detecting and Routing framework that fine tunes LLMs to Machine Translation with diverse translation training data. |
| Outcome: | The proposed framework selectively finetunes LLMs to MT tasks with diverse translation training data. |