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cs.LG2024
Aioli: A Unified Optimization Framework for Language Model Data Mixing
Mayee F. Chen, Michael Y. Hu, Nicholas Lourie +2
Language model performance depends on identifying the optimal mixture of data groups to train on (e.g., law, code, math). Prior work has proposed a diverse set of methods to effici…
cs.CL2024
Generalization Measures for Zero-Shot Cross-Lingual Transfer
Saksham Bassi, Duygu Ataman, Kyunghyun Cho
A model's capacity to generalize its knowledge to interpret unseen inputs with different characteristics is crucial to build robust and reliable machine learning systems. Language…