ProxyLM: Predicting Language Model Performance on Multilingual Tasks via Proxy Models

Performance prediction is a method to estimate the performance of Language Models (LMs) on various Natural Language Processing (NLP) tasks, mitigating computational costs associated with model capacity and data for fine-tuning. Our paper presents ProxyLM, a scalable task- and language-agnostic frame...

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Hauptverfasser: Anugraha, David, Winata, Genta Indra, Li, Chenyue, Irawan, Patrick Amadeus, Lee, En-Shiun Annie
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Sprache:eng
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