Papers by Darina Rustamova
AutoIntent: AutoML for Text Classification (2025.emnlp-demos)
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| Challenge: | Existing solutions for text classification tasks lack comprehensive support for hyperparameter optimization. |
| Approach: | They propose to automate text classification tasks using a modular, sklearn-like interface. |
| Outcome: | The proposed framework shows superior performance on intent classification datasets and enables users to balance effectiveness and resource consumption. |