Papers by Paolo Torroni
Fast Vocabulary Transfer for Language Model Compression (2022.emnlp-industry)
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| Challenge: | Existing methods to reduce model size and size are expensive and inefficient for some applications. |
| Approach: | They propose a method that relies on vocabulary transfer to reduce model size and inference time while compromising on performance. |
| Outcome: | The proposed method reduces model size and inference time while compromising on performance. |
Cross-lingual Annotation Projection in Legal Texts (2020.coling-main)
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| Challenge: | a new study examines annotation projection in text classification problems where source documents are published in multiple languages. |
| Approach: | They propose to use word embeddings and dynamic time warping to create an annotation corpus for text classification problems where source documents are published in multiple languages. |
| Outcome: | The proposed method is based on word embeddings and dynamic time warping . the aim is to train linguistic tools for the target language without experts . |
Multimodal Fallacy Classification in Political Debates (2024.eacl-short)
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| Challenge: | Recent advances in NLP suggest that some tasks, such as argument detection and relation classification, are better framed in a multimodal perspective. |
| Approach: | They propose to use multimodal argument mining to capture paralinguistic aspects of fallacious arguments. |
| Outcome: | The proposed multimodal argument mining improves argument detection and relation classification in political debates. |