Alessandro Raganato
4 papers in the PaperMetrix corpus
Papers by this author
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An Analysis of Encoder Representations in Transformer-Based Machine Translation
2018
The attention mechanism is a successful technique in modern NLP, especially in tasks like machine translation. The recently proposed network architecture of the Transformer is based entirely on attention mechanisms and achieves new state of …
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Word Sense Disambiguation: A Unified Evaluation Framework and Empirical Comparison
2017
Word Sense Disambiguation is a longstanding task in Natural Language Processing, lying at the core of human language understanding. However, the evaluation of automatic systems has been problematic, mainly due to the lack of a …
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Neural Sequence Learning Models for Word Sense Disambiguation
2017
Word Sense Disambiguation models exist in many flavors. Even though supervised ones tend to perform best in terms of accuracy, they often lose ground to more flexible knowledge-based solutions, which do not require training by …
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Recent Trends in Word Sense Disambiguation: A Survey
2021
Word Sense Disambiguation (WSD) aims at making explicit the semantics of a word in context by identifying the most suitable meaning from a predefined sense inventory. Recent breakthroughs in representation learning have fueled intensive WSD …