Papers by Shiran Dudy
Refocusing on Relevance: Personalization in NLG (2021.emnlp-main)
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| Challenge: | a number of negative effects exist when NLG systems are not grounded to a specific input text. |
| Approach: | They argue that NLG systems should focus on making use of additional context . they argue that relevance should be thought of as a crucial tool for user-oriented text-generating tasks . |
| Outcome: | The proposed approach is more of the rule than the exception, the authors argue . they argue that value-sensitive design represents a crucial path forward . |
A Comprehensive Comparison of Neural Networks as Cognitive Models of Inflection (2022.emnlp-main)
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| Challenge: | Neural networks are at the center of a debate about human behavior in inflectional morphology. |
| Approach: | They measure correlation between human judgments and neural network probabilities for unknown word inflections. |
| Outcome: | The proposed model for morphological inflections correlates best with human wug ratings, but not with humans. |
A Major Obstacle for NLP Research: Let’s Talk about Time Allocation! (2022.emnlp-main)
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| Challenge: | Subpar time allocation has been a major obstacle for natural language processing research in recent years, argues a new position paper . |
| Approach: | They propose to identify the biggest traps the NLP community falls into and suggest solutions to solve them. |
| Outcome: | The authors outline multiple concrete problems together with their negative consequences and suggest remedies to improve the status quo. |