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On the Concept of R...
On the Concept of Resource-Efficiency in NLP
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- Dürlich, Luise (författare)
- RISE,Datavetenskap,Uppsala University, Sweden
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- Gogoulou, Evangelia (författare)
- RISE,Datavetenskap,KTH Royal Institute of Technology, Sweden
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- Nivre, Joakim, 1962- (författare)
- RISE,Datavetenskap,Uppsala University, Sweden
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(creator_code:org_t)
- 2023
- 2023
- Engelska.
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Ingår i: Proceedings of the 24th Nordic Conference on Computational Linguistics (NoDaLiDa). ; , s. 135-145
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Abstract
Ämnesord
Stäng
- Resource-efficiency is a growing concern in the NLP community. But what are the resources we care about and why? How do we measure efficiency in a way that is reliable and relevant? And how do we balance efficiency and other important concerns? Based on a review of the emerging literature on the subject, we discuss different ways of conceptualizing efficiency in terms of product and cost, using a simple case study on fine-tuning and knowledge distillation for illustration. We propose a novel metric of amortized efficiency that is better suited for life-cycle analysis than existing metrics.
Ämnesord
- NATURVETENSKAP -- Data- och informationsvetenskap -- Språkteknologi (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Language Technology (hsv//eng)
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)