Emerging Trends: SOTA-Chasing
نویسندگان
چکیده
Abstract Many papers are chasing state-of-the-art (SOTA) numbers, and more will do so in the future. SOTA-chasing comes with many costs. squeezes out promising opportunities such as coopetition interdisciplinary collaboration. In addition, there is a risk that too much could lead to claims of superhuman performance, unrealistic expectations, next AI winter. Two root causes for be discussed: (1) lack leadership (2) iffy reviewing processes. may similar replication crisis scientific literature. The yet another example, like evaluation, over-confidence accepted practices method, even when absurd consequences.
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ژورنال
عنوان ژورنال: Natural Language Engineering
سال: 2022
ISSN: ['1469-8110', '1351-3249']
DOI: https://doi.org/10.1017/s1351324922000043