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.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A nonvectorial SOTA

It may be the case that regular grids are not best suited for certain kinds of biological analysis. Specifically, sometimes a tree structure can provide the best means to organize and interpret the output neurons [Wen et al. (1992); Inoue and Narihisa (2003)]. In the case of biological data, the Self-Organizing Tree Algorithm (SOTA) [Dopazo and Carazo (1997a)] has shown promising results applie...

متن کامل

Mining of Emerging trends of Covid-19 thematic areas in National and International publications

Background &Aim: The results from the analysis of COVID-19 literature by employing text-mining techniques are of particular importance for researchers, policymakers, and planners of medical sciences at the national and international levels, avoiding parallel research and waste of time and budget. The paper explore emerging topics and the trend of scientific words at the national and internation...

متن کامل

Emerging Trends of Ubiquitous Computing

Ubiquitous computing is a method of enhancing computer use by making many computers available throughout the physical environment, but making them effectively invisible to the user. Background network to support ubiquitous computing is ubiquitous network by which users can enjoy network services whenever and wherever they want (home, office, outdoors). In this paper Issues related to ubiquitous...

متن کامل

Emerging Microbiological Trends in Candiduria

this for granted. After Okinawa was returned to Japan in 1972, the program continued and so did the practice of Gram staining. Okinawa was a haven against managed care, extreme litigation, and the tendency to prescribe broad-spectrum antibiotics. Gram staining remained an integral part of clinical care. Currently, you can still see the white coats of house staff tainted with blue and red dots a...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Natural Language Engineering

سال: 2022

ISSN: ['1469-8110', '1351-3249']

DOI: https://doi.org/10.1017/s1351324922000043