There is a simplicity bias when generalising from ambiguous data

被引:10
|
作者
Durvasula, Karthik [1 ]
Liter, Adam [2 ]
机构
[1] Michigan State Univ, E Lansing, MI 48824 USA
[2] Univ Maryland, College Pk, MD 20742 USA
关键词
SOUND PATTERNS; PHONOLOGY; INFANT; CONSTRAINTS; SIMILARITY; SUBSTANCE;
D O I
10.1017/S0952675720000093
中图分类号
H0 [语言学];
学科分类号
030303 ; 0501 ; 050102 ;
摘要
How exactly do learners generalise in the face of ambiguous data? While there has been a substantial amount of research studying the biases that learners employ, there has been very little work on what sorts of biases are employed in the face of data that is ambiguous between phonological generalisations with different degrees of complexity. In this article, we present the results from three artificial language learning experiments that suggest that, at least for phonotactic sequence patterns, learners are able to keep track of multiple generalisations related to the same segmental co-occurrences; however, the generalisations they learn are only the simplest ones consistent with the data.
引用
收藏
页码:177 / 213
页数:37
相关论文
共 50 条
  • [1] A natural bias for simplicity
    Buchanan, Mark
    [J]. NATURE PHYSICS, 2018, 14 (12) : 1154 - 1154
  • [2] A natural bias for simplicity
    Mark Buchanan
    [J]. Nature Physics, 2018, 14 : 1154 - 1154
  • [3] Bias reduction when data are rounded
    Withers, Christopher S.
    Nadarajah, Saralees
    [J]. STATISTICA NEERLANDICA, 2015, 69 (03) : 236 - 271
  • [4] WHEN SIMPLICITY IS NOT A VIRTUE
    MOORE, OS
    [J]. SCIENCE DIGEST, 1984, 92 (09) : 6 - 6
  • [5] Backward and forward neck tilt affects perceptual bias when interpreting ambiguous figures
    Fumiaki Sato
    Ryoya Shiomoto
    Shigeki Nakauchi
    Tetsuto Minami
    [J]. Scientific Reports, 12
  • [6] Backward and forward neck tilt affects perceptual bias when interpreting ambiguous figures
    Sato, Fumiaki
    Shiomoto, Ryoya
    Nakauchi, Shigeki
    Minami, Tetsuto
    [J]. SCIENTIFIC REPORTS, 2022, 12 (01)
  • [7] When a Good Is a Bad (or a Bad Is a Good)-Analysis of Data from an Ambiguous Nonmarket Valuation Setting
    Gudding, Petter
    Kipperberg, Gorm
    Bond, Craig
    Cullen, Kelly
    Steltzer, Eric
    [J]. SUSTAINABILITY, 2018, 10 (01)
  • [8] To reverse or not to reverse: When is an ambiguous figure not ambiguous?
    Long, GM
    Olszweski, AD
    [J]. AMERICAN JOURNAL OF PSYCHOLOGY, 1999, 112 (01): : 41 - 71
  • [9] Simplicity Bias in Overparameterized Machine Learning
    Berchenko, Yakir
    [J]. THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 10, 2024, : 11052 - 11060
  • [10] The Pitfalls of Simplicity Bias in Neural Networks
    Shah, Harshay
    Tamuly, Kaustav
    Raghunathan, Aditi
    Jain, Prateek
    Netrapalli, Praneeth
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33