A probabilistic computational model of cross-situational word learning

Words are the essence of communication: They are the building blocks of any language. Learning the meaning of words is thus one of the most important aspects of language acquisition: Children must first learn words before they can combine them into complex utterances. Many theories have been developed to explain the impressive efficiency of young children in acquiring the vocabulary of their language, as well as the developmental patterns observed in the course of lexical acquisition. A major source of disagreement among the different theories is whether children are equipped with special mechanisms and biases for word learning, or their general cognitive abilities are adequate for the task. We present a novel computational model of early word learning to shed light on the mechanisms that might be at work in this process. The model learns word meanings as probabilistic associations between words and semantic elements, using an incremental and probabilistic learning mechanism, and drawing only on general cognitive abilities. The results presented here demonstrate that much about word meanings can be learned from naturally occurring child-directed utterances (paired with meaning representations), without using any special biases or constraints, and without any explicit developmental changes in the underlying learning mechanism. Furthermore, our model provides explanations for the occasionally contradictory child experimental data, and offers predictions for the behavior of young word learners in novel situations.     

CRITICAL AFTERWORD

This Afterword looks back over both parts of the discussion of “God and the World of Signs”—“Semiotics and the Emergence of Life” in the previous issue of Zygon and “Semiotics and Theology” in this issue. Three central questions in this extended debate are identified: What is the nature of biological organisms and biological evolution? What is the relationship between the natural world and the Triune God of the Christian theological tradition? What should be the goals of Science/Religion Studies? I summarize the answers that Christopher Southgate and Andrew Robinson have given in their program and the challenges raised by their critics. Their strengths and weaknesses are assessed. In the conclusion I ask readers to imagine that this particular research program were to be taken as a model program in science‐and‐religion research (with some tweaking) and then consider the features of the program that could function as standards for scholars working in other areas of the dialogue.     

Why the brain needs language in order to be self-conscious

It has been argued that natural language, in the form of inner speech, plays a central role in self-consciousness. However, it is not quite clear why. In this paper, we present a novel answer to the why question. According to the thesis presented in this paper, the brain as a physical system is limited in observing itself and relies on the mediation of natural language for the reconstruction of its phase space trajectory. Drawing on knowledge gathered on the measurement of dynamical systems, we detail the unique properties of natural language that may support this reconstruction.     

医学书面语体的特征研究

以病历、医嘱、处方、检验报告、诊断学等教科书中书面语言为基础,对医学书面语体的内部结构和外部要素进行分析,认为医学书面语体作为一个相对新型的语体,在语词、句法、辞格和篇章等方面有显著的特征。还深入研究了这些特征与相关联的语言外部要素间联系。     

A retrospective longitudinal study of cognitive and language skills in poor reading comprehension

Fifty‐six specific poor reading comprehenders (SPRC) were selected in Grade 4 and retrospectively compared to good comprehenders at preschool (age 5) and at the end of kindergarten, Grade 1, and Grade 2. The results revealed deficits in vocabulary, grammar, verbal memory and early deficits in phonological awareness in most of the SPRC sample, beginning in preschool. The reading comprehension deficits in children with SPRC were not as marked in earlier assessments in Grade 1 and 2, probably because of the greater dependence on word decoding in reading comprehension in the early grades.     

Verb gapping: An action-gap compatibility study

This study addresses the processing of verb-gapping sentences, e.g., John closes a juice bottle and Jim [ ] a lemonade bottle. The goal was to explore if there would be an interaction between language comprehension and motor action not only for overt action verbs but also for gapped verbs. Participants read gapping sentences that either described clockwise or counter-clockwise manual rotations (e.g., closes vs. opens a juice bottle). Adopting a paradigm developed by Zwaan and Taylor (2006), sentence presentation was frame-by-frame. Participants proceeded from frame to frame by turning a knob either clockwise or counter clockwise. Analyses of the frame reading-times yielded a significant effect of compatibility between the linguistically conveyed action and the knob turning for the overt-verb (e.g., closes/opens a juice bottle) as well as for the gapped-verb frame (e.g., a lemonade bottle) – with longer reading times in the match condition than in the mismatch condition – but not for any of the other frames (e.g., and Jim). The results are promising in providing novel evidence for the real-time reactivation of gapped verbs and in suggesting that action simulation is not bound to the processing of overt verbs.     

Musical metaphors: Evidence for a spatial grounding of non-literal sentences describing auditory events

This study investigated whether the spatial terms high and low, when used in sentence contexts implying a non-literal interpretation, trigger similar spatial associations as would have been expected from the literal meaning of the words. In three experiments, participants read sentences describing either a high or a low auditory event (e.g., The soprano sings a high aria vs. The pianist plays a low note). In all Experiments, participants were asked to judge (yes/no) whether the sentences were meaningful by means of up/down (Experiments 1 and 2) or left/right (Experiment 3) key press responses. Contrary to previous studies reporting that metaphorical language understanding differs from literal language understanding with regard to simulation effects, the results show compatibility effects between sentence implied pitch height and response location. The results are in line with grounded models of language comprehension proposing that sensory motor experiences are being elicited when processing literal as well as non-literal sentences.     

Inferring action structure and causal relationships in continuous sequences of human action

In the real world, causal variables do not come pre-identified or occur in isolation, but instead are embedded within a continuous temporal stream of events. A challenge faced by both human learners and machine learning algorithms is identifying subsequences that correspond to the appropriate variables for causal inference. A specific instance of this problem is action segmentation: dividing a sequence of observed behavior into meaningful actions, and determining which of those actions lead to effects in the world. Here we present a Bayesian analysis of how statistical and causal cues to segmentation should optimally be combined, as well as four experiments investigating human action segmentation and causal inference. We find that both people and our model are sensitive to statistical regularities and causal structure in continuous action, and are able to combine these sources of information in order to correctly infer both causal relationships and segmentation boundaries.     

镜像神经元是认知科学的“圣杯”吗?

镜像神经元作为近二十年来神经科学领域内最重要的发现之一,相关的一系列研究掀起了一场"理解社会行为的革命"。然而,通过系统考察镜像神经元最初的操作性定义、基本功能及其实验证据,发现许多研究者对于镜像神经元的定义存在误解,人类脑中是否存在镜像神经元及其功能依然是当前学术界的争议焦点。迄今仍然缺乏令人信服的证据表明镜像神经元(或系统)就是动作理解、动作模仿、共情以及读心的直接神经机制。因此,将镜像神经元视为"认知科学的圣杯"的主张是一种落后的模块论意识形态,只能催生新的"神经神话"。     

Through the lens of strength: A framework for educating the heart

The work of Chris Peterson and his colleagues provides a context and rationale for creating a new paradigm for character education. While most character education approaches (past and present) have served the purpose of inculcating societal norms and expectations, a positive psychology-based approach seeks to help individuals identify and engage their personal character strengths, thereby promoting well-being. To date, research on character strengths-based classroom interventions has identified positive outcomes related to positive emotion, engagement, relationships, and accomplishment. During the past decade, a number of public and private schools have served as pioneers in this emerging field. This work has contributed to the development of (1) a theoretical framework for infusing strengths-based practices in classrooms and schools and (2) a corresponding body of practices.