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Zero-shot learning in Language & Vision is the task of correctly labelling (or naming) objects of novel categories. Another strand of work in L&V aims at pragmatically informative rather than "correct" object descriptions, e.g. in reference games. We combine these lines of research and model zero-shot reference games, where a speaker needs to successfully refer to a novel object in an image. Inspired by models of "rational speech acts", we extend a neural generator to become a pragmatic speaker reasoning about uncertain object categories. As a result of this reasoning, the generator produces fewer nouns and names of distractor categories as compared to a literal speaker. We show that this conversational strategy for dealing with novel objects often improves communicative success, in terms of resolution accuracy of an automatic listener.
The keynote article (Mayberry & Kluender, 2017) makes an important contribution to questions concerning the existence and characteristics of sensitive periods in language acquisition. Specifically, by comparing groups of non-native L1 and L2 signers, the authors have been able to ingeniously disentangle the effects of maturation from those of early language exposure. Based on L1 versus L2 contrasts, the paper convincingly argues that L2 learning is a less clear test of sensitive periods. Nevertheless, we believe Mayberry and Kluender underestimate the evidence for maturational factors in L2 learning, especially that coming from recent research.
Especially for the last twenty years, the studies of Linguistic Landscapes (LLs) have been gaining the status as an autonomous linguistic discipline. The LL of a (mostly) geographically limited area – which consists of e.g. billboards, posters, shop signs, material for election campaigns, etc. – gives deep insights into the presence or absence of languages in that particular area. Thus, LL not only allows to conclude from the presence of a language to its dominance, but also from its absence to the oppression of minorities, above all in areas where minority languages should – demographically seen – be visible. The LLs of big cities are fruitful research areas due to the mass of linguistic data. The first part of this paper deals with the theoretical and practical research that has been conducted in LL studies so far. A summary of the theory, methodologies and different approaches is given. In the second part I apply the theoretical basis to my own case study. For this, the LLs of two shopping streets in different areas of Hong Kong were examined in 2010. It seems likely that the linguistic competence of English must be rather high in Hong Kong, due to the long-lasting influence of British culture and mentality and the official status of the language. The case study's results are based on empirical data showing the objectively visible presence of English in both examined areas, as well as on two surveys. Those were conducted both openly and anonymously. The surveys are a reinsurance measuring the level of linguistic competence of English in Hong Kong. That level was defined before by an analysis of the LL. Hence, this case study is a new approach to LL analysis which does not end with the description of its material composition (as have done most studies before), but which rather includes its creators by asking in what way people's actual linguistic competence is reflected in Hong Kong's LL.
Since the Shallow Structure Hypothesis (SSH) was first put forward in 2006, it has inspired a growing body of research on grammatical processing in nonnative (L2) speakers. More than 10 years later, we think it is time for the SSH to be reconsidered in the light of new empirical findings and current theoretical assumptions about human language processing. The purpose of our critical commentary is twofold: to clarify some issues regarding the SSH and to sketch possible ways in which this hypothesis might be refined and improved to better account for L1 and L2 speakers’ performance patterns.