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Language games meet multi-agent reinforcement learning: A case study for the naming game 语言游戏与多智能体强化学习——以命名游戏为例
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2023-04-18 DOI: 10.1093/jole/lzad001
Paul Van Eecke, Katrien Beuls, Jérôme Botoko Ekila, Roxana Rădulescu
Today, computational models of emergent communication in populations of autonomous agents are studied through two main methodological paradigms: multi-agent reinforcement learning (MARL) and the language game paradigm. While both paradigms share their main objectives and employ strikingly similar methods, the interaction between both communities has so far been surprisingly limited. This can to a large extent be ascribed to the use of different terminologies and experimental designs, which sometimes hinder the detection and interpretation of one another’s results and progress. Through this paper, we aim to remedy this situation by (1) formulating the challenge of re-conceptualising the language game experimental paradigm in the framework of MARL, and by (2) providing both an alignment between their terminologies and an MARL−based reformulation of the canonical naming game experiment. Tackling this challenge will enable future language game experiments to benefit from the rapid and promising methodological advances in the MARL community, while it will enable future MARL experiments on learning emergent communication to benefit from the insights and results gained through language game experiments. We strongly believe that this cross-pollination has the potential to lead to major breakthroughs in the modelling of how human-like languages can emerge and evolve in multi-agent systems.
目前,自主智能体群体中紧急通信的计算模型主要通过两种方法范式进行研究:多智能体强化学习(MARL)和语言游戏范式。虽然这两种模式都有共同的主要目标,并采用惊人相似的方法,但到目前为止,这两个社区之间的互动却令人惊讶地有限。这在很大程度上可以归因于使用不同的术语和实验设计,这有时会阻碍发现和解释彼此的结果和进展。通过本文,我们的目标是通过(1)提出在MARL框架内重新概念化语言游戏实验范式的挑战,以及(2)提供他们的术语之间的一致性和基于MARL的规范命名游戏实验的重新表述来纠正这种情况。解决这一挑战将使未来的语言游戏实验受益于MARL社区快速而有前途的方法进步,同时它将使未来的MARL学习紧急交流的实验受益于通过语言游戏实验获得的见解和结果。我们坚信,这种交叉授粉有可能在模拟类人语言如何在多智能体系统中出现和进化方面取得重大突破。
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引用次数: 0
The representation of animal communication and language evolution in introductory linguistics textbooks 语言学入门教材中动物交流与语言进化的表现
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2023-04-18 DOI: 10.1093/jole/lzac010
Sławomir Wacewicz, M. Pleyer, A. Szczepańska, Aleksandra Ewa Poniewierska, Przemysław Żywiczyński
The last three decades have brought a wealth of new empirical data and methods that have transformed investigations of language evolution into a fast-growing field of scientific research. In this paper, we investigate how the results of this research are represented in the content of the most popular introductory linguistic textbooks. We carried out a comprehensive computer-assisted qualitative study, in which we inspected eighteen English-language textbooks for all content related to the evolutionary emergence of language and its uniqueness in nature, in order to evaluate its thematic scope, selection of topics, theories covered, researchers cited, structural soundness, currency, and factual accuracy. Overall, we found that the content of interest lacks a defined canonical representation across the textbooks. The coverage of animal communication was relatively broad, with some recurring classic examples, such as vervet monkeys or honeybees; this content was mostly structured around the ‘design features’ approach. In contrast, the coverage of topics related to language origins and evolution was much less extensive and systematic, and tended to include a relatively large the proportion of content of historical value (i.e. creation myths, ‘bow-wow’ theories). We conclude by making recommendations for future editions of textbooks, in particular, a better representation of important frameworks such as signalling theory, and of current research results in this fast-paced field.
在过去的三十年里,大量新的实证数据和方法的出现,使语言进化的研究成为一个快速发展的科学研究领域。在本文中,我们调查了这项研究的结果如何在最流行的入门语言学教科书的内容中表现出来。我们进行了一项全面的计算机辅助定性研究,其中我们检查了18本英语教科书中与语言的进化出现及其本质独特性有关的所有内容,以评估其主题范围、主题选择、涵盖的理论、引用的研究人员、结构的健全性、时代性和事实准确性。总体而言,我们发现感兴趣的内容在整个教科书中缺乏定义的规范表示。动物交流的覆盖范围相对较广,有一些反复出现的经典例子,如长尾猴或蜜蜂;这些内容主要是围绕“设计功能”方法构建的。相比之下,与语言起源和进化相关的主题的覆盖范围要小得多,而且往往包括相对较大比例的具有历史价值的内容(即创造神话,“汪汪”理论)。最后,我们为教科书的未来版本提出建议,特别是更好地代表重要框架,如信号理论,以及这个快节奏领域的当前研究成果。
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引用次数: 1
Modelling admixture across language levels to evaluate deep history claims 模拟跨语言水平的混合,以评估深刻的历史主张
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2023-03-29 DOI: 10.1093/jole/lzad002
Nataliia Hübler, Simon J. Greenhill
The so-called ‘Altaic’ languages have been subject of debate for over 200 years. An array of different data sets have been used to investigate the genealogical relationships between them, but the controversy persists. The new data with a high potential for such cases in historical linguistics are structural features, which are sometimes declared to be prone to borrowing and discarded from the very beginning and at other times considered to have an especially precise historical signal reaching further back in time than other types of linguistic data. We investigate the performance of typological features across different domains of language by using an admixture model from genetics. As implemented in the software STRUCTURE, this model allows us to account for both a genealogical and an areal signal in the data. Our analysis shows that morphological features have the strongest genealogical signal and syntactic features diffuse most easily. When using only morphological structural data, the model is able to correctly identify three language families: Turkic, Mongolic, and Tungusic, whereas Japonic and Koreanic languages are assigned the same ancestry.
所谓的“阿尔泰语系”语言已经争论了200多年。一系列不同的数据集被用来调查他们之间的家谱关系,但争议仍然存在。在历史语言学中最有可能出现这种情况的新数据是结构特征,这些特征有时被认为容易从一开始就被借用和丢弃,有时被认为比其他类型的语言数据具有特别精确的历史信号,可以追溯到更早的时间。我们通过使用遗传学的混合模型来研究不同语言领域的类型特征的表现。正如在软件STRUCTURE中实现的那样,该模型允许我们同时考虑数据中的系谱信号和面信号。我们的分析表明,形态学特征具有最强的谱系信号,而句法特征最容易扩散。当仅使用形态结构数据时,该模型能够正确识别三个语族:突厥语、蒙古语和通古斯语,而日语和朝鲜语被分配到相同的祖先。
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引用次数: 0
The scientometric landscape of Evolang: A comprehensive database of the Evolang conference Evolang的科学计量学景观:Evolang会议综合数据库
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2023-03-21 DOI: 10.1093/jole/lzad003
Sławomir Wacewicz, Marta Sibierska, Placiński Marek, A. Szczepańska, Aleksandra Poniewierska, Yen Ng, Przemysław Żywiczyński
Language evolution is a modern incarnation of a long intellectual tradition that addresses the fundamental question of how language began. Such a formulation is intuitively obvious, but a more precise characterisation of this area of research with its central notions—language and evolution—has proved surprisingly elusive. In this paper, we show how conceptual analysis can be complemented with scientometric analysis in describing language evolution. To this end, we built a database containing information on the contributions and contributors to the proceedings of the nine most recent iterations (years 2004–20) of the Evolang conference, which given its long history (1996–) and attendance rates gives a good reflection of the thematic scope and research trends in the field of language evolution as a whole. We present several analyses of these data, concerning the geographical distribution of the researchers contributing to the conference, a set of ‘classic’ references most frequently cited in Evolang proceedings, researcher profiles self-associated with the most popular tags for this area of research (such as ‘evolution of language’ vs. ‘language evolution’), and the changes to the profile of the conference as represented in the proportions of topics and author networks over the most recent Evolang iterations. While our resource is intended primarily as a source of insight into the Evolang conference—and by extension into the entire field of language evolution—it holds potential for comparisons with other fields and for addressing questions on the production of scientific knowledge.
语言进化是一个长期的知识传统的现代体现,它解决了语言是如何开始的这个基本问题。这样的表述在直觉上是显而易见的,但对这一研究领域及其中心概念——语言和进化——的更精确的描述却被证明是令人惊讶的难以捉摸。在本文中,我们展示了在描述语言进化时,概念分析如何与科学计量分析相辅相成。为此,我们建立了一个数据库,其中包含了Evolang会议最近九次(2004 - 2020年)会议记录的贡献和贡献者的信息,鉴于其悠久的历史(1996 -)和出席率,它很好地反映了整个语言进化领域的主题范围和研究趋势。我们对这些数据进行了一些分析,包括为会议做出贡献的研究人员的地理分布、在Evolang会议记录中最常被引用的一组“经典”参考文献、与该研究领域最流行的标签(如“语言进化”与“语言进化”)相关联的研究人员概况、以及在最近的Evolang迭代中,主题和作者网络的比例所代表的会议概况的变化。虽然我们的资源主要是为了深入了解Evolang会议,并扩展到整个语言进化领域,但它有可能与其他领域进行比较,并解决有关科学知识生产的问题。
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引用次数: 0
Inferring linguistic transmission between generations at the scale of individuals 以个体为尺度推断代际间的语言传递
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2023-03-21 DOI: 10.1093/jole/lzac009
Valentin Thouzeau, Antonin Affholder, Philippe Mennecier, Paul Verdu, Frédéric Austerlitz
Historical linguistics strongly benefited from recent methodological advances inspired by phylogenetics. Nevertheless, no available method uses contemporaneous within-population linguistic diversity to reconstruct the history of human populations. Here, we developed an approach inspired from population genetics to perform historical linguistic inferences from linguistic data sampled at the individual scale, within a population. We built four within-population demographic models of linguistic transmission over generations, each differing by the number of teachers involved during the language acquisition and the relative roles of the teachers. We then compared the simulated data obtained with these models with real contemporaneous linguistic data sampled from Tajik speakers from Central Asia, an area known for its large within-population linguistic diversity, using approximate Bayesian computation methods. Under this statistical framework, we were able to select the models that best explained the data, and infer the best-fitting parameters under the selected models. The selected model assumes that the lexicon of individuals is the result of a vertical transmission by two teachers, with a specific lexicon for each teacher. This demonstrates the feasibility of using contemporaneous within-population linguistic diversity to infer historical features of human cultural evolution.
历史语言学很大程度上得益于系统发育学在方法论上的最新进展。然而,目前还没有可用的方法利用同时期的种群内语言多样性来重建人类种群的历史。在这里,我们开发了一种受群体遗传学启发的方法,从群体内个体尺度上采样的语言数据中进行历史语言推断。我们建立了四个跨代语言传播的人口统计学模型,每个模型都因语言习得过程中教师的数量和教师的相关角色而有所不同。然后,我们使用近似贝叶斯计算方法,将这些模型获得的模拟数据与中亚地区塔吉克语使用者的真实同期语言数据进行比较,中亚地区以人口内语言多样性大而闻名。在这个统计框架下,我们可以选择最能解释数据的模型,并在选择的模型下推断出最适合的参数。所选择的模型假设个体的词汇是两个教师垂直传播的结果,每个教师有一个特定的词汇。这证明了使用同时期种群内语言多样性来推断人类文化进化的历史特征的可行性。
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引用次数: 0
Are non-native speakers the drivers of morphological simplification? A Wug experiment on the Dutch past tense system 非母语人士是词形简化的驱动因素吗?荷兰过去时系统的吴实验
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2022-08-12 DOI: 10.1093/jole/lzac008
Isabeau De Smet, Laura Rosseel, Freek Van de Velde
It has often been suggested that there is an inverse correlation between the number of adult non-native speakers in a language and its morphological complexity. Secluded languages often show more complex morphology, while high-contact languages go through more severe simplifications throughout the ages. One such simplification linked to language contact is the regularization of the Germanic past tense. Yet, a Wug task on the English past tense system by Cuskley et al. (2015) showed that non-native speakers tend to use the irregular past tense even more than native speakers. In this article, we replicate the Wug experiment for Dutch. Our results show similar evidence for a higher rate of irregularization across non-native speakers. Furthermore, we do not find any other simplification strategies among non-native speakers. Though caution is warranted, these converging results may suggest that non-native speakers are not the drivers of morphological simplification.
人们经常认为,一种语言中成年非母语使用者的数量与其形态复杂性之间存在反比关系。封闭语言往往表现出更复杂的形态,而高接触语言在各个时代都经历了更严重的简化。与语言接触相关的一种简化是日耳曼过去时的正则化。然而,Cuskley等人(2015)的一项关于英语过去时系统的Wug任务表明,非母语人士比母语人士更倾向于使用不规则过去时。在这篇文章中,我们为Dutch复制了Wug实验。我们的研究结果显示了类似的证据,表明非母语人士的非正规化率更高。此外,我们在非母语人士中没有发现任何其他简化策略。尽管需要谨慎,但这些趋同的结果可能表明,非母语人士并不是词形简化的驱动因素。
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引用次数: 0
A Cognitive Bias for Zipfian Distributions? Uniform Distributions Become More Skewed via Cultural Transmission Zipfian分布的认知偏差?文化传播使均匀分布更加倾斜
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2022-07-09 DOI: 10.1093/jole/lzac005
Amir Shufaniya, Inbal Arnon
There is growing evidence that cognitive biases play a role in shaping language structure. Here, we ask whether such biases could contribute to the propensity of Zipfian word-frequency distributions in language, one of the striking commonalities between languages. Recent theoretical accounts and experimental findings suggest that such distributions provide a facilitative environment for word learning and segmentation. However, it remains unclear whether the advantage found in the laboratory reflects prior linguistic experience with such distributions or a cognitive preference for them. To explore this, we used an iterated learning paradigm—which can be used to reveal weak individual biases that are amplified overtime—to see if learners change a uniform input distribution to make it more skewed via cultural transmission. In the first study, we show that speakers are biased to produce skewed word distributions in telling a novel story. In the second study, we ask if this bias leads to a shift from uniform distributions towards more skewed ones using an iterated learning design. We exposed the first learner to a story where six nonce words appeared equally often, and asked them to re-tell it. Their output served as input for the next learner, and so on for a chain of ten learners (or ‘generations’). Over time, word distributions became more skewed (as measured by lower levels of word entropy). The third study asked if the shift will be less pronounced when lexical access was made easier (by reminding participants of the novel word forms), but this did not have a significant effect on entropy reduction. These findings are consistent with a cognitive bias for skewed distributions that gets amplified over time and support the role of entropy minimization in the emergence of Zipfian distributions.
越来越多的证据表明,认知偏见在语言结构的形成中起着重要作用。在这里,我们想知道这些偏差是否会导致语言中Zipfian词频分布的倾向,这是语言之间显著的共性之一。最近的理论研究和实验结果表明,这种分布为单词学习和分词提供了一个便利的环境。然而,尚不清楚在实验室中发现的优势是否反映了先前的语言经验或对它们的认知偏好。为了探索这一点,我们使用了一种迭代学习范式——它可以用来揭示随着时间的推移而被放大的微弱个人偏见——来观察学习者是否通过文化传播改变了统一的输入分布,使其更加偏斜。在第一项研究中,我们发现说话者在讲述小说故事时倾向于产生扭曲的单词分布。在第二项研究中,我们询问这种偏差是否会导致使用迭代学习设计从均匀分布转向更倾斜的分布。我们让第一个学习者听了一个故事,故事中六个新单词出现的频率相同,然后让他们复述一遍。他们的输出作为下一个学习者的输入,以此类推,10个学习者(或“代”)。随着时间的推移,单词分布变得更加倾斜(通过较低水平的单词熵来衡量)。第三项研究询问,当词汇获取变得更容易时(通过提醒参与者新的单词形式),这种转变是否会不那么明显,但这对熵减少没有显著影响。这些发现与随着时间的推移而被放大的偏斜分布的认知偏差一致,并支持熵最小化在Zipfian分布出现中的作用。
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引用次数: 3
Teaching, sharing experience, and innovation in cultural transmission 教学、经验分享、文化传播创新
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2022-07-06 DOI: 10.1093/jole/lzac007
Ottilie Tilston, Adrian Bangerter, K. Tylén
Teaching is widely understood to have an important role in cultural transmission. But cultural transmission experiments typically do not document or analyse what happens during teaching. Here, we examine the content of teaching during skill transmission under two conditions: in the presence of the artefact (no-displacement condition) and in the absence of the artefact (displacement condition). Participants built baskets from various materials to carry as much rice as possible before teaching the next participant in line. The efficacy of baskets increased over generations in both conditions, and higher performing baskets were more frequently copied; however, the weight of rice transported did not differ between conditions. Displacement affected the choice of strategy by increasing innovation. Teachers shared personal experience more to discuss non-routine events (those departing from expectations) than they did other types of teaching, especially in the presence of the artefact. Exposure to non-routine experience sharing during teaching increased subsequent innovation, supporting the idea that sharing experience through activities such as storytelling serves a sensemaking function in teaching. This study thus provides experimental evidence that sharing experience is a useful teaching method in the context of manual skill transmission.
人们普遍认为,教学在文化传播中起着重要作用。但文化传播实验通常不会记录或分析教学过程中发生的事情。在这里,我们考察了两种情况下技能传播过程中的教学内容:人工制品存在(无位移条件)和人工制品不存在(位移条件)。参与者用各种材料制作篮子,尽可能多地装米,然后再教排队的下一个参与者。在这两种条件下,篮子的功效都在世代之间增加,性能更高的篮子被复制的频率更高;然而,在不同的条件下,运输的大米重量没有差异。位移通过增加创新来影响策略选择。老师们分享个人经验来讨论非常规事件(那些偏离预期的事件),而不是其他类型的教学,特别是在人工制品存在的情况下。在教学过程中接触非常规的经验分享增加了随后的创新,支持了通过讲故事等活动分享经验在教学中具有意义构建功能的观点。因此,本研究提供了实验证据,证明经验分享是一种在手工技能传授背景下有效的教学方法。
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引用次数: 1
Phylogeny of the Turkic Languages Inferred from Basic Vocabulary: Limitations of the Lexicostatistical Methods in an Intensive Contact Situation 从基本词汇推断突厥语言的系统发育:密集接触情况下词汇统计方法的局限性
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2022-07-06 DOI: 10.1093/jole/lzac006
Ilya M Egorov, Anna V Dybo, Alexei S Kassian
This article provides an attempt to revise the phylogenetic structure of the Turkic family using a computational lexicostatistical approach. The methodological framework of the present research is characterized by the following features: (1) wordlists with strictly controlled semantics; (2) step-by-step reconstruction using Swadesh wordlists for proto-languages; (3) three stages of post-processing of the input data (analysis of root cognacy, elimination of derivational drift, and optimization of homoplasy); (4) application of several computational algorithms (Starling neighbor-joining, Bayesian MCMC, and maximum parsimony). The analysis provided confirms the status of Chuvash as the first outlier and suggests a subsequent multifurcation of Proto-Nuclear-Turkic into eight branches. The Siberian Turkic group is a purely areal unity, that is, Yakut-Dolgan, Tofa-Tuvinian, Khakas-Mrassu, Sarygh Yugur and Altai do not form a clade. Altai is grouped together with the Kipchak languages as a separate taxon; it does not show a particularly close relationship with Kirghiz, which belongs to another Kipchak subgroup. Karluk is a low-level taxon inside the Kipchak clade.
这篇文章提供了一个尝试修改突厥家族的系统发育结构使用计算词典统计方法。本研究的方法论框架具有以下特点:(1)严格控制语义的词表;(2)利用Swadesh词表对原语言进行分步重建;(3)输入数据的三个后处理阶段(词根同源性分析、导数漂移消除和同质性优化);(4)几种计算算法(Starling neighbor-joining, Bayesian MCMC, maximum parsimony)的应用。分析证实了Chuvash作为第一个异常的地位,并提出了原始核突厥语系随后的多分支,分为八个分支。西伯利亚突厥群是一个纯粹的地区统一,也就是说,雅库特-多尔干,托法-图维尼亚,Khakas-Mrassu, Sarygh Yugur和阿尔泰不形成一个分支。阿尔泰语与奇普恰克语归为一个单独的分类群;它并没有显示出与吉尔吉斯语的特别密切的关系,吉尔吉斯语属于另一个奇普察克亚群。Karluk是Kipchak分支中的一个低级分类单元。
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引用次数: 0
Bayesian methods for ancestral state reconstruction in morphosyntax: Exploring the history of argument marking strategies in a large language family 形态句法中祖先状态重建的贝叶斯方法:在一个大语系中探讨论点标记策略的历史
IF 2.6 0 LANGUAGE & LINGUISTICS Pub Date : 2022-05-28 DOI: 10.1093/jole/lzac002
Joshua L. Phillips, Claire Bowern
Bayesian phylogenetic methods have been gaining traction and currency in historical linguistics, as their potential for uncovering elements of language change is increasingly understood. Here, we demonstrate a proof of concept for using ancestral state reconstruction methods to reconstruct changes in morphology. We use a simple Brownian motion model of character evolution to test how splits in ergative marking evolve across Pama-Nyungan, a large family of Australian languages. We are able to recover linguistically plausible paths of change, as well as rejecting implausible paths. The results of these analyses elucidate constraints on changes that have led to extensive synchronic variation in an interlocking morphological system. They further provide evidence of an ergative–accusative split traceable to Proto-Pama-Nyungan.
贝叶斯系统发育方法在历史语言学中越来越受欢迎,因为人们越来越了解它们揭示语言变化要素的潜力。在这里,我们展示了使用祖先状态重建方法来重建形态学变化的概念证明。我们使用一个简单的字符进化的布朗运动模型来测试作格标记中的分裂是如何在澳大利亚语言大家族Pama Nyungan中进化的。我们能够恢复语言上看似合理的变化路径,也能够拒绝看似不合理的路径。这些分析的结果阐明了对变化的限制,这些变化导致了连锁形态系统中广泛的同步变化。它们进一步提供了可追溯到Proto Pama Nyungan的作格-宾格分裂的证据。
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引用次数: 2
期刊
Journal of Language Evolution
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