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Construction grammar and procedural semantics for human-interpretable grounded language processing 用于人类可解释的基础语言处理的构造语法和程序语义学
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-14 DOI: 10.1515/lingvan-2022-0054
Liesbet De Vos, Jens Nevens, Paul Van Eecke, Katrien Beuls
Grounded language processing is a crucial component in many artificial intelligence systems, as it allows agents to communicate about their physical surroundings. State-of-the-art approaches typically employ deep learning techniques that perform end-to-end mappings between natural language expressions and representations grounded in the environment. Although these techniques achieve high levels of accuracy, they are often criticized for their lack of interpretability and their reliance on large amounts of training data. As an alternative, we propose a fully interpretable, data-efficient architecture for grounded language processing. The architecture is based on two main components. The first component comprises an inventory of human-interpretable concepts learned through task-based communicative interactions. These concepts connect the sensorimotor experiences of an agent to meaningful symbols that can be used for reasoning operations. The second component is a computational construction grammar that maps between natural language expressions and procedural semantic representations. These representations are grounded through their integration with the learned concepts. We validate the architecture using a variation on the CLEVR benchmark, achieving an accuracy of 96 %. Our experiments demonstrate that the integration of a computational construction grammar with an inventory of interpretable grounded concepts can effectively achieve human-interpretable grounded language processing in the CLEVR environment.
基础语言处理是许多人工智能系统的重要组成部分,因为它允许代理就其物理环境进行交流。最先进的方法通常采用深度学习技术,在自然语言表达和环境中的表征之间进行端到端映射。虽然这些技术能达到很高的准确度,但它们往往因缺乏可解释性和依赖大量训练数据而受到批评。作为替代方案,我们为基础语言处理提出了一种完全可解释、数据效率高的架构。该架构基于两个主要部分。第一部分包括通过基于任务的交流互动学习到的人类可解释概念的清单。这些概念将代理的感觉运动经验与可用于推理操作的有意义符号联系起来。第二部分是一种计算构造语法,用于映射自然语言表达和程序语义表征。这些语义表征通过与所学概念的整合而得到巩固。我们使用 CLEVR 基准的变体验证了该架构,准确率达到 96%。我们的实验证明,在 CLEVR 环境中,将计算构造语法与可解释的基础概念库相结合,可以有效实现人类可解释的基础语言处理。
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引用次数: 0
The role of syntax in hashtag popularity 语法在标签流行度中的作用
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-11 DOI: 10.1515/lingvan-2023-0051
Ming Feng Wan
Research on hashtag popularity presumes hashtag popularity to be correlated with its semantics and lexical clarity, and the popularity of its topic. However, within a single event, hashtags of identical stances can have contrasting popularity; one may attribute this to the assumption that a certain type of hashtag is preferred, but hashtags of identical syntactic format can also have contradictory popularity across events. We theorize that a hashtag’s popularity is heavily impacted by whether there are preexisting popular hashtags of similar syntactic format within the language.
关于标签流行度的研究认为,标签的流行度与其语义、词汇清晰度以及话题的流行度相关。然而,在同一事件中,立场相同的标签可能会有截然不同的流行度;这可能是由于假设某种类型的标签更受青睐,但句法格式相同的标签也可能在不同事件中具有相互矛盾的流行度。我们的理论是,一个标签的流行程度在很大程度上受语言中是否存在类似语法格式的流行标签的影响。
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引用次数: 0
“All women are like that”: an overview of linguistic deindividualization and dehumanization of women in the incelosphere "所有女性都是这样的":非礼圈中女性的语言去个性化和非人化概述
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-11 DOI: 10.1515/lingvan-2023-0112
Ewelina Prażmo
This article provides an overview of linguistic strategies used in the incel community to deindividualize and dehumanize women. Among the most common ways of referring to women there is the use of generic labels (Stacy, Becky), conceptual metaphor (warpig, landwhale) including creative metaphorical morphology (foid, femoid), conceptual metonymy (hole, extrahole), and conceptual metaphtonymy (roastie). The consistent use of such terms within the incelosphere contributes to perpetuating harmful attitudes and potentially even justifying violent and abusive conduct towards women. For this reason, the language of dehumanization in general, and the misogynist discourse of incels in particular, warrants closer attention. This study is carried out within the methodological framework of cognitive semantics and adds to the expanding research on the discourse of the manosphere and the incelosphere.
这篇文章概述了乱伦群体使用的语言策略,这些策略将女性去个体化和非人化。在提及女性的最常见方式中,包括使用通用标签(斯泰西、贝琪)、概念隐喻(翘头猪、陆鲸),包括创造性的隐喻形态(foid、femoid)、概念隐喻(洞、洞外)和概念隐喻(rockie)。在乱伦圈中持续使用这些术语会助长有害的态度,甚至有可能为针对女性的暴力和虐待行为开脱。因此,"非人化 "的语言,尤其是 "乱伦者 "的厌女论,值得密切关注。本研究是在认知语义学的方法论框架内进行的,为有关男性圈和非男性圈话语的不断扩大的研究增添了新的内容。
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引用次数: 0
Causal clauses as source of sentential complementation: cross-linguistic evidence and methodological issues 作为句子补语来源的因果从句:跨语言证据和方法论问题
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-11 DOI: 10.1515/lingvan-2022-0010
Rodrigo Hernáiz
In many languages, causal clause markers can also function as – or are formally identical to – complement markers (e.g., Bulgarian če, Twi se, or Latin quod). This isomorphism is often explained as the result of independent developments from a common source (interrogatives, relativizers, etc.). By contrast, it is also frequently accepted that in some cases the aforementioned identity originates in a type of structural change by which causal clauses are eventually reanalysed as factive complements. However, the nature of the proposed CAUSE > COMPLEMENT development, involving both semantic adjustments and syntactic integration, is not yet fully understood, and it remains unclear how recurrent this phenomenon might be from a cross-linguistic perspective. This article aims to shed light on these questions by analysing diachronic and cross-linguistic data and assessing some of the evidence given for the development of complementation from causal adverbial clauses. The observations reveal significant documentation gaps for postulated models of the emergence of complement clauses and highlight methodological issues that qualify previous explanations about the diachronic relationship between causal and complement clauses.
在许多语言中,因果状语从句标记也可以充当补语从句标记,或在形式上与补语从句标记相同(如保加利亚语的 če 、特维语的 se 或拉丁语的 quod)。这种同构现象通常被解释为从一个共同来源(疑问词、关系词等)独立发展的结果。与此相反,人们也经常认为,在某些情况下,上述同构现象源于一种结构变化,即因果从句最终被重新分析为事实补语。然而,涉及语义调整和句法整合的 CAUSE > COMPLEMENT 发展的性质尚未完全明了,而且从跨语言的角度来看,这种现象的反复出现程度也还不清楚。本文旨在通过分析异时空和跨语言数据,评估因果副词从句补语发展的一些证据,从而揭示这些问题。这些观察结果揭示了关于补语从句出现的假定模式的重大文献空白,并强调了方法论问题,这些问题限定了以前关于因果副词从句和补语从句之间的异时关系的解释。
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引用次数: 0
Sociolinguistic auto-coding has fairness problems too: measuring and mitigating bias 社会语言自动编码也有公平性问题:衡量和减少偏见
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-11 DOI: 10.1515/lingvan-2022-0114
Dan Villarreal
Sociolinguistics researchers can use sociolinguistic auto-coding (SLAC) to predict humans’ hand-codes of sociolinguistic data. While auto-coding promises opportunities for greater efficiency, like other computational methods there are inherent concerns about this method’s fairness – whether it generates equally valid predictions for different speaker groups. Unfairness would be problematic for sociolinguistic work given the central importance of correlating speaker groups to differences in variable usage. The current study examines SLAC fairness through the lens of gender fairness in auto-coding Southland New Zealand English non-prevocalic /r/. First, given that there are multiple, mutually incompatible definitions of machine learning fairness, I argue that fairness for SLAC is best captured by two definitions (overall accuracy equality and class accuracy equality) corresponding to three fairness metrics. Second, I empirically assess the extent to which SLAC is prone to unfairness; I find that a specific auto-coder described in previous literature performed poorly on all three fairness metrics. Third, to remedy these imbalances, I tested unfairness mitigation strategies on the same data; I find several strategies that reduced unfairness to virtually zero. I close by discussing what SLAC fairness means not just for auto-coding, but more broadly for how we conceptualize variation as an object of study.
社会语言学研究人员可以使用社会语言自动编码(SLAC)来预测人类对社会语言数据的手码。虽然自动编码有望带来更高的效率,但与其他计算方法一样,这种方法的公平性也存在固有的问题,即它是否能对不同的说话者群体做出同样有效的预测。考虑到将说话者群体与变量使用差异相关联的核心重要性,不公平将给社会语言学工作带来问题。目前的研究通过对新西兰南岛英语非前元音 /r/ 进行自动编码时的性别公平性这一视角来检验 SLAC 的公平性。首先,鉴于机器学习的公平性存在多种互不兼容的定义,我认为 SLAC 的公平性最好由两个定义(总体准确性平等和类别准确性平等)来体现,这两个定义对应三个公平性指标。其次,我对 SLAC 易受不公平影响的程度进行了实证评估;我发现以往文献中描述的特定自动编码器在所有三个公平性指标上的表现都很差。第三,为了纠正这些不平衡,我在相同的数据上测试了不公平缓解策略;我发现有几种策略可以将不公平降低到几乎为零。最后,我将讨论 SLAC 公平性不仅对自动编码意味着什么,而且对我们如何将变异概念化为研究对象意味着什么。
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引用次数: 0
Across time, space, and genres: measuring probabilistic grammar distances between varieties of Mandarin 跨越时间、空间和体裁:测量普通话变体之间的概率语法距离
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-03-11 DOI: 10.1515/lingvan-2022-0134
Yi Li, Benedikt Szmrecsanyi, Weiwei Zhang
This paper aims to quantify distances between varieties of Mandarin (diachronic, regional, and situational) as a function of the similarity in the choice between syntactic variants in the Mandarin theme-recipient alternation (/gěi dative alternation). We use a novel corpus-based method, Variation-Based Distance and Similarity Modeling, which draws inspiration from work in comparative sociolinguistics and quantitative dialectometry. Analysis reveals that, while there is a relatively stable probabilistic grammar across the investigated varieties, historical varieties do exhibit a relatively higher degree of heterogeneity than synchronic varieties. Despite the overall high similarity of the latter, we identify substantial probabilistic differences between fictional writings of Modern Mainland Mandarin and all other synchronic varieties. Our findings thus provide evidence in support of the hypothesis that the transition from Early Mandarin to Modern Mandarin over the past two centuries has witnessed salient grammatical shifts and also empirically demonstrate the interaction between genre variability and regional variability in Modern Mandarin.
本文旨在量化普通话变体之间的距离(异时性、区域性和情景性),将其作为普通话主题-受话人交替(yŭ/gěi 助动词交替)中句法变体选择的相似性函数。我们采用了一种基于语料库的新方法--基于变体的距离和相似性建模,该方法从比较社会语言学和定量方言测量学的研究中汲取了灵感。分析表明,虽然所研究的变体存在相对稳定的概率语法,但历史变体确实比同步变体表现出相对较高的异质性。尽管后者总体上具有较高的相似性,但我们发现现代大陆普通话的虚构写作与所有其他同步变体之间存在着很大的概率差异。因此,我们的研究结果为过去两个世纪中从早期普通话向现代普通话的过渡见证了显著的语法变化这一假设提供了支持证据,同时也从经验上证明了现代普通话中体裁变异和地区变异之间的相互作用。
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引用次数: 0
Plains Cree Order as alternation 平原克里语顺序为交替
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-02-20 DOI: 10.1515/lingvan-2023-0038
Atticus G. Harrigan, Antti Arppe
This paper describes the Plains Cree phenomenon of Order as a form of alternation not yet described as such in the literature. First, we provide a brief description of relevant Plains Cree grammar and Order as a phenomenon. This is followed by an overview of how the concept of alternation has been used in linguistics as an analytic tool. Finally, we discuss how conceiving of Order as an alternation allows for not only a better understanding of the phenomenon, but also results in a new type of alternation. We name this type of alternation a paradigmatic alternation and define it as any alternation where some lexeme can make use of two or more alternative paradigms of the same size and shape but with different morphological exponents, while representing the same set of grammatical features. We exemplify this with Plains Cree, where subject/object agreement has two distinct paradigms which verbs can take while retaining similar meanings. A brief comparison with of a similar phenomenon, Koiari tense/aspect, is also included.
本文描述了平原克里语中的 "顺序 "现象,这是一种尚未在文献中描述的交替形式。首先,我们简要介绍了相关的平原克里语语法和秩序现象。然后概述语言学中如何将交替概念用作分析工具。最后,我们讨论了如何将 "顺序 "视为一种交替,从而不仅能更好地理解这一现象,还能产生一种新的交替类型。我们将这种类型的交替命名为范式交替,并将其定义为某些词素可以使用两个或多个大小和形状相同、但形态指数不同的备选范式,同时代表同一组语法特征的交替。我们以平原克里语(Plains Cree)为例,在该语言中,主/宾一致有两种不同的范式,动词可以使用这两种范式,同时保留相似的意义。我们还简要比较了类似的现象--科伊里语的时态/方面。
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引用次数: 0
Null and overt se constructions in Brazilian Portuguese and the network of se constructions 巴西葡萄牙语中的无效和公开 se 结构以及 se 结构网络
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-02-14 DOI: 10.1515/lingvan-2023-0058
Susana Afonso, Augusto Soares da Silva
Middle voice (MV) comprises a set of marked constructions associated with situation types (Kemmer 1993. The middle voice. Amsterdam: John Benjamins), in which the middle marker functions as an intransitivizer. MV constructions in Portuguese are se constructions in which the clitic se is typically overt, but in Brazilian Portuguese there is variation between constructions with and without the clitic marker. The overt-null variation is observed in all se construction types and it has been argued by Soares da Silva et al. (2021. Null se constructions in Brazilian and European Portuguese: Morphosyntactic deletion or emergence of new constructions? Cognitive Linguistics 32(1). 159–193) that differences in conceptualization of an event as “energetic” or “absolute” primarily drive the variation. This article focuses on the (re)configuration of the network of se constructions in light of the overt-null alternation. Given that the alternation is systematic for all types of se construction, we propose that both the marked and unmarked constructions are plotted onto the conceptual map of MV constructions. As to the introduction of the null variant in the taxonomy of se constructions, we argue that the overt-null variants are allostructions posited at lower levels of abstraction. We also hypothesize that the middle marker at the top node is underspecified for function, instantiated as an intransitivizer, or lexically defined at the immediate subordinate level.
中间语态(MV)包括一系列与情境类型相关的标记结构(Kemmer 1993. The middle voice. Amsterdam: John Benjamins),其中中间标记起着非变位作用。葡萄牙语中的 MV 结构是 se 结构,其中的 clitic se 通常是显性的,但在巴西葡萄牙语中,有和没有 clitic 标记的结构之间存在差异。Soares da Silva 等人(2021.A.)认为,在所有 se 结构类型中都可以观察到 "over-null "变化。巴西和欧洲葡萄牙语中的空se结构:形态句法删除还是新结构的出现?认知语言学 32(1).159-193)认为,将事件概念化为 "能动的 "或 "绝对的 "的差异是造成差异的主要原因。本文的重点是根据过空交替来(重新)配置 se 结构网络。鉴于这种交替对于所有类型的se结构都是系统性的,我们建议将有标记和无标记的结构都绘制到MV结构的概念图上。至于在se构式分类法中引入空变体,我们认为过空变体是在较低抽象层次上假设的异构式。我们还假设,位于顶层节点的中间标记的功能未得到充分说明,被实例化为一个非变位符,或者在直接从属层次上被词义化了。
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引用次数: 0
In alternations, not all semantic motivation comes from semantic contrast 在交替词中,并非所有语义动机都来自语义对比
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-01-24 DOI: 10.1515/lingvan-2023-0041
Yingying Cai, Hendrik De Smet
Functional explanations of alternations often invoke semantic contrast between alternates. In some cases, however, new alternations may arise not to code contrast but simply because the grammar supports multiple roughly equivalent solutions to the same coding problem. Our study illustrates this by exploring the history of English prepositional phrase complements (PPCs) to mental predicates, with a special focus on about and at (as in everyone was enthusiastic about the project). It is shown that about saw a dramatic extension in its use as a PPC marker, resulting in various new alternation contexts. These developments are concomitant to changes in the general semantic structure of about that resulted in stronger grammatical sanction to its use as a PPC marker. Compared to about, at has a far more stable semantic profile overall, contributing to greater stability in its use as a PPC marker as well. In other words, distributional changes in the system of PPCs, and the new alternations that arise as a result, are a side effect of changes in the overall semantic profiles of the prepositions used to mark PPCs.
对交替现象的功能性解释通常援引交替现象之间的语义对比。然而,在某些情况下,新的交替出现可能并不是为了编码对比,而仅仅是因为语法支持对同一编码问题的多种大致等效的解决方案。我们的研究通过探索英语介词短语补语(PPCs)到心理谓词的历史来说明这一点,并特别关注 about 和 at(如每个人都对项目充满热情)。研究表明,about 作为 PPC 标记的使用范围急剧扩大,产生了各种新的交替语境。这些发展是与 about 的一般语义结构的变化同步进行的,这些变化导致其作为 PPC 标记的使用在语法上得到了更有力的支持。与 about 相比,at 的整体语义结构要稳定得多,这也使其作为 PPC 标记的使用具有更大的稳定性。换句话说,PPCs 系统的分布变化以及由此产生的新交替,是用来标记 PPCs 的介词整体语义轮廓变化的副作用。
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引用次数: 0
The morphosyntactic alternation between exterior locative case affixes and postpositions in Estonian 爱沙尼亚语中外部定位词缀和后置词之间的形态句法交替
IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS Pub Date : 2024-01-22 DOI: 10.1515/lingvan-2023-0045
Jane Klavan
This paper investigates three morphosyntactic alternations in Estonian – those between the exterior locative cases allative, adessive, and ablative and the corresponding postpositions peale ‘onto’, peal ‘on’, and pealt ‘off’. It is assumed that the influence of different predictors on speakers’ choices will be relatively stable in terms of the direction of those predictors, but the strength of these will vary. For each alternation, a random sample of the two outcomes (case vs. postposition) from the Estonian National Corpus is used, resulting in a total of 3,000 data points. Using properties of the landmark phrase as independent variables in mixed-effects logistic regression models, the choice of postpositions over case-marked realizations is predicted. The models fitted to the data confirm that the direction of the eight predictors investigated is the same across the alternations, with freqRatio, lemma, and mobility making the most significant contribution to the fit of all three models. The study further shows that the two alternating pairs that have a higher global frequency in Estonian (allative ∼ peale and adessive ∼ peal) behave in a similar way with respect to the predictors under study; the third, less frequent alternation (ablative ∼ pealt), differs from the other two in terms of the number and type of predictors that make a significant contribution to the model fit.
本文研究了爱沙尼亚语中的三种形态句法交替--外部定位词allative、adessive和ablative与相应的后置词peale'to'、peal'on'和pealt'off'之间的交替。我们假定,不同的预测因素对说话人选择的影响在方向上相对稳定,但其强度会有所不同。每次交替时,我们都会从爱沙尼亚国家语料库中随机抽取两种结果(大小写与后置词)的样本,从而得到总共 3000 个数据点。在混合效应逻辑回归模型中,将标志性短语的属性作为自变量,可以预测后置词的选择情况。与数据拟合的模型证实,所研究的八个预测因素在不同交替情况下的方向是一致的,其中 freqRatio、lemma 和 mobility 对所有三个模型的拟合贡献最大。研究进一步表明,在爱沙尼亚语中全球频率较高的两个交替对(allative ∼ peale 和 adessive ∼ peal)在所研究的预测因子方面表现相似;频率较低的第三个交替对(ablative ∼ pealt)在对模型拟合有显著贡献的预测因子的数量和类型方面与其他两个交替对不同。
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Linguistics Vanguard
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