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Degree is the simplest of the node-level measures, but its simplicity often hides its power. Here we will apply degree to the problem of mental structure. Specifically, what is the structure of the relationships between information in the mind? George Kingsley Zipf observed that word frequencies in natural language tend to a follow a scale-free distribution: The most frequent words are few, while the less frequent words are many with a specific linear relationship on a log-log plot. It has also been suggested that this power-law distribution applies to the relationships between words as well as to their meanings. Some words share meanings with many other words while others share few. This is a hypothesis based on the structural distribution of shared meanings, or polysemy (words with multiple meanings). This chapter will explain the theory underlying Zipf’s law of meaning and power laws. It will also show how we can combine these ideas with the most basic node-level network measure: degree.
The terms linguistics and philology refer to different but overlapping areas of the Humanities. An opposition between them does not predate the triumph of structuralism. Structuralist linguistics devoted itself mainly to synchrony and theory, with lexicology and lexicography ending up in no-man’s land. A detailed look at dictionary definitions of linguistics and philology for more than three centuries offers a picture of the goals of both disciplines and of the ways the public understood language studies. Before the twentieth century, the focus of philology was the interpretation of old texts and word origins. The treatment of special terminology (including the terminology of linguistics) in dictionaries shows that despite all the differences a clear line between linguistics and philology cannot and need not be drawn, just as such a line cannot always be drawn between a dictionary and an encyclopedia. In the context of the present study, the use of etymology and phonetic transcription in various dictionaries illuminates the difference between and the unity of philology and linguistics.
Transformer-based neural language models achieve state-of-the-art performance on various natural language processing tasks. However, an open question is the extent to which these models rely on word-order/syntactic or word co-occurrence/topic-based information when processing natural language. This work contributes to this debate by addressing the question of whether these models primarily use topic as a signal, by exploring the relationship between Transformer-based models’ (BERT and RoBERTa’s) performance on a range of probing tasks in English, from simple lexical tasks such as sentence length prediction to complex semantic tasks such as idiom token identification, and the sensitivity of these tasks to the topic information. To this end, we propose a novel probing method which we call topic-aware probing. Our initial results indicate that Transformer-based models encode both topic and non-topic information in their intermediate layers, but also that the facility of these models to distinguish idiomatic usage is primarily based on their ability to identify and encode topic. Furthermore, our analysis of these models’ performance on other standard probing tasks suggests that tasks that are relatively insensitive to the topic information are also tasks that are relatively difficult for these models.
Using data from the understudied language Gιsιɖa Anii, we provide a formal analysis of irrealis that builds on the framework of modality proposed in Giannakidou and Mari. In particular, we propose that Anii has an irrealis modal morpheme whose meaning is that the speaker does not believe that the proposition is true at a particular time. This gives irrealis, at least in Anii, a negatively biased meaning. Giannakidou and Mari propose that the subjunctive in European languages is a positively biased modal but find no evidence in their data for a corresponding negatively biased one. However, in expanding their approach to a completely unrelated language, we show that modal bias can also be negative, filling in the paradigmatic gap left open by Giannakidou and Mari’s work. We also illustrate the utility of analyzing irrealis (in relation to the concept of veridicality) as a morphosyntactic and semantic category with a status similar to tense and aspect. Our formal analysis accounts for the obligatory realization of irrealis in a wide range of semantic contexts in Anii, including future tense, negation, and wishes, and shows how irrealis can be composed with other clausal elements. We suggest that reality status, which we analyze as (non)-veridicality, is obligatorily present in the Anii clause and discuss the implications of this for other languages.
I argue that more and less are always determinatives, contrary to the categorization in The Cambridge Grammar of the English Language (CGEL), which treats them as adverbs in analytic comparatives. Evidence is presented of contrasts between more/less and much/little in various contexts, challenging CGEL’s empirical claim that such contrasts never occur in analytic comparatives. The observed distributional patterns can largely be explained by the semantics of more/-er and much without positing a category distinction: more/-er establishes a salient scale-internal reference point, while much requires such a point to already be present. Furthermore, mere distributional differences should not be relied upon for category assignment, following arguments by Payne , Huddleston & Pullum (2010). For these reasons, analyzing more and less as adverbs in any context is unnecessary and unparsimonious. The determinative analysis can account for all the relevant data. Beyond the narrow point about categorization, the paper illustrates the contributions of semantic, pragmatic, and distributional evidence in resolving category assignment.
We investigate a class of adjective phrases composed of a deadjectival adverb ending in -ly and an adjective head (e.g. staggeringly incompetent, absolutely terrific, fiscally responsible), a compact construction whereby two adjectives may jointly contribute to evaluative meaning. Using corpus methodologies on more than 1 million examples and relying on semantic analyses of about 1,000 instances, we propose that the construction can be divided into different semantic subtypes, including Degree (deeply disturbing), Focus (utterly ridiculous), Manner (delightfully performed), Reaction (strangely compelling), Topical (historically inaccurate) and Epistemic (intuitively obvious), among others. Using this typology, we investigate the relative distribution of each subtype across several registers of written English. We found a high frequency of the Reaction subtype in book, film and art reviews, and we suggest a discourse-functional explanation for this, linked to the perceived value of originality in expressive writing. This investigation reveals the power of semantically informed, corpus methodologies to shed light on the distribution of specific constructions.
In most of the literature on English phonology, historically prefixed words such as contain, respect or submit are seen as having no morphological structure synchronically. However, such words were treated as complex in the early generative literature and are still analysed in that way in part of the literature. In this paper, we seek to review the evidence for the claim that such words are simplex words, which predicts that they should pattern with words with no internal structure in their phonological and morphological behaviours and in psycholinguistic experiments. We show that the evidence does not support that claim and shows that these words should be treated as morphologically complex units, although they differ from words with productive morphology. As these words tend to be partly or entirely opaque semantically, this raises the question of how such structures may be learned. We argue that the recurrence of forms is the main factor leading to their identification and lay out a possible order of acquisition of various morphological structures. Finally, we argue that theories of phonology may account for this by allowing the reference to morphological constituents whose semantics are impoverished.
Brain areas implicated in semantic memory can be damaged in patients with epilepsy (PWE). However, it is challenging to delineate semantic processing deficits from acoustic, linguistic, and other verbal aspects in current neuropsychological assessments. We developed a new Visual-based Semantic Association Task (ViSAT) to evaluate nonverbal semantic processing in PWE.
Method:
The ViSAT was adapted from similar predecessors (Pyramids & Palm Trees test, PPT; Camels & Cactus Test, CCT) comprised of 100 unique trials using real-life color pictures that avoid demographic, cultural, and other potential confounds. We obtained performance data from 23 PWE participants and 24 control participants (Control), along with crowdsourced normative data from 54 Amazon Mechanical Turk (Mturk) workers.
Results:
ViSAT reached a consensus >90% in 91.3% of trials compared to 83.6% in PPT and 82.9% in CCT. A deep learning model demonstrated that visual features of the stimulus images (color, shape; i.e., non-semantic) did not influence top answer choices (p = 0.577). The PWE group had lower accuracy than the Control group (p = 0.019). PWE had longer response times than the Control group in general and this was augmented for the semantic processing (trial answer) stage (both p < 0.001).
Conclusions:
This study demonstrated performance impairments in PWE that may reflect dysfunction of nonverbal semantic memory circuits, such as seizure onset zones overlapping with key semantic regions (e.g., anterior temporal lobe). The ViSAT paradigm avoids confounds, is repeatable/longitudinal, captures behavioral data, and is open-source, thus we propose it as a strong alternative for clinical and research assessment of nonverbal semantic memory.
This Element explores the role of pragmatics, and its relationship with meaning and grammar, in second language acquisition. Specifically, this Element examines the generative paradigm, with its focus on purely linguistic aspects, in contrast with, and complemented by, the view of language adopted in the wider perspective on communication that Relevance Theory offers. It reviews several theoretical standpoints on how linguistic phenomena that require combining semantic, pragmatic and syntactic information are acquired and developed in second languages, illustrating how these perspectives are brought together in analysing data in different linguistic scenarios. It shows that the notion of procedural meaning casts light on the range of interpretative effects of grammatical features and how they vary across languages, suggesting ways to complete the picture of the interface factors that affect second language development.
Stalnaker’s ‘Assertion’ (1978 [1999]) offers a classic account of diagonalization as an approach to the meaning of a declarative sentence in context. Here I explore the relationship between diagonalization and some puzzles in Mahtani’s book The Objects of Credence. Diagonalization can influence how we think about both credence and desirability, so it influences both components of a standard expected utility equation. In that vein, I touch on two of Mahtani’s case-studies, chance and the finite version of the Two Envelope Paradox.
In this chapter the focus moves beyond Pāṇini’s grammar to address a topic of major concern within the broader Indian tradition: semantics. While some observations regarding semantics can be drawn from Pāṇini, for the most part semantics was treated as a separate field of inquiry within the Indian tradition until the early modern period. This chapter provides introductions to the traditions of semantic analysis in ancient India and the modern West, and a comparison of their approaches to one issue of central concern in semantic theory: compositionality.
What follows from what, and how do we make statements (whether true or false) about which inferences are correct? In this book, Edwin Mares provides a new philosophical, semantical and historical analysis of and justification for the relevant logic of entailment. In the first half of the book he examines some key ideas in the historical development of the logic of entailment, looking in particular at the notion 'is derivable from' and at how symbolic logic has attempted to capture this notion. In the second half of the book he develops his own theory connecting ideas from the traditions in mathematical logic with some ideas in the philosophy of science. The book's fresh and original perspective on the logic of entailment will be valuable for all who want to know more about the historical and philosophical origins of modern symbolic logic.
It is relatively well known that Buridan’s nominalist semantics changed “the rules of the game” in practically all fields of philosophy and science. For instance, in his semantics, the traditional distinction between essential and accidental predicates is mapped onto the Ockhamist distinction between absolute and connotative terms and concepts. It is, however, still not quite well understood what impact these “new rules” had in particular philosophical disciplines. This essay offers a case study of the late-medieval paradigm change brought about by nominalist “semantical innovations.” In particular, it contrasts Aquinas’ “semantics-driven mereology” with Buridan’s, set against the background of Buridan’s new, nominalist semantics, arguing that the two authors’ differences in their mereological considerations are rooted in the differences between their diverse semantic intuitions. The conclusion of the essay will provide a brief logical and historical evaluation of the paradigmatic changes brought about by these diverse intuitions.
Carnap’s naturalism evidently differs from Quine’s, but the precise nature of this difference has proven elusive. This chapter focuses on what Quine defends as his “provincial” naturalism against a Carnapian “cosmopolitan” alternative. The problem with this contrast, however, is that Quine does not represent a pure form of what he calls a “provincial” view. This is illustrated by his tergiversations about analyticity; after initially denying that there was even an explicandum worth bothering about, he later offered his own ordinary-language-based account of analyticity, without feeling any need to supply a more exact explication; there would appear to be no way to resolve the resulting stand-off with the cosmopolitan standpoint. This paper suggests a more robust explicandum for analyticity (and cosmopolitanism more generally). We come back, in the end, to the confrontation between Carnap and Quine in Chicago in 1950, where Carnap convinced Quine that their differences did not concern any question about which there could be right or wrong, correct or incorrect; it is regretted that Quine soon lost this lesson from sight.
A few years after his adoption of both a syntactical method and a principle of tolerance in the early thirties, Carnap turned to semantics when he learned about Tarski’s work on the definition of a truth predicate. How significant is this semantical turn? Carnap scholars have so much emphasized that The Logical Syntax anticipates Tarskian semantics that they tended to minimize the importance of Carnap’s adoption of a semantical approach. As a consequence, his semantical turn has not always been given the importance it deserves. Its meaning, scope and consequences have also often been misunderstood. This paper contributes to a re-evaluation of Tarski’s influence on Carnap in view of the fact that Carnap is far from having just followed Tarski’s way. We examine some specificities of Carnap’s approach of semantics. We also discuss what is left of the syntactic method after the adoption of semantics and what the relations between syntax and semantics become from the late thirties on. The following topics are given specific attention: languages, formal systems, and calculi; truth, L-truth, and L-validity; L-states, L-ranges, and state descriptions. We also analyze the impact of semantics on the principle of tolerance.
The prevailing view of Buridan’s theory of cognition and his epistemology is that he is a kind of externalist as well as a reliabilist. This essay argues that this reading is mistaken and that Buridan instead must be seen as a semantic and epistemic internalist. The essay develops the arguments for both these views. The first part of the essay supplements an argument already made by Claude Panaccio, but the second part is a new argument for why Buridan must be seen as an epistemological internalist. The essay also compares Buridan to later empiricists such as David Hume.
Kripke’s writings can be understood as suggesting that Wittgenstein, though a non-reductionist, was not a quietist about meaning, that is, did not maintain that nothing philosophically constructive could be said about it. It is Kripke and the quietist who can in fact be seen to have much in common. For, though they both conceive of the skeptical challenge as a meta-semantical challenge, calling for a foundational account of meaning, they both end up with purely semantic, descriptive remarks about meaning. Failing to share his diagnosis of the paradox with Wittgenstein, Kripke does not recognize that, once the skeptical problem is dissolved, as Wittgenstein recommends, a new meta-semantical challenge arises, which is connected to the essential link Wittgenstein emphasizes between meaning and use. Consequently, Kripke does not see that the positive remarks Wittgenstein makes after dismissing the skeptical paradox, especially those concerning agreement, are meant to do some constructive, not just descriptive, work, in response to the problem newly arisen.
This chapter explores the intersections between work by literary scholars with that done in synchronic and diachronic Latin linguistics. As an example of the different approaches and different toolkits employed by the linguist and the literary scholar, I discuss the way linguists have explained the phrase Veneres Cupidinesque in Catullus 3.1, contrasted with interpretations given in commentaries on Catullus and in Latin dictionaries. In the linguists’ account, the phrase is an archaism which continues an earlier Indo-European pattern used to refer to pairs, finding its closest parallels in Sanskrit texts. I then compare literary Latin to other registers and dialects, and discuss the difficulties involved in the term ‘Vulgar Latin’. The chapter also examines other areas in which linguistic scholarship might be usefully consulted by readers of Latin literature: word accent, vowel-length and metre; etymology, semantics and the lexicography; grammars and monographs on morphology, syntax and discourse analysis, including in particular recent approaches using sociolinguistics. Passages from Catullus are discussed throughout.
In the Arabian Peninsula, lexically diminutive personal names, family names and place names are ubiquitous. In a dataset of 9,060 Arabian names, 1,717 (19 per cent) are diminutive. This article finds that the diminutive pattern CiCēC (cf. Classical CuCayC) has meanings and functions in Arabic names that are distinct from its meanings and functions in common nouns. In addition to expected meanings related to size, the diminutive carries partitive and attributive meanings. It may simply mark a name (as an onymic) or derive a name (as a transonymic). The diminutive may disambiguate two similar names found in close proximity (e.g. Diba ≠ Dubai). The form and function of the diminutive differ categorically according to what kind of name is diminutivized, supporting the semantic-pragmatic theory of names. A quantitative analysis of toponyms indicates that diminutive names are associated with Bedouin dialects and practices, as suggested by previous research.
This chapter presents a view on context as understood within functional models of language, specifically the theoretical framework of Systemic Functional Linguistics (SFL). Amongst the functional approaches to language, SFL is recognized as a framework which has maintained an account of context that has prioritized its relationship with lexicogrammar, allowing it to make a causal connection between culture and language. The aim of this chapter is to highlight and explain the principal ways in which context works within the SFL framework and explore the main themes and parameters which situate context within an integrated theory of language as a semiotic resource. As no theory emerges in a vacuum, the first part of the chapter will consider the historical development of context as a concept within SFL theory with reference to how context is situated in other related functional grammars. Following this, we examine two areas of challenge related to the approach to context outlined in the chapter. Finally, the chapter concludes with closing remarks and key directions for future research in this area.