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Light verb

A light verb is a type of that provides minimal semantic content on its own but combines with a complement—typically a —to form a complex known as a light verb (LVC), where the carries the primary meaning of the action or event. For instance, in English phrases like make a decision, , or give a shout, the verbs make, take, and give act as light verbs, contributing structural support such as tense and aspect while the decision, walk, and shout convey the core semantics. These constructions are semantically bleached, allowing the to lose much of its independent meaning through a process of , and they enhance expressive flexibility in languages by enabling nuanced combinations without requiring dedicated verbs for every concept. The concept of light verbs was first formalized by the Danish linguist Otto Jespersen in his 1909–1949 work Modern English Grammar on Historical Principles, where he described them as verbs with "light" or reduced load-bearing capacity for meaning. Over time, linguistic research has expanded this notion beyond English to numerous languages, including Indo-European (e.g., Farsi, Hindi-Urdu) and non-Indo-European ones (e.g., Japanese, Korean), revealing light verbs as a universal syntactic strategy for predicate formation. Key characteristics include the verb's identical form to its full-verb counterpart (e.g., give in both give a gift as light and give money as heavy), stability in inflectional paradigms across historical periods, and the ability to resist certain transformations like passivization in some cases (e.g., ?A nap was taken sounds unnatural). Theoretically, light verbs have sparked debate in , with some analyses treating LVCs as complex predicates where the verb and form a single unit (e.g., via incorporation or argument sharing), while others, like Benjamin Bruening, argue they are ordinary s selecting eventive complements under obligatory control, without special status. Cross-linguistically, LVCs vary in productivity and structure—for example, English favors preverbal nouns (have a look), while languages like place the noun before the light (kan yi kan, "look one look")—and they play a crucial role in for tasks like and due to their frequency and idiomatic nature. Overall, light verbs exemplify how languages economize lexical resources, blending general verbs with to build rich, idiomatic expressions essential to everyday communication.

Definition and properties

Core definition

A light verb is a semantically that contributes little independent meaning to a , instead providing essential grammatical support by licensing a non-verbal complement, typically a , to form a unit. This construction allows the noun to carry the primary semantic load, while the verb enables verbal , argument structure, and syntactic integration. The term "light verb" was coined by in his analysis of analytic syntax in English, highlighting verbs that function more as supportive elements than full lexical predicates. In such structures, the light verb and its complement together form a cohesive unit, often exhibiting idiomatic or compositional semantics where the overall meaning emerges from their combination rather than the verb alone. Light verb constructions are attested in languages across diverse families worldwide, where they facilitate the incorporation of nominal elements into verbal predicates, effectively nominalizing actions or embedding nouns within event frames. This phenomenon underscores their role in cross-linguistic patterns of predicate formation, adapting lexical nouns to verbal contexts without requiring full verbalization.

Syntactic and semantic characteristics

Light verbs exhibit distinct syntactic properties that integrate them into complex predicate structures. They typically subcategorize for a host noun, which serves as the primary semantic carrier, while the light verb provides structural support without imposing a full argument structure of its own. This subcategorization often involves phenomena such as cliticization or noun incorporation in certain languages, allowing the light verb to form a tight unit with its complement. Additionally, light verbs bear tense, aspect, and mood inflections for the entire predicate, functioning as the inflectional host in monoclausal constructions. Their syntactic behavior aligns closely with that of full verbs, occupying positions in the functional domain such as an aspectual head or above the vP, rather than a reduced or auxiliary-like role. Semantically, light verbs undergo bleaching, divesting their concrete lexical content—such as spatial or possessive implications in verbs like "give" or "take"—to contribute more abstract nuances like aspectuality, causativity, or event delimitation. This process results in partial semantic contribution, where the light verb modulates the event structure provided by the host noun, often imposing telicity or bounding effects without assigning theta-roles independently. Unlike fully empty elements, light verbs retain subtle interpretive constraints, such as selectional restrictions on compatible predicates, ensuring coherence in the overall predication. In formation, light verbs combine with a host to create complex , where the supplies the core event semantics and the augments the valency and argument structure of the . This results in a unified syntactic and semantic unit, with argument sharing between the and components, often leading to non-canonical mappings that blend the contributions of both elements. Typologically, light verbs are frequently polysemous, sharing lexical entries with their full verb counterparts and exhibiting identical phonological forms across languages, as observed in surveys of diverse linguistic families. This form identity underscores their status as non-grammaticalized content verbs, stable in usage and distinct from auxiliaries or incorporations.

Examples in Indo-European languages

English

In English, light verbs such as make, have, take, and do commonly pair with a nominal complement to form complex predicates known as light verb constructions (LVCs), where the verb provides structural support while the noun carries the core eventive meaning. Representative examples include make a decision (indicating the act of deciding), have a look (indicating visual examination), take a walk (indicating ambulatory movement), and do damage (indicating harm inflicted). These constructions are idiomatic in nature, often functioning as near-equivalents to simple verbs like decide, look, walk, or damage, but they allow for nuanced expression through the choice of light verb. Semantically, the light verb contributes a subtle, abstract element to the overall meaning, such as causation or inception; for instance, make in make a decision evokes a sense of bringing about or creating the event denoted by the noun. Syntactically, the verb and noun form a cohesive unit that behaves as a single predicate for purposes like argument selection and restrictions; the light verb imposes compatibility requirements on the noun (e.g., eventive or processual nouns), and the construction resists separation, as evidenced in passives such as a decision was made (where the noun remains adjacent) rather than allowing extraction that disrupts the pairing. This unity aligns with broader syntactic traits of light verbs, where they integrate the nominal into the verbal complex without full lexical independence. Many English LVCs demonstrate semi-productivity, enabling speakers to generate novel combinations that extend established patterns, such as have a think to denote momentary , provided the light verb's semantic profile (e.g., have for or of events) aligns with the . This flexibility contrasts with fully idiomatic fixed phrases but is constrained by collocational preferences, allowing innovation in casual or creative contexts. LVCs occur with high frequency in spoken English, where they facilitate concise expression of everyday actions, and corpus evidence underscores their prevalence in idiomatic usage; in the (, 1990–present), over 19,500 instances of take a V patterns appear, with 42% in spoken sections, while have a V yields more than 4,000 tokens, often in informal idioms like have a look. Such data highlight LVCs' role in natural , comprising a significant portion of verbal expressions in conversational registers.

Hindi-Urdu

In Hindi-Urdu, light verb constructions form a core mechanism for creating verbo-nominal predicates, combining a semantically rich (or other non-verbal element) with a light verb to yield a fully inflected verbal expression. These structures are highly productive, with the noun providing the primary lexical content while the light verb supplies grammatical support, such as finiteness and argument realization. A representative example is kaam ('work do'), which means 'to work', where ('do') acts as the light verb enabling the nominal ('work') to function predicatively. Common light verbs in these constructions include kar ('do'), which serves as a neutral supporter for a wide range of events; de ('give'), which introduces benefactive or permissive connotations; jaa ('go'), which marks perfective or completive aspect; and le ('take'), which emphasizes resultative or exhaustive completion. For instance, zor denaa ('force/emphasis give') means 'to emphasize', with de adding a sense of directed effort. These verbs undergo semantic bleaching, retaining minimal independent meaning to focus on structural roles. Semantically, light verbs in Hindi-Urdu encode aspectual distinctions (e.g., jaa for perfectivity in likh jaanaa 'write go' meaning 'to finish writing'), voice alternations, or implications, while the carries the event's core semantics, such as manner or type. This division allows for nuanced expression, as in hath dho lenaa ('hand wash take') for 'to wash one's hands completely'. light verbs like de can also facilitate permission or benefit, as in likh dene denaa ('write give give') for 'to let someone write'. Morphosyntactically, the light verb hosts all verbal , including tense, with the subject, and case assignment, while the as a whole behaves as a monoclausal with shared argument structure. Subject-verb follows standard ergative patterns in perfective contexts, and these s are obligatory for approximately 37% of verbal expressions in Hindi-Urdu, making light verbs indispensable for native formation.

Other Indo-European languages

In , the verb faire in functions as a prototypical light verb, contributing minimal semantic content while supporting nominal elements to form complex predicates, as in faire une promenade (''), where faire provides syntactic structure but the event meaning derives primarily from the noun. Similarly, in , fare serves a light verb role in constructions expressing causation or action, such as fare una passeggiata ('') or causative periphrases like fare causare ('make cause'), where it bleaches its full lexical meaning of 'do' or 'make' to enable nominal integration. Among Germanic languages, German employs machen ('make') as a light verb in phrases like einen Spaziergang machen (''), where it adds little independent semantics and relies on the noun for the core event interpretation, a common in administrative and everyday discourse. In Dutch, the cognate doen ('do') parallels this usage, appearing in light verb constructions such as een wandeling doen ('') or causative forms, often transferring from source languages in bilingual contexts to convey aspectual nuances. Slavic languages feature light verbs like Russian delat' ('do'), which combines with nouns in compounds such as rabotu delat' ('do work'), providing verbal inflection while the noun carries the primary lexical load, though less obligatorily than in some aspect-heavy systems. Across these Indo-European branches, light verbs such as equivalents of 'do', 'make', and 'give' exhibit shared polysemy, where their bleached semantics support diverse nominal predicates, fostering similar patterns of nominal integration but with reduced aspectual obligatoriness compared to more rigid systems. This contrasts with heavier verbal autonomy in full predicates, highlighting light verbs' role in enhancing expressivity through syntactic flexibility.

Light verbs in non-Indo-European languages

Australian Aboriginal languages

In Australian Aboriginal languages, a prevalent pattern involves a small closed class of light verbs that combine with non-inflecting coverbs to form complex predicates expressing full verbal meanings. These light verbs, often numbering between 10 and 30 per language, carry the inflectional morphology for , and agreement, while the coverbs contribute the bulk of the lexical and semantic content. This bipartite structure is highly productive, allowing speakers to create nuanced predicates by pairing a limited set of light verbs with an open-class inventory of coverbs. The semantic role of light verbs in these languages is primarily to categorize the event type denoted by the coverb, such as motion, stance, impact, or perception, thereby providing a structural frame for the predicate. For instance, light verbs like those glossing as 'go' or 'take' typically frame dynamic or transitive events involving transfer or causation, while stance verbs such as 'sit', 'stand', or 'lie' categorize stative or positional situations. Coverbs, in turn, specify the manner, path, or instrumentality of the event, enabling fine-grained expression without expanding the inflecting verb inventory. This system contrasts sharply with languages featuring large open classes of full verbs, highlighting a typological feature where verb classification systems emphasize event categorization over lexical diversity. A representative example occurs in Gooniyandi, where the light verb -ny- (glossing as 'sit') pairs with s to denote stative events, such as miri-ngan-ny-Ø ('be/remain quiet'), combining the miri ('quiet') with the inflecting verb root for a complete . Gooniyandi employs just 12 such inflecting light verbs, underscoring their high productivity in generating the language's verbal lexicon through combination with diverse s. These constructions form complex s, where the light verb and coverb function as a tight unit, often treated as a single phonological word.

South Asian and other Asian languages

In Dravidian languages such as and , light verb constructions (LVCs) frequently involve verbs that contribute aspectual or resultative meanings to a preceding nominal or verbal element, forming complex predicates. For instance, in , the verb viḍu 'release' functions as an aspectual light verb in constructions, attaching to the adverbial participle of a main verb to indicate completion, as in cāpp-i viḍu 'eat-release' to denote finishing eating. Similarly, in , light verbs like cēy 'do' pair with nouns to form LVCs, such as digulu cēy 'worry-do' meaning 'to worry', where the verb provides syntactic support and aspectual nuance without contributing core semantics. In , the light verb kardan 'do' is highly productive in LVCs, combining with s to express actions where the noun carries the primary meaning, as in fekr kardan 'thought-do' meaning 'to think'. also employs vector verbs, a subtype of light verbs, to encode aspectual distinctions such as completive or ingressive, often in double verb constructions that add durative or terminative shades to the event. Japanese utilizes the light verb suru 'do' extensively in nominal compounds to verbalize nouns, creating LVCs where the noun provides the lexical content and suru supplies the verbal structure and aspect, as in benkyō suru 'study-do' meaning 'to study'. This construction allows for flexible incorporation of Sino-Japanese nouns into predicate frames, with suru contributing minimal semantic weight but enabling and argument realization. Chinese features few native LVCs due to its typological preference for serial verb constructions, but translations from English highlight contrasts, such as the English LVC "give a " rendering as a serial verb chain like jiang jiao 'lecture give' in , emphasizing direct action over nominal support. A 2023 study of -English consecutive interpreting found that literal translations of English LVCs into were used in 54.92% of cases, the most common strategy, though challenges arise due to the rarity of light verbs. Recent typological studies, including 2024 findings from the Association for Computational Linguistics, reveal morphosyntactic variations in UD annotations for South Asian LVCs, such as head-dependent asymmetries between (e.g., noun-headed in vs. verb-headed in ), which challenge uniform labeling and suggest refinements like obj:lvc for better capturing argument structures.

Theoretical distinctions

Contrast with auxiliary verbs

Auxiliary verbs primarily provide inflectional support for tense, mood, and voice, contributing no independent event semantics to the predicate, as seen in English constructions like "She has eaten" where "have" marks the perfect aspect without denoting a separate event. In contrast, light verbs carry subtle semantic contributions, such as aspectual or causative nuances, while relying on a associated noun or content word for the core event meaning, exemplified by English "have a baby" where "have" implies possession or causation beyond mere tense marking. A key functional difference lies in lexical selection and predicate formation: light verbs select for specific nouns to form complex , altering valency or theta-roles and contributing to the event's or causation, whereas function as higher functional heads without such selection or role assignment. Syntactically, light verbs integrate into the verbal domain as part of a monoclausal structure, often identical in form to full verbs and spanning the full verbal , while occupy dedicated positions for grammatical encoding and may undergo reanalysis from full verbs but lack the lexical specificity of light verbs. Overlaps occur with verbs like "be," which can serve as an auxiliary for progressive or passive constructions (e.g., "She is running") without event semantics. It also functions as a copular or linking verb in constructions like "She is a teacher," supporting nominal predication by connecting the subject to a complement, providing structural support similar to light verbs but typically distinguished due to the non-eventive nature of the predicate. In generative syntax, this distinction is formalized with light verbs realized as little v-heads introducing arguments and event structure, in contrast to auxiliaries as T (tense) or Asp (aspect) heads managing inflectional features higher in the clause.

Contrast with full verbs and alternative constructions

Full verbs, also known as heavy verbs, contribute substantial semantic content and independently determine the argument structure of a , whereas light verbs provide minimal independent meaning and primarily serve to support a nominal element that carries the core semantics. For instance, in English, the full verb "decide" encodes a complete event of resolution, including its participants, while the light verb construction "make a decision" relies on the "decision" for the primary meaning, with "make" contributing only aspectual or structural support. This dilution of verbal semantics in light verb constructions allows the noun to predominate, often resulting in a more explicit or nominalized expression of the event compared to the compositional semantics of full verbs. Alternative constructions to light verb constructions include periphrastic nominal expressions, which achieve similar meanings through passive or copular structures without a , such as English "the decision was made" instead of "make a decision." In some languages, serial verb constructions offer another non-light alternative, where multiple full chain together to express complex events, as opposed to a single light verb supporting a , though these differ in syntactic and semantic independence. These alternatives highlight functional trade-offs: periphrastic forms emphasize the nominal outcome but may lack the dynamic verbal framing of light constructions, while serial verbs preserve fuller verbal semantics at the cost of increased complexity. Light verb constructions exhibit greater than full verbs due to their flexibility in combining with novel nouns, enabling the creation of new expressions without inventing lexical verbs, whereas full verbs are typically fixed lexical items with limited extensibility. This semi- arises from the light verb's generic role, which facilitates nominal variation and pragmatic adaptability, contrasting with the more rigid compositionality of full verb . Theoretically, light verbs function as support verbs that enable the nominal to integrate into the predicate frame, akin to facilitating incorporation by providing syntactic and aspectual licensing without dominating the semantics.

Cross-linguistic and typological aspects

Common patterns across languages

Light verbs exhibit several recurrent patterns across diverse languages, reflecting shared typological features in their form and function. A prominent pattern involves the reuse of a limited set of semantically bleached verbs as light verbs, such as "do," "make," and "give," which appear in complex predicates across Indo-European, Asian, , and languages. These verbs often derive from full verbs denoting basic actions like , , or and serve to license nominal elements while contributing minimal independent meaning. Aspectual roles are particularly common, with light verbs modulating event properties such as , boundedness, or volitionality, thereby structuring the overall predication without altering the core semantics provided by an associated or . Structurally, light verbs universally form tight verb-noun dependencies in complex predicates, where the light verb acts as a syntactic host that inflects for , and agreement, while the noun carries the primary semantic load. This creates monoclausal units that behave as single predicates, subject to language-specific diagnostics like argument sharing or scope. Light verbs are invariably identical in form to full verbs in the , ensuring they integrate seamlessly into the verbal without introducing new . In terms of event structure, light verbs contribute to the of complex events by encoding subcomponents such as or completion, often rendering atelic predicates . For instance, the causative light verb le ("take") in Hindi-Urdu enforces in constructions like xat likh liya ("wrote a letter completely"), paralleling English patterns where "" achieves similar effects through an inner head. This telicizing function holds typologically across languages, though the precise structural position of the light verb may vary (e.g., within VP in English versus higher aspectual projections in Hindi-Urdu). Cross-linguistically, light verb constructions occur with higher frequency in analytic languages, where periphrastic expressions predominate over inflectional , as seen in comparisons between English and . Corpus-based typologies confirm this pattern, with automated detection studies revealing consistent structural parallels in LVCs across English, , , and , where additional parallel data enhances identification accuracy and underscores shared collocational and syntactic behaviors.

Variations and theoretical debates

Light verb constructions (LVCs) exhibit significant cross-linguistic variation in their obligatoriness and functional roles. In English, LVCs such as make a decision or are optional, serving as stylistic or idiomatic alternatives to simplex verbs like decide or walk, without altering core event semantics. In contrast, Hindi requires light verbs obligatorily in complex predicates to convey aspectual, causative, or reflexive nuances, as in ban-a-naa (' make-INF', meaning 'to build a house'), where the light verb ('do/make') is essential for verbalization and tense marking. This obligatoriness in Hindi stems from the language's reliance on LVCs for productive verb formation, unlike the more flexible English system. In , light verbs often function as categorizers, selecting semantic subclasses (e.g., motion, impact, or posture) and providing inflectional support to non-inflecting s, as seen in Warrongo where a light verb like -bi- ('hit') categorizes the event type encoded by the coverb. This contrasts with their supportive role in , where light verbs primarily contribute aspectual or valency adjustments without heavy classificatory burden, such as do in English or prendre ('take') in French LVCs, as in prendre une décision ('make a decision'). Theoretical debates center on whether light verbs constitute a distinct or merely bleached instances of regular verbs. Benjamin Bruening argues that light verbs are regular verbs with semantically attenuated senses, rejecting a special category due to their uniform syntactic behavior and lack of unique morphological markers in English. Opposing views posit light verbs as a separate class, citing their predictable semantic contributions and monoclausal properties in languages like Urdu-, where they form tight syntactic units with nominals. A key point of contention involves their role in event structure: light verbs may add or causation, as in khaa-naa ('eat') becoming khaa lenaa ('eat take', ingressive completion), but debates persist on whether this derives from or constructional composition. In computational typology, annotating LVCs in Universal Dependencies (UD) poses challenges, particularly for South Asian languages, where verb-nominal predicates vary in headedness and dependency relations, leading to inconsistent labeling across , , and corpora. Translation asymmetries further complicate processing, as Chinese-English interpreting reveals variability in rendering LVCs like English give a into simplex verbs or descriptive phrases, often losing aspectual subtlety due to structural mismatches. Theoretical frameworks like (HPSG) model LVCs through feature structures that unify the nominal and verbal components, as implemented in the LinGO Grammar Matrix, which supports cross-linguistic customization by treating light verbs as argument-taking heads with bleached content.

Historical development

Diachronic evolution

Light verbs frequently emerge through processes of , in which semantically rich full verbs undergo bleaching, gradually losing their concrete lexical content and adopting more abstract, supportive roles in predicate formation. This path involves a reduction in the verb's independent semantic load while increasing its syntactic dependency on accompanying elements, such as nouns in light verb constructions (LVCs). For instance, the Latin verb facere 'to do, make', originally a full verb with concrete meanings related to action or creation, evolved into a light verb in , as seen in faire used in and periphrastic constructions like faire manger 'to make eat'. The grammaticalization of light verbs typically progresses through identifiable stages, beginning with verbs retaining concrete meanings in optional contexts and advancing toward abstract, procedural functions with heightened obligatoriness. In early stages, the verb contributes specific aspectual or modal nuances, but over time, it abstracts to support predication without inherent event semantics, often becoming mandatory in certain syntactic environments. A notable example is the development of English "do-support," where the full verb do from , initially used for emphasis or iteration, grammaticalized by the Early Modern period into an obligatory light verb for forming questions, negations, and emphatic affirmatives, as in "Do you know?" This shift reflects increased syntactic integration and loss of independent argument structure. Across language families, the diachronic evolution of light verbs aligns with broader typological shifts, particularly in , where a transition from synthetic to analytic predicate structures promoted the rise of light verbs as functional supports in periphrastic expressions. This change facilitated the breakdown of inflectional morphology into multi-word constructions, with light verbs filling roles once handled by fused forms. In contrast, exhibit remarkable diachronic stability in their light verb systems, maintaining small, closed classes of inflecting verbs that pair with non-inflecting coverbs over millennia, resisting the expansion or bleaching seen elsewhere due to the languages' agglutinative and complex typology. Central to this evolution is the mechanism of reanalysis, whereby sequences of a full and a nominal complement—such as a verb-noun phrase expressing a —are reinterpreted as a light supporting an , often driven by pragmatic inferences and . Hopper and Traugott (2003) describe this as a key pathway in , where the original biclausal or lexical structure is collapsed into a monoclausal LVC, enhancing efficiency without altering surface forms immediately.

Case studies in language change

In the , light verb constructions (LVCs) involving "make" and "do" emerged prominently during the period (roughly 1100–1500 CE), influenced by contact with following the . These constructions, such as make a promise or do harm, arose as calques or adaptations of verbo-nominal patterns, where semantically light verbs combined with nominal elements to form complex predicates, filling gaps in native English verbal lexicon. This development is evidenced in texts like the (c. 1230), where early instances appear, reflecting a shift toward more analytic structures amid lexical borrowing from . The evolution of "do" as a light verb in do-support constructions, used in questions, negations, and emphasis (e.g., Do you know?), began in the with periphrastic uses in affirmative contexts and expanded significantly by the , coinciding with the loss of verb-second . This process transformed "do" from a full lexical verb into a semantically bleached element, driven by prosodic and syntactic pressures in Late Middle and , as seen in Chaucer's works (late ) and (early ). Historical corpora like the Corpus confirm this timeline, showing a marked increase in do-support frequency from the 1500s onward. In Hindi-Urdu, the light verb ('to do') developed its central role in LVCs through influences from and loanwords during the medieval period (c. 1000–1500 CE), particularly under and rule, when served as an administrative language. Constructions like kaam karnaa ('to work') incorporated Persian nominals, expanding karnaa's productivity as a semantically empty carrier for borrowed content nouns, a pattern not native to earlier stages but accelerated by bilingualism. This integration is documented in medieval texts such as Amir Khusrau's poetry (13th–14th centuries), where karnaa pairs with Perso-Arabic elements to form hybrid predicates. Vector verb expansions in medieval Hindi-Urdu, involving aspectual or modal light verbs like denaa ('give') or lenaa ('take') in compound forms (e.g., khaanaa khaanaa 'to eat completely'), trace to the same period of Perso-Arabic contact, evolving from full verbs to bleached exponents of completion or benefaction. These structures proliferated in Old Hindi-Urdu literature, such as the Prithviraj Raso (12th century), reflecting a grammaticalization path where vector verbs layered onto main verbs for nuanced semantics, influenced by Persian serial verb patterns. Diachronic analysis shows this expansion stabilized by the 15th century, enhancing the language's expressive typology. Australian Aboriginal languages exhibit light verb systems with possible retention from Proto-Pama-Nyungan (c. 4000–6000 years ago), where complex predicates combining coverbs (non-inflecting lexical elements) with inflecting light verbs like 'hit' or 'sit' formed the core verbal strategy. Reconstruction efforts suggest these structures were inherited, as evidenced by cognates across Pama-Nyungan branches (e.g., paja- 'hit/bite' in Warlpiri and related forms), indicating stability rather than innovation. This retention is supported by comparative data from over 200 languages, showing consistent light verb paradigms despite lexical divergence. The typological conservatism of Australian languages has preserved these light verb systems with minimal change, as their agglutinative and coverb-light verb dependency resist external influences, unlike more analytic shifts in contact languages. For instance, in non-Pama-Nyungan families like Nyulnyulan, light verbs appear uniformly across daughter languages without significant diachronic loss, underscoring a conservative pattern over . This stability contrasts with rapid changes in neighboring creoles, highlighting endogenous structural . Recent computational approaches have enabled tracking of LVC emergence in modern corpora, using to identify patterns diachronically. A 2022 review outlines methods like dependency parsing and on corpora such as the Penn Treebank and Universal Dependencies, revealing productivity shifts in English LVCs from the 19th to 21st centuries, with "make" and "take" increasing in texts. These tools aid by automating detection in large-scale historical corpora. As of 2025, advances in transformer-based models (e.g., variants) have improved diachronic LVC detection in multilingual historical datasets, enhancing accuracy in tracking grammaticalization paths.

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