Corpus linguistics is an empirical method for the
study of language by way of a
text corpus
In linguistics and natural language processing, a corpus (: corpora) or text corpus is a dataset, consisting of natively digital and older, digitalized, language resources, either annotated or unannotated.
Annotated, they have been used in corp ...
(plural ''corpora'').
Corpora are balanced, often stratified collections of authentic, "real world", text of speech or writing that aim to represent a given
linguistic variety.
Today, corpora are generally machine-readable data collections.
Corpus linguistics proposes that a reliable analysis of a language is more feasible with corpora collected in the field—the natural context ("realia") of that language—with minimal experimental interference. Large collections of text, though corpora may also be small in terms of running words, allow linguists to run quantitative analyses on linguistic concepts that may be difficult to test in a qualitative manner.
The text-corpus method uses the body of texts in any natural language to derive the set of abstract rules which govern that language. Those results can be used to explore the relationships between that subject language and other languages which have undergone a similar analysis. The first such corpora were manually derived from source texts, but now that work is automated.
Corpora have not only been used for linguistics research, they have been increasingly used to compile
dictionaries
A dictionary is a listing of lexemes from the lexicon of one or more specific languages, often arranged Alphabetical order, alphabetically (or by Semitic root, consonantal root for Semitic languages or radical-and-stroke sorting, radical an ...
(starting with ''
The American Heritage Dictionary of the English Language
''The American Heritage Dictionary of the English Language'' (''AHD'') is a dictionary of American English published by HarperCollins. It is currently in its fifth edition (since 2011).
Before HarperCollins acquired certain business lines from H ...
'' in 1969) and reference grammars, with ''
A Comprehensive Grammar of the English Language
''A Comprehensive Grammar of the English Language'' is a descriptive grammar of English written by Randolph Quirk, Sidney Greenbaum, Geoffrey Leech, and Jan Svartvik. It was first published by Longman in 1985.
In 1991, it was called "The g ...
'', published in 1985, as a first.
Experts in the field have differing views about the annotation of a corpus. These views range from
John McHardy Sinclair, who advocates minimal annotation so texts speak for themselves, to the
Survey of English Usage team (
University College
In a number of countries, a university college is a college institution that provides tertiary education but does not have full or independent university status. A university college is often part of a larger university. The precise usage varies f ...
, London), who advocate annotation as allowing greater linguistic understanding through rigorous recording.
History
Some of the earliest efforts at grammatical description were based at least in part on corpora of particular religious or cultural significance. For example,
Prātiśākhya literature described the sound patterns of
Sanskrit
Sanskrit (; stem form ; nominal singular , ,) is a classical language belonging to the Indo-Aryan languages, Indo-Aryan branch of the Indo-European languages. It arose in northwest South Asia after its predecessor languages had Trans-cultural ...
as found in the
Vedas
FIle:Atharva-Veda samhita page 471 illustration.png, upright=1.2, The Vedas are ancient Sanskrit texts of Hinduism. Above: A page from the ''Atharvaveda''.
The Vedas ( or ; ), sometimes collectively called the Veda, are a large body of relig ...
, and
Pāṇini's grammar of
classical Sanskrit
Sanskrit (; stem form ; nominal singular , ,) is a classical language belonging to the Indo-Aryan branch of the Indo-European languages. It arose in northwest South Asia after its predecessor languages had diffused there from the northwest ...
was based at least in part on analysis of that same corpus. Similarly, the early
Arabic grammarians paid particular attention to the language of the
Quran
The Quran, also Romanization, romanized Qur'an or Koran, is the central religious text of Islam, believed by Muslims to be a Waḥy, revelation directly from God in Islam, God (''Allah, Allāh''). It is organized in 114 chapters (, ) which ...
. In the Western European tradition, scholars prepared
concordances to allow detailed study of the language of the Bible and other canonical texts.
English corpora
A landmark in modern corpus linguistics was the publication of ''Computational Analysis of Present-Day American English'' in 1967. Written by
Henry Kučera and
W. Nelson Francis, the work was based on an analysis of the
Brown Corpus, which is a structured and balanced corpus of one million words of American English from the year 1961. The corpus comprises 2000 text samples, from a variety of genres. The Brown Corpus was the first computerized corpus designed for linguistic research. Kučera and Francis subjected the Brown Corpus to a variety of computational analyses and then combined elements of linguistics, language teaching,
psychology
Psychology is the scientific study of mind and behavior. Its subject matter includes the behavior of humans and nonhumans, both consciousness, conscious and Unconscious mind, unconscious phenomena, and mental processes such as thoughts, feel ...
, statistics, and sociology to create a rich and variegated opus. A further key publication was
Randolph Quirk's "Towards a description of English Usage" in 1960 in which he introduced
the Survey of English Usage. Quirk's corpus was the first modern corpus to be built with the purpose of representing the whole language.
Shortly thereafter, Boston publisher
Houghton-Mifflin
Houghton Mifflin Harcourt Company ( ; HMH) is an American publisher of textbooks, instructional technology materials, assessments, and reference works. The company is based in the Boston Financial District. It was formerly known as the Houghto ...
approached Kučera to supply a million-word, three-line citation base for its new ''
American Heritage Dictionary'', the first
dictionary
A dictionary is a listing of lexemes from the lexicon of one or more specific languages, often arranged Alphabetical order, alphabetically (or by Semitic root, consonantal root for Semitic languages or radical-and-stroke sorting, radical an ...
compiled using corpus linguistics. The ''AHD'' took the innovative step of combining prescriptive elements (how language ''should'' be used) with descriptive information (how it actually ''is'' used).
Other publishers followed suit. The British publisher Collins'
COBUILD monolingual learner's dictionary, designed for users learning
English as a foreign language, was compiled using the
Bank of English. The
Survey of English Usage Corpus was used in the development of one of the most important Corpus-based Grammars, which was written by Quirk ''et al.'' and published in 1985 as ''A Comprehensive Grammar of the English Language''.
The
Brown Corpus has also spawned a number of similarly structured corpora: the
LOB Corpus (1960s
British English
British English is the set of Variety (linguistics), varieties of the English language native to the United Kingdom, especially Great Britain. More narrowly, it can refer specifically to the English language in England, or, more broadly, to ...
), Kolhapur (
Indian English), Wellington (
New Zealand English), Australian Corpus of English (
Australian English
Australian English (AusE, AusEng, AuE, AuEng, en-AU) is the set of variety (linguistics), varieties of the English language native to Australia. It is the country's common language and ''de facto'' national language. While Australia has no of ...
), the Frown Corpus (early 1990s
American English
American English, sometimes called United States English or U.S. English, is the set of variety (linguistics), varieties of the English language native to the United States. English is the Languages of the United States, most widely spoken lang ...
), and the FLOB Corpus (1990s British English). Other corpora represent many languages, varieties and modes, and include the
International Corpus of English, and the
British National Corpus, a 100 million word collection of a range of spoken and written texts, created in the 1990s by a consortium of publishers, universities (
Oxford
Oxford () is a City status in the United Kingdom, cathedral city and non-metropolitan district in Oxfordshire, England, of which it is the county town.
The city is home to the University of Oxford, the List of oldest universities in continuou ...
and
Lancaster) and the
British Library
The British Library is the national library of the United Kingdom. Based in London, it is one of the largest libraries in the world, with an estimated collection of between 170 and 200 million items from multiple countries. As a legal deposit li ...
. For contemporary American English, work has stalled on the
American National Corpus, but the 400+ million word
Corpus of Contemporary American English (1990–present) is now available through a web interface.
The first computerized corpus of transcribed spoken language was constructed in 1971 by the Montreal French Project, containing one million words, which inspired
Shana Poplack's much larger corpus of spoken French in the Ottawa-Hull area.
Multilingual corpora
In the 1990s, many of the notable early successes on statistical methods in natural-language programming (NLP) occurred in the field of
machine translation, due especially to work at IBM Research. These systems were able to take advantage of existing multilingual
textual corpora that had been produced by the
Parliament of Canada
The Parliament of Canada () is the Canadian federalism, federal legislature of Canada. The Monarchy of Canada, Crown, along with two chambers: the Senate of Canada, Senate and the House of Commons of Canada, House of Commons, form the Bicameral ...
and the
European Union
The European Union (EU) is a supranational union, supranational political union, political and economic union of Member state of the European Union, member states that are Geography of the European Union, located primarily in Europe. The u ...
as a result of laws calling for the translation of all governmental proceedings into all official languages of the corresponding systems of government.
There are corpora in non-European languages as well. For example, the National Institute for Japanese Language and Linguistics in Japan has built a number of corpora of spoken and written Japanese.
Sign language
Sign languages (also known as signed languages) are languages that use the visual-manual modality to convey meaning, instead of spoken words. Sign languages are expressed through manual articulation in combination with #Non-manual elements, no ...
corpora have also been created using video data.
Ancient languages corpora
Besides these corpora of living languages, computerized corpora have also been made of collections of texts in ancient languages. An example is the
Andersen-Forbes database of the Hebrew Bible, developed since the 1970s, in which every clause is parsed using graphs representing up to seven levels of syntax, and every segment tagged with seven fields of information. The
Quranic Arabic Corpus is an annotated corpus for the Classical Arabic language of the
Quran
The Quran, also Romanization, romanized Qur'an or Koran, is the central religious text of Islam, believed by Muslims to be a Waḥy, revelation directly from God in Islam, God (''Allah, Allāh''). It is organized in 114 chapters (, ) which ...
. This is a recent project with multiple layers of annotation including morphological segmentation,
part-of-speech tagging
In corpus linguistics, part-of-speech tagging (POS tagging, PoS tagging, or POST), also called grammatical tagging, is the process of marking up a word in a text ( corpus) as corresponding to a particular part of speech, based on both its defini ...
, and syntactic analysis using dependency grammar. The Digital Corpus of Sanskrit (DCS) is a "Sandhi-split corpus of Sanskrit texts with full morphological and lexical analysis... designed for text-historical research in Sanskrit linguistics and philology."
Corpora from specific fields
Besides pure linguistic inquiry, researchers had begun to apply corpus linguistics to other academic and professional fields, such as the emerging sub-discipline of
Law and Corpus Linguistics, which seeks to understand legal texts using corpus data and tools. The
DBLP Discovery Dataset concentrates on
computer science
Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
, containing relevant computer science publications with sentient metadata such as author affiliations, citations, or study fields. A more focused dataset was introduced by NLP Scholar, a combination of papers of the
ACL Anthology and
Google Scholar
Google Scholar is a freely accessible web search engine that indexes the full text or metadata of Academic publishing, scholarly literature across an array of publishing formats and disciplines. Released in Beta release, beta in November 2004, th ...
metadata. Corpora can also aid in translation efforts or in teaching foreign languages.
Methods
Corpus linguistics has generated a number of research methods, which attempt to trace a path from data to theory. Wallis and Nelson (2001) first introduced what they called the 3A perspective: Annotation, Abstraction and Analysis.
* Annotation consists of the application of a scheme to texts. Annotations may include structural markup,
part-of-speech tagging,
parsing
Parsing, syntax analysis, or syntactic analysis is a process of analyzing a String (computer science), string of Symbol (formal), symbols, either in natural language, computer languages or data structures, conforming to the rules of a formal gramm ...
, and numerous other representations.
* Abstraction consists of the translation (mapping) of terms in the scheme to terms in a theoretically motivated model or dataset. Abstraction typically includes linguist-directed search but may include e.g., rule-learning for parsers.
* Analysis consists of statistically probing, manipulating and generalising from the dataset. Analysis might include statistical evaluations, optimisation of rule-bases or knowledge discovery methods.
Most lexical corpora today are part-of-speech-tagged (POS-tagged). However even corpus linguists who work with 'unannotated plain text' inevitably apply some method to isolate salient terms. In such situations annotation and abstraction are combined in a lexical search.
The advantage of publishing an annotated corpus is that other users can then perform experiments on the corpus (through
corpus managers). Linguists with other interests and differing perspectives than the originators' can exploit this work. By sharing data, corpus linguists are able to treat the corpus as a locus of linguistic debate and further study.
See also
* ''
A Linguistic Atlas of Early Middle English''
*
Collocation
*
Collostructional analysis
*
Concordance (
Key Word in Context)
*
Keyword (linguistics)
*
Linguistic Data Consortium
*
List of text corpora
*
Machine translation
*
Natural Language Toolkit
*
Pattern grammar
*
Search engines: they access the "web corpus"
*
Semantic prosody
*
Speech corpus
*
Text corpus
In linguistics and natural language processing, a corpus (: corpora) or text corpus is a dataset, consisting of natively digital and older, digitalized, language resources, either annotated or unannotated.
Annotated, they have been used in corp ...
*
Translation memory
*
Treebank
*
Word list
Notes and references
Further reading
Books
* Biber, D., Conrad, S., Reppen R. ''Corpus Linguistics, Investigating Language Structure and Use'', Cambridge: Cambridge UP, 1998.
* McCarthy, D., and Sampson G. ''Corpus Linguistics: Readings in a Widening Discipline'', Continuum, 2005.
* Facchinetti, R. ''Theoretical Description and Practical Applications of Linguistic Corpora''. Verona: QuiEdit, 2007
* Facchinetti, R. (ed.) ''Corpus Linguistics 25 Years on''. New York/Amsterdam: Rodopi, 2007
* Facchinetti, R. and Rissanen M. (eds.) ''Corpus-based Studies of Diachronic English''. Bern: Peter Lang, 2006
* Lenders, W. ''Computational lexicography and corpus linguistics until ca. 1970/1980'', in: Gouws, R. H., Heid, U., Schweickard, W., Wiegand, H. E. (eds.) ''Dictionaries – An International Encyclopedia of Lexicography. Supplementary Volume: Recent Developments with Focus on Electronic and Computational Lexicography''. Berlin: De Gruyter Mouton, 2013
* Fuß, Eric et al. (Eds.): ''Grammar and Corpora 2016'', Heidelberg: Heidelberg University Publishing, 2018.
digital open access.
* Stefanowitsch A. 2020. ''Corpus linguistics: A guide to the methodology''. Berlin: Language Science Press. , Open Access https://langsci-press.org/catalog/book/148.
Book series
Book series in this field include:
*
Language and Computers (Brill)
Studies in Corpus Linguistics (John Benjamins)English Corpus Linguistics (Peter Lang)*
Corpus and Discourse (Bloomsbury)
Journals
There are several international peer-reviewed journals dedicated to corpus linguistics, for example:
*
Corpora
*
Corpus Linguistics and Linguistic Theory
ICAME Journal*
International Journal of Corpus Linguistics
Language Resources and Evaluation Journal supported by th
European Language Resources AssociationResearch in Corpus Linguistics supported by the Spanish Association for Corpus Linguistics (AELINCO)
External links
Penn Parsed Corpora of Historical English
{{DEFAULTSORT:Corpus Linguistics
Applied linguistics
Discourse analysis
Linguistic history
Linguistic research