American National Corpus

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The American National Corpus (ANC) is a text corpus of American English containing 22 million words of written and spoken data produced since 1990. Currently, the ANC includes a range of genres, including emerging genres such as email, tweets, and web data that are not included in earlier corpora such as the British National Corpus. It is annotated for part of speech and lemma, shallow parse, and named entities.

The ANC is available from the Linguistic Data Consortium. A fifteen million word subset of the corpus, called the Open American National Corpus (OANC), is freely available with no restrictions on its use from the ANC Website.

The corpus and its annotations are provided according to the specifications of ISO/TC 37 SC4's Linguistic Annotation Framework. By using a freely provided transduction tool (ANC2Go), the corpus and user-chosen annotations is provided in multiple formats, including CoNLL IOB format, the XML format conformant to the XML Corpus Encoding Standard (XCES) (usable with the British National Corpus's XAIRA search engine), a UIMA-compliant format, and formats suitable for input to a wide variety of concordance software. Plugins to import the annotations into General Architecture for Text Engineering (GATE) are also available.

The ANC differs from other corpora of English because it is richly annotated, including different part of speech annotations (Penn tags, CLAWS5 and CLAWS7 tags), shallow parse annotations, and annotations for several types of named entities. Additional annotations are added to all or parts of the corpus as they become available, often by contributions from other projects. Unlike on-line searchable corpora, which due to copyright restrictions allow access only to individual sentences, the entire ANC is available to enable research involving, for example, development of statistical language models and full-text linguistic annotation.

ANC annotations are automatically produced and unvalidated. A 500,000 word subset called the Manually Annotated Sub-Corpus (MASC) is annotated for approximately 20 different kinds of linguistic annotations, all of which have been hand-validated or manually produced. These include Penn Treebank syntactic annotation, WordNet sense annotation, FrameNet semantic frame annotations, among others. Like the OANC, MASC is freely available for any use, and can be downloaded from the ANC site or from the Linguistic Data Consortium. It is also distributed in part-of-speech tagged form with the Natural Language Toolkit.

The ANC and its sub-corpora differ from similar corpora primarily in the range of linguistic annotations provided and the inclusion of modern genres that do not appear in resources like the British National Corpus. Also, because the initial target use of the corpora was the development of statistical language models, the full data and all annotations are available, thus differing from the Corpus of Contemporary American English (COCA) which is available only selectively through a web browser.

Continued growth of the OANC and MASC relies on contributions of data and annotations from the computational linguistics and corpus linguistics communities.

See also[edit]


Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, Uppsala, Sweden.

External links[edit]