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Language resource management – Lexical markup framework (LMF; ISO 24613), produced by
ISO/TC 37 ISO/TC 37 is a technical committee within the International Organization for Standardization (ISO) that prepares Technical standard, standards and other documents concerning methodology and principles for terminology and language resources. IS ...
, is the
ISO The International Organization for Standardization (ISO ; ; ) is an independent, non-governmental, international standard development organization composed of representatives from the national standards organizations of member countries. Me ...
standard for
natural language processing Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
(NLP) and machine-readable dictionary (MRD)
lexicon A lexicon (plural: lexicons, rarely lexica) is the vocabulary of a language or branch of knowledge (such as nautical or medical). In linguistics, a lexicon is a language's inventory of lexemes. The word ''lexicon'' derives from Greek word () ...
s. The scope is
standardization Standardization (American English) or standardisation (British English) is the process of implementing and developing technical standards based on the consensus of different parties that include firms, users, interest groups, standards organiza ...
of principles and methods relating to language resources in the contexts of multilingual communication.


Objectives

The goals of LMF are to provide a common model for the creation and use of lexical resources, to manage the exchange of data between and among these resources, and to enable the merging of large number of individual electronic resources to form extensive global electronic resources. Types of individual instantiations of LMF can include monolingual, bilingual or multilingual lexical resources. The same specifications are to be used for both small and large lexicons, for both simple and complex lexicons, for both written and spoken lexical representations. The descriptions range from morphology,
syntax In linguistics, syntax ( ) is the study of how words and morphemes combine to form larger units such as phrases and sentences. Central concerns of syntax include word order, grammatical relations, hierarchical sentence structure (constituenc ...
,
computational semantics Computational semantics is the study of how to automate the process of constructing and reasoning with semantics, meaning representations of natural language expressions. It consequently plays an important role in natural language processing, nat ...
to computer-assisted translation. The covered languages are not restricted to
European languages There are over 250 languages indigenous to Europe, and most belong to the Indo-European language family. Out of a total European population of 744 million as of 2018, some 94% are native speakers of an Indo-European language. The three larges ...
but cover all natural languages. The range of targeted NLP applications is not restricted. LMF is able to represent most lexicons, including
WordNet WordNet is a lexical database of semantic relations between words that links words into semantic relations including synonyms, hyponyms, and meronyms. The synonyms are grouped into ''synsets'' with short definitions and usage examples. It can thu ...
, EDR and PAROLE lexicons.


History

In the past, lexicon standardization has been studied and developed by a series of projects like GENELEX, EDR, EAGLES, MULTEXT, PAROLE, SIMPLE and ISLE. Then, the
ISO/TC 37 ISO/TC 37 is a technical committee within the International Organization for Standardization (ISO) that prepares Technical standard, standards and other documents concerning methodology and principles for terminology and language resources. IS ...
National delegations decided to address standards dedicated to NLP and lexicon representation. The work on LMF started in Summer 2003 by a new work item proposal issued by the US delegation. In Fall 2003, the French delegation issued a technical proposition for a
data model A data model is an abstract model that organizes elements of data and standardizes how they relate to one another and to the properties of real-world entities. For instance, a data model may specify that the data element representing a car be ...
dedicated to NLP lexicons. In early 2004, the ISO/TC 37 committee decided to form a common
ISO The International Organization for Standardization (ISO ; ; ) is an independent, non-governmental, international standard development organization composed of representatives from the national standards organizations of member countries. Me ...
project with Nicoletta Calzolari ( CNR-ILC Italy) as convenor and Gil Francopoulo (Tagmatica France) and Monte George (
ANSI The American National Standards Institute (ANSI ) is a private nonprofit organization that oversees the development of voluntary consensus standards for products, services, processes, systems, and personnel in the United States. The organiz ...
, United States) as editors. The first step in developing LMF was to design an overall framework based on the general features of existing lexicons and to develop a consistent terminology to describe the components of those lexicons. The next step was the actual design of a comprehensive model that best represented all of the lexicons in detail. A large panel of 60 experts contributed a wide range of requirements for LMF that covered many types of NLP lexicons. The editors of LMF worked closely with the panel of experts to identify the best solutions and reach a consensus on the design of LMF. Special attention was paid to the morphology in order to provide powerful mechanisms for handling problems in several languages that were known as difficult to handle. 13 versions have been written, dispatched (to the National nominated experts), commented and discussed during various ISO technical meetings. After five years of work, including numerous face-to-face meetings and e-mail exchanges, the editors arrived at a coherent UML model. In conclusion, LMF should be considered a synthesis of the state of the art in NLP lexicon field.


Current stage

The ISO number is 24613. The LMF specification has been published officially as an International Standard on 17 November 2008.


As one of the members of the ISO/TC 37 family of standards

The ISO/TC 37 standards are currently elaborated as high level
specifications A specification often refers to a set of documented requirements to be satisfied by a material, design, product, or service. A specification is often a type of technical standard. There are different types of technical or engineering specificati ...
and deal with word segmentation (ISO 24614), annotations (ISO 24611 a.k.a. MAF, ISO 24612 a.k.a. LAF, ISO 24615 a.k.a. SynAF, and ISO 24617-1 a.k.a. SemAF/Time), feature structures (ISO 24610), multimedia containers (ISO 24616 a.k.a. MLIF), and lexicons (ISO 24613). These standards are based on low level specifications dedicated to constants, namely data categories (revision of ISO 12620),
language code A language code is a code that assigns letters or numbers as identifiers or classifiers for languages. These codes may be used to organize library collections or presentations of data, to choose the correct localizations and translations in comput ...
s (
ISO 639 ISO 639 is a international standard, standard by the International Organization for Standardization (ISO) concerned with representation of languages and language groups. It currently consists of four sets (1-3, 5) of code, named after each part w ...
), scripts codes ( ISO 15924),
country code A country code is a short alphanumeric identification code for countries and dependent areas. Its primary use is in data processing and communications. Several identification systems have been developed. The term ''country code'' frequently re ...
s ( ISO 3166) and
Unicode Unicode or ''The Unicode Standard'' or TUS is a character encoding standard maintained by the Unicode Consortium designed to support the use of text in all of the world's writing systems that can be digitized. Version 16.0 defines 154,998 Char ...
( ISO 10646). The two level organization forms a coherent family of standards with the following common and simple rules: * the high level specification provides structural elements that are adorned by the standardized constants; * the low level specifications provide standardized constants as metadata.


Key standards

The linguistics constants like /feminine/ or /transitive/ are not defined within LMF but are recorded in the Data Category Registry (DCR) that is maintained as a global resource by ISO/TC 37 in compliance with ISO/IEC 11179-3:2003. And these constants are used to adorn the high level structural elements. The LMF specification complies with the modeling principles of
Unified Modeling Language The Unified Modeling Language (UML) is a general-purpose visual modeling language that is intended to provide a standard way to visualize the design of a system. UML provides a standard notation for many types of diagrams which can be roughly ...
(UML) as defined by
Object Management Group The Object Management Group (OMG®) is a computer industry Standards Development Organization (SDO), or Voluntary Consensus Standards Body (VCSB). OMG develops enterprise integration and modeling standards for a range of technologies. Busin ...
(OMG). The structure is specified by means of UML class
diagram A diagram is a symbolic Depiction, representation of information using Visualization (graphics), visualization techniques. Diagrams have been used since prehistoric times on Cave painting, walls of caves, but became more prevalent during the Age o ...
s. The examples are presented by means of UML instance (or object) diagrams. An XML DTD is given in an annex of the LMF document.


Model structure

LMF is composed of the following components: * The core package that is the structural skeleton which describes the basic hierarchy of information in a lexical entry. * Extensions of the core package which are expressed in a framework that describes the reuse of the core components in conjunction with the additional components required for a specific lexical resource. The extensions are specifically dedicated to morphology, MRD, NLP
syntax In linguistics, syntax ( ) is the study of how words and morphemes combine to form larger units such as phrases and sentences. Central concerns of syntax include word order, grammatical relations, hierarchical sentence structure (constituenc ...
, NLP
semantics Semantics is the study of linguistic Meaning (philosophy), meaning. It examines what meaning is, how words get their meaning, and how the meaning of a complex expression depends on its parts. Part of this process involves the distinction betwee ...
, NLP multilingual notations, NLP morphological patterns,
multiword expression A multiword expression (MWE), also called phraseme, is a lexeme-like unit made up of a sequence of two or more lexemes that has properties that are not predictable from the properties of the individual lexemes or their normal mode of combination. MW ...
pattern A pattern is a regularity in the world, in human-made design, or in abstract ideas. As such, the elements of a pattern repeat in a predictable manner. A geometric pattern is a kind of pattern formed of geometric shapes and typically repeated l ...
s, and constraint expression
pattern A pattern is a regularity in the world, in human-made design, or in abstract ideas. As such, the elements of a pattern repeat in a predictable manner. A geometric pattern is a kind of pattern formed of geometric shapes and typically repeated l ...
s.


Example

In the following example, the lexical entry is associated with a lemma ''clergyman'' and two inflected forms ''clergyman'' and ''clergymen''. The language coding is set for the whole lexical resource. The language value is set for the whole lexicon as shown in the following UML instance diagram. The elements '' Lexical Resource'', ''Global Information'', ''Lexicon'', ''Lexical Entry'', '' Lemma'', and ''Word Form'' define the structure of the lexicon. They are specified within the LMF document. On the contrary, ''languageCoding'', ''language'', '' partOfSpeech'', ''commonNoun'', ''writtenForm'', '' grammaticalNumber'', ''singular'', ''plural'' are data categories that are taken from the Data Category Registry. These marks adorn the structure. The values ''ISO 639-3'', ''clergyman'', ''clergymen'' are plain character strings. The value ''eng'' is taken from the list of languages as defined by
ISO 639-3 ISO 639-3:2007, ''Codes for the representation of names of languages – Part 3: Alpha-3 code for comprehensive coverage of languages'', is an international standard for language codes in the ISO 639 series. It defines three-letter codes for ...
. With some additional information like ''dtdVersion'' and ''feat'', the same data can be expressed by the following
XML Extensible Markup Language (XML) is a markup language and file format for storing, transmitting, and reconstructing data. It defines a set of rules for encoding electronic document, documents in a format that is both human-readable and Machine-r ...
fragment: This example is rather simple, while LMF can represent much more complex linguistic descriptions the XML tagging is correspondingly complex.


Selected publications about LMF

The first publication about the LMF specification as it has been ratified by ISO (this paper became (in 2015) the 9th most cited paper within the Language Resources and Evaluation conferences from LREC papers): * Language Resources and Evaluation LREC-2006/Genoa: Gil Francopoulo, Monte George, Nicoletta Calzolari, Monica Monachini, Nuria Bel, Mandy Pet, Claudia Soria: Lexical Markup Framework (LMF) About semantic representation: * Gesellschaft für linguistische Datenverarbeitung GLDV-2007/Tübingen: Gil Francopoulo, Nuria Bel, Monte George Nicoletta Calzolari, Monica Monachini, Mandy Pet, Claudia Soria: Lexical Markup Framework ISO standard for semantic information in NLP lexicons About African languages: * Traitement Automatique des langues naturelles, Marseille, 2014: Mouhamadou Khoule, Mouhamad Ndiankho Thiam, El Hadj Mamadou Nguer: Toward the establishment of a LMF-based Wolof language lexicon (Vers la mise en place d'un lexique basé sur LMF pour la langue wolof) n French About Asian languages: * Lexicography, Journal of ASIALEX, Springer 2014: Lexical Markup Framework: Gil Francopoulo, Chu-Ren Huang: An ISO Standard for Electronic Lexicons and its Implications for Asian Languages DOI 10.1007/s40607-014-0006-z About European languages: * COLING 2010: Verena Henrich, Erhard Hinrichs: Standardizing Wordnets in the ISO Standard LMF: Wordnet-LMF for GermaNet * EACL 2012: Judith Eckle-Kohler, Iryna Gurevych: Subcat-LMF: Fleshing out a standardized format for subcategorization frame interoperability * EACL 2012: Iryna Gurevych, Judith Eckle-Kohler, Silvana Hartmann, Michael Matuschek, Christian M Meyer, Christian Wirth: UBY - A Large-Scale Unified Lexical-Semantic Resource Based on LMF. About Semitic languages: * Journal of Natural Language Engineering, Cambridge University Press (to appear in Spring 2015): Aida Khemakhem, Bilel Gargouri, Abdelmajid Ben Hamadou, Gil Francopoulo: ISO Standard Modeling of a large Arabic Dictionary. * Proceedings of the seventh Global Wordnet Conference 2014: Nadia B M Karmani, Hsan Soussou, Adel M Alimi: Building a standardized Wordnet in the ISO LMF for aeb language. * Proceedings of the workshop: HLT & NLP within Arabic world, LREC 2008: Noureddine Loukil, Kais Haddar, Abdelmajid Ben Hamadou: Towards a syntactic lexicon of Arabic Verbs. * Traitement Automatique des Langues Naturelles, Toulouse (in French) 2007: Khemakhem A, Gargouri B, Abdelwahed A, Francopoulo G: Modélisation des paradigmes de flexion des verbes arabes selon la norme LMF-ISO 24613. About Proper Names: * Language Resources and Evaluation LREC-2008/Marrakech: Denis Maurel: Prolexbase. A multilingual relational lexical database of proper names. This resource is available at the ortolang web site.


Dedicated book

There is a book published in 2013: ''LMF Lexical Markup Framework''Gil Francopoulo (edited by) LMF Lexical Markup Framework, ISTE / Wiley 2013 () which is entirely dedicated to LMF. The first chapter deals with the history of lexicon models, the second chapter is a formal presentation of the data model and the third one deals with the relation with the data categories of the ISO-DCR. The other 14 chapters deal with a lexicon or a system, either in the civil or military domain, either within scientific research labs or for industrial applications. These are Wordnet-LMF, Prolmf, DUELME, UBY-LMF, LG-LMF, RELISH, GlobalAtlas (or Global Atlas) and Wordscape.


Related scientific communications

* Language Resources and Evaluation LREC-2006/Genoa: The relevance of standards for research infrastructures


See also

* Computational lexicology *
Lexical semantics Lexical semantics (also known as lexicosemantics), as a subfield of linguistics, linguistic semantics, is the study of word meanings.Pustejovsky, J. (2005) Lexical Semantics: Overview' in Encyclopedia of Language and Linguistics, second edition, V ...
*
Morphology (linguistics) In linguistics, morphology is the study of words, including the principles by which they are formed, and how they relate to one another within a language. Most approaches to morphology investigate the structure of words in terms of morphemes, wh ...
for explanations concerning paradigms and morphosyntax * Machine translation for a presentation of the different types of multilingual notations (see section ''Approaches'') * Morphological pattern for the difference between a paradigm and a paradigm pattern *
WordNet WordNet is a lexical database of semantic relations between words that links words into semantic relations including synonyms, hyponyms, and meronyms. The synonyms are grouped into ''synsets'' with short definitions and usage examples. It can thu ...
for a presentation of the most famous semantic lexicon for the English language * Universal Terminology eXchange (UTX) for a user-oriented, alternative format for machine-readable dictionaries * Universal Networking Language * UBY-LMF for an application of LMF * OntoLex-Lemon for an LMF-based model for publishing dictionaries as knowledge graphs, in RDF and/or as Linguistic Linked Open Data


References


External links


LMF web site

LIRICS web site
{{ISO standards Computational linguistics Speech recognition Natural language processing ISO standards