Overlapping markup
In markup languages and the digital humanities, overlap occurs when a document has two or more structures that interact in a non-hierarchical manner.
A document with overlapping markup cannot be represented as a tree.
This is also known as concurrent markup.
Overlap happens, for instance, in poetry, where there may be a metrical structure of feet and lines; a linguistic structure of sentences and quotations; and a physical structure of volumes and pages and editorial annotations.
History
The problem of non-hierarchical structures in documents has been recognised since 1988; resolving it against the dominant paradigm of text as a single hierarchy was initially thought to be merely a technical issue, but has, in fact, proven much more difficult.In 2008, Jeni Tennison identified markup overlap as "the main remaining problem area for markup technologists".
Markup overlap continues to be a primary issue in the digital study of theological texts in 2019, and is a major reason for the field retaining specialised markup formats—the Open Scripture Information Standard and the Theological Markup Language—rather than the inter-operable Text Encoding Initiative-based formats common to the rest of the digital humanities.
Properties and types
A distinction exists between schemes that allow non-contiguous overlap, and those that allow only contiguous overlap. Often, 'markup overlap' strictly means the latter.Contiguous overlap can always be represented as a linear document with milestones, without the need for fragmenting a component into multiple physical ones. Non-contiguous overlap may require document fragmentation. Another distinction in overlapping markup schemes is whether elements can overlap with other elements of the same kind.
A scheme may have a privileged hierarchy.
Some XML-based schemes, for example, represent one hierarchy directly in the XML document tree, and represent other, overlapping, structures by another means;
these are said to be non-privileged.
identifies a tripartite classification of instances of overlap: 1. "Variation of content and structure", 2. "Overlay of multiple perspectives or markup sets", and 3. "Overlap of individual start and end tags within a single markup perspective";
additionally, some apparent instances of overlap are in fact schema definition problems, which can be resolved hierarchically.
He contends that type 1 is best resolved by a system of multiple documents external to the markup, but types 2 and 3 require dealing with internally.
Approaches and implementations
identifies several criteria for judging solutions to the overlap problem:- readability and maintainability,
- tool support and compatibility with XML,
- possible validation schemes, and
- ease of processing.
Some web browsers attempted to represent overlapping start and end tags with non-hierarchical Document Object Models, but this was not standardised across all browsers and was incompatible with the innately hierarchical nature of the DOM.
HTML5 defines how processors should deal with such mis-nested markup in the HTML syntax and turn it into a single hierarchy.
With XHTML and SGML-based HTML, however, mis-nested markup is a strict error and makes processing by standards-compliant systems impossible.
The HTML standard defines a paragraph concept which can cause overlap with other elements and can be non-contiguous.
SGML, which early versions of HTML were based on, has a feature called CONCUR that allows multiple independent hierarchies to co-exist without privileging any.
DTD validation is only defined for each individual hierarchy with CONCUR. Validation across hierarchies is not defined by the standard. CONCUR cannot support self-overlap, and it interacts poorly with some of SGML's abbreviatory features.
This feature has been poorly supported by tools and has seen very little actual use;
using CONCUR to represent document overlap was not a recommended use case, according to a commentary by the standard's editor.
Within hierarchical languages
There are several approaches to representing overlap in a non-overlapping language.The Text Encoding Initiative, as an XML-based markup scheme, cannot directly represent overlapping markup.
All four of the below approaches are suggested.
The Open Scripture Information Standard is another XML-based scheme, designed to mark up the Bible.
It uses empty milestone elements to encode non-privileged components.
To illustrate these approaches, marking up the sentences and lines of a fragment of Richard III by William Shakespeare will be used as a running example. Where there is a privileged hierarchy, the lines will be used.
Multiple documents
Multiple documents can each provide different internally consistent hierarchies. The advantage of this approach is that each document is simple and can be processed with existing tools, but requires maintenance of redundant content and it can be difficult to cross-reference between different views. With multiple documents, the overlap can be analysed with data comparison and delta encoding techniques, and, in an XML context, specific XML tree differencing algorithms are available.recommends this approach for encoding multiple variants of a single text and to accept the duplication of the parts which do not vary, rather than attempting to create a structure that represents all of the variation present;
further, he suggests that this alignment be performed automatically, and that misalignment is rare in practice.
Example, with lines marked up:
With sentences marked up:
Who prays continually for Richmond's good.
And flaky darkness breaks within the east.
Milestones
Milestones are empty elements that mark the beginning and end of a component. These can be used to embed a non-privileged structure within a hierarchical language, and can only represent contiguous overlap. Existing tools will also not understand the meaning of the milestone elements and so cannot easily process or validate the non-privileged structure. The markup being near the content is an advantage for maintainability and readability. CLIX is an example of such an approach.Example:
Punctuation and spaces have been identified as a type of milestone-style 'crypto-overlap' or 'pseudo-markup', as the boundaries of words, clauses, sentences and the like do not necessarily align with the formal markup boundaries hierarchically.
Joins
Joins are pointers within a privileged hierarchy to other components of the privileged hierarchy, which may be used to reconstruct a non-privileged component akin to following a linked list. A single non-privileged element is segmented into several partial elements within the privileged hierarchy; the partial elements themselves do not represent a single unit in the non-privileged hierarchy, which can be misleading and make processing difficult. While this approach can support some discontiguous structures, it is not able to re-order elements. A slightly different approach can, however, express re-ordering by expressing the join away from the content, at the cost of directness and maintainability.Join-based representations can introduce the possibility of cycles between elements; detecting and rejecting these adds complexity to implementations.
Example:
Stand-off markup
Stand-off markup is similar to using joins, except that there is no privileged hierarchy: each part of the document is given a label, and the document is constructed by pointing to the content from markup that 'stands off' from the content, and might contain no content itself. The TEI guidelines identify the unity of the elements as a primary advantage of stand-off markup over joins, in addition to the ability to produce and distribute the annotations separately from the text, possibly even by different authors applying markup to a read-only document, allowing collaborative approaches to markup by a strategy.Example:
I, by attorney, bless thee from thy mother,
Who prays continually for Richmond's good.
So much for that.—The silent hours steal on,
And flaky darkness breaks within the east.
...
It has been claimed that separating markup and text can result in overall simplification and increased maintainability, and by 2017, ``he current state of the art to linguistically annotated data is to use a graph-based representation serialized as standoff XML as a pivot format´´, i.e., that standoff was the most widely accepted approach to address the overlapping markup challenge.
Standoff formalisms have been the basis for an ISO standard for linguistic annotation, they have been successfully applied for developing corpus management systems, and they are actively being developed in the TEI.
Challenges
Representing overlapping markup within hierarchical languages is challenging, for reasons of redundancy and/or complexity. In the 2000s to 2010s, standoff formalisms were generally accepted as the most promising approach here, but a disadvantage of standoff is that validation is very challenging.Standoff formalisms are not natively supported by database management systems, so that it was suggested to ``use... standoff XML as a pivot format and relational data bases for querying.´´ In practical applications, this requires complicated architectures and/or labor-intense transformation between pivot format and internal representation. As a result, maintenance is problematic. This has been a motivation to develop corpus management systems on the basis of graph data bases and for using established graph-based formalisms as pivot formats.
Special-purpose languages
For implementing the above-mentioned strategies, either existing markup languages can be extended or special-purpose languages can be designed. To design an entirely new markup language allow to forego the tool support in existing languages for a less complicated semantic model and more convenient syntax.Historical formalisms
- LMNL is a non-hierarchical markup language first described in 2002 by Jeni Tennison and Wendell Piez, annotating ranges of a document with properties and allowing self-overlap. CLIX, which originally stood for 'Canonical LMNL In XML', provides a method for representing any LMNL document in a milestone-style XML document. It also has another XML serialisation, xLMNL.
- MECS was developed by the University of Bergen's Wittgenstein Archive. However, it had several problems: it allowed some non-sensical documents of overlapping elements, it could not support self-overlap, and it did not have the capacity to define a DTD-like grammar. The theory of General Ordered-Descendant Directed Acyclic Graphs, while not strictly a markup language itself, is a general data model for non-hierarchical markup. Restricted GODDAGs were designed specifically to match the semantics of MECS; general GODDAGs may be non-contiguous and need a more powerful language. TexMECS is a successor to MECS, which has a formal grammar and is designed to represent every GODDAG and nothing that is not a GODDAG.
- XCONCUR is a melding-together of XML and SGML's CONCUR, and also contains a validation language, XCONCUR-CL, and a SAX-like API.
- Marinelli, Vitali and Zacchiroli provide algorithms to convert between restricted GODDAGs, ECLIX, LMNL, parallel documents in XML, contiguous stand-off markup and TexMECS.
Actively maintained standoff XML languages
- GrAF-XML, standoff-XML serialization of the Linguistic Annotation Framework, used, e.g., for the American National Corpus
- PAULA-XML, standoff-XML serialization of the data model underlying the corpus management system ANNIS and the converter suite SALT
- NAF,, standoff XML format originally developed in the NewsReader project, currently used by NLP tools such as FreeLing, and EusTagger .
- The Charles Harpur Critical Archive is encoded using 'multi-version documents' to represent the variant versions of documents and as a means of indicating additions, deletions and revisions using a tactical combination of multiple documents and stand-off ranges within an underlying graph-based model. MVD is presented as an application file format, requiring specialised tools to view or edit.
Graph-based formalisms
Standoff markup employs a data model based on directed graphs, thus complicating its representation when grounding markup information in a tree. Representing overlapping hierarchies in a graph eliminates this challenge. Standoff annotations can thus be more adequately represented as generalised directed multigraphs and use formalisms and technologies developed for this purpose, most notably those based on the Resource Description Framework.EARMARK is an early RDF/OWL representation that encompasses General Ordered-Descendant Directed Acyclic Graphs. The theory of GODDAGs, while not strictly a markup language itself, is a general data model for non-hierarchical markup.
RDF is a semantic data model that is linearization-independent, and it provides different linearisations, including an XML format that can be modeled to mirror standoff XML, a linearisation that lets RDF be expressed in XML attributes, a JSON format, and binary formats designed to facilitate querying or processing. RDF is semantically equivalent to graph-based data models underlying standoff markup, it does not require special-purpose technology for storing, parsing and querying. Multiple interlinked RDF files representing a document or a corpus constitute an example of Linguistic Linked Open Data.
An established technique to link arbitrary graphs with an annotated document is to use URI fragment identifiers to refer to parts of a text and/or document, see overview under Web annotation. The Web Annotation standard provides format-specific `selectors' as an additional means, e.g., offset-, string-match- or XPath-based selectors.
Native RDF vocabularies capable to represent linguistic annotations include :
- Web Annotation
- NLP Interchange Format
- LAPPS Interchange Format
- POWLA, an OWL2/DL serialization of PAULA-XML
- RDF-NAF, an RDF serialization of the NLP Annotation Format