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SpatioTemporal MITRE-Sponsored Research
SpatialML:
Annotation Scheme for Marking
Spatial Expressions
in Natural Language
July 18, 2008
Version 2.3
Contact: HYPERLINK "mailto:hitz@mitre.org" hitz@mitre.org
cdoran@mitre.org
(The MITRE Corporation
Approved For Public Release: Case Number 07-0614
TOC \o "1-3" \u Acknowledgements PAGEREF _Toc188186933 \h 3
1 Introduction PAGEREF _Toc188186934 \h 3
2 Building on Prior Work PAGEREF _Toc188186935 \h 4
3 Extent Rules (English-specific) PAGEREF _Toc188186936 \h 5
4 Toponyms PAGEREF _Toc188186937 \h 6
4.1 Mapping Continents, Countries, and Country Capitals PAGEREF _Toc188186938 \h 6
4.2 Mapping via Gazetteer Unique Identifiers PAGEREF _Toc188186939 \h 12
4.3 Mapping via Geo-Coordinates PAGEREF _Toc188186940 \h 13
4.4 UnMappable Places PAGEREF _Toc188186941 \h 14
5 Ambiguity in Mapping PAGEREF _Toc188186942 \h 15
5.1 Ambiguity in Text PAGEREF _Toc188186943 \h 15
5.2 Genuine Ambiguity in Gazetteer PAGEREF _Toc188186944 \h 15
5.3 Multiple Gazetteer Entries for the Same Place PAGEREF _Toc188186945 \h 16
5.4 When the Gazetteer is too Fine-Grained Compared to Text PAGEREF _Toc188186946 \h 16
6 Mapping Restrictions via the MOD attribute PAGEREF _Toc188186947 \h 17
7 Using the Type Feature PAGEREF _Toc188186948 \h 18
8 Annotating Text-Described Settlements with CTV PAGEREF _Toc188186949 \h 20
9 Annotating Geo-Coordinates found in text PAGEREF _Toc188186950 \h 20
10 Annotating Addresses PAGEREF _Toc188186951 \h 21
11 Marking Exceptional Information PAGEREF _Toc188186952 \h 21
12 Annotating Relative Locations via Spatial Relations PAGEREF _Toc188186953 \h 22
12.1 PATHs PAGEREF _Toc188186954 \h 22
12.2 LINKs PAGEREF _Toc188186955 \h 24
13 Disambiguation Guidelines PAGEREF _Toc188186956 \h 26
14 States PAGEREF _Toc188186957 \h 27
15 Inventory of SpatialML Tags PAGEREF _Toc188186958 \h 28
16 Multilingual Examples PAGEREF _Toc188186959 \h 29
17 Mapping to ACE PAGEREF _Toc188186960 \h 37
18 Auto-Conversion of ACE data to SpatialML PAGEREF _Toc188186961 \h 41
19 Mapping to Toponym Resolution Markup Language (TRML) PAGEREF _Toc188186962 \h 42
20 Mapping to GML PAGEREF _Toc188186963 \h 43
21 Mapping to KML PAGEREF _Toc188186964 \h 45
22 Towards SpatialML Lite PAGEREF _Toc188186965 \h 46
23 SpatialML DTD PAGEREF _Toc188186966 \h 47
24 Changes from Version 2.0 PAGEREF _Toc188186967 \h 48
25 Future Work PAGEREF _Toc188186968 \h 48
References PAGEREF _Toc188186969 \h 48
Acknowledgements
SpatialML 2.0 is the first release of the guidelines for marking up Spatial ML, a markup language developed under funding from the MITRE Technology Program. The following people contributed ideas towards the development of Version 2.0:
Dave Anderson (MITRE)
Cheryl Clark (MITRE)
Christy Doran (MITRE)
Jade Goldstein-Stewart (Department of Defense)
Amal Fayad-Beidas (MITRE)
Dave Harris (MITRE)
Dulip Herath (University of Colombo)
Qian Hu (MITRE)
Janet Hitzeman (MITRE)
Seok Bae Jang (Georgetown University)
Inderjeet Mani (MITRE)
Karine Megerdoomian (MITRE)
James Pustejovsky (Brandeis University)
Justin Richer (MITRE)
This version will be posted at:
HYPERLINK "http://www.macforge.com/projects.php?cat=133&view=extended&n=50&page=6" http://www.macforge.com/projects.php?cat=133&view=extended&n=50&page=6
We expect that subsequent releases will incorporate feedback from many others in the research community.
Introduction
We have developed a rich markup language called SpatialML for spatial locations, allowing potentially better integration of text collections with resources such as databases that provide spatial information about a domain, including gazetteers, physical feature databases, mapping services, etc.
Our focus is primarily on geography and culturally-relevant landmarks, rather than biology, cosmology, geology, or other regions of the domain of spatial language. However, we expect that these guidelines could be adapted to other such domains with some extensions, without changing the fundamental framework.
Our guidelines indicate language-specific rules for marking up SpatialML tags in English, as well as language-independent rules for marking up semantic attributes of tags. A handful of multilingual examples are provided in Section 16.
The main SpatialML tag is the PLACE tag. The central goal of SpatialML is to map PLACE information in text to data from gazetteers and other databases to the extent possible. Therefore, semantic attributes such as country abbreviations, country subdivision and dependent area abbreviations (e.g., US states), and geo-coordinates are used to help establish such a mapping. LINK and PATH tags express relations between places, such as inclusion relations and trajectories of various kinds. Information in the tag along with the tagged location string should be sufficient to uniquely determine the mapping, when such a mapping is possible. This also means that we dont include redundant information in the tag.
In order to make SpatialML easy to annotate without considerable training, the annotation scheme is kept fairly simple, with straightforward rules for what to mark and with a relatively flat annotation scheme. Further lightening is also possible, as indicated in Section 22.
Building on Prior Work
The goal in creating this spatial annotation scheme is to emulate the progress made earlier on time expressions, where the TIMEX2 annotation scheme for marking up such expressions was developed and used in various projects for different languages, as well as schemes for marking up events and linking them to times, e.g., TimeML temporal linking and the 2005 Automatic Content Extraction (ACE) guidelines.
To the extent possible, SpatialML leverages ISO and other standards towards the goal of making the scheme compatible with existing and future corpora. The SpatialML guidelines are compatible with existing guidelines for spatial annotation and existing corpora within the ACE research program. In particular, we exploit the English Annotation Guidelines for Entities (Version 5.6.6 2006.08.01), specifically the GPE, Location, and Facility entity tags, and the Physical relation tags, all of which are mapped to SpatialML tags. We also borrow ideas from Toponym Resolution Markup Language of Leidner (2006), the research of Schilder et al. (2004) and the annotation scheme in Garbin and Mani (2005). Information recorded in the annotation is compatible with the feature types in the Alexandria Digital Library. We also leverage the integrated gazetteer database (IGDB) of (Mardis and Burger 2005). Last but not least, this annotation scheme can be related to the Geography Markup Language (GML) defined by the Open Geospatial Consortium (OGC), as well as Google Earths Keyhole Markup Language (KML) to express geographical features.
Our work goes beyond these schemes, however, in terms of providing a richer markup for natural language that includes semantic features and relationships that allow mapping to existing resources such as gazetteers. Such a markup can be useful for (i) disambiguation (ii) integration with mapping services, and (iii) spatial reasoning. In relation to (iii), it is possible to use spatial reasoning not only for integration with applications, but for better information extraction, e.g., for disambiguating a place name based on the locations of other place names in the document. We go to some length to represent topological relationships among places, derived from the RCC8 Calculus (Randell et al. 1992, Cohn et al. 1997).
The initial version of this annotation scheme focuses on toponyms and relative locations. In these examples, codes and special symbols can be found in the tables throughout the paper and those in Chapter 13. The least obvious of the codes will be listed near the examples. Geo-coordinates or gazetteer unique identifiers will be provided on occasion, but in general it is far too onerous to include them for each example in the guidelines.
Extent Rules (English-specific)
The rules for which PLACEs should be tagged are kept as simple as possible:
Essentially, we tag any expression as a PLACE if it refers to a TYPE found in Table 4 (such as COUNTRY, STATE and RIVER). Do not mark phrase such as here or the school or the Post Office.
PLACEs can be in the form of proper names (New York) or nominals (town), i.e. NAM or NOM.
Adjectival forms of proper names (U.S., Brazilian) are, however, tagged in order to allow us link expressions such as Georgian to capital in the phrase the Georgian capital.
Non-referring expressions, such as city in the city of Baton Rouge are NOT tagged; their use is simply to indicate a property of the PLACE, as in this case, indicating that Baton Rouge is a city. In contrast, when city does refer, as in John lives in the city where the city, in context, must be interpreted as referring to Baton Rouge, it is tagged as a place and given the coordinates, etc., of Baton Rouge.
In general, extents of places which arent referring expressions arent marked, e.g., we wont mark any items in a small town is better to live in than a big city.
The rules for what span (extent) of text to mark for a PLACE are also kept as simple as possible:
Premodifiers such as adjectives, determiners, etc. are NOT included in the extent unless they are part of a proper name. For example, for the river Thames, only Thames is marked, but, for the proper names River Thames and the Netherlands, the entire phrase is marked.
Essentially, we try to keep the extents as small as possible, to make annotation easier.
We see no need for tag embedding, since we have non-consuming tags (LINK and PATH) to express relationships between PLACEs.
In the corpus we are releasing, we do NOT tag FACILITIES. The tagging of facilities is expected to be application-dependant.
Toponyms
Toponyms are proper names for places, and constitute a proper subset of the spatial locations described by SpatialML. We use a classification which allows most of the toponyms to be easily mapped to geo-coordinates (points or polygons) via a gazetteer. The classes are consolidated from two gazetteers: the USGS GNIS gazetteer and the NGA gazetteer. The Geographic Names Information System (GNIS), developed by the U.S. Geological Survey in cooperation with the U.S. Board on Geographic Names, contains information about physical and cultural geographic features in the United States and associated areas, both current and historical (not including roads and highways). The National Geospatial-Intelligence Agency (NGA) gazetteer is a database of foreign geographic feature names with world-wide coverage, excluding the United States and Antarctica. The consolidation is done in the IGDB gazetteer (Mardis and Burger 2005) developed at MITRE for the Disruptive Technologies Office.
Mapping Continents, Countries, and Country Capitals
The values COUNTRY, CONTINENT, and PPLC for the type feature are sufficient to disambiguate the corresponding PLACEs. There is no real need to add in geo-coordinates, since the latter can be determined unambiguously from a gazetteer. However, a gazetteer may be needed to establish that a place name is in fact the name of a country or capital.
Note: In these guidelines, we offer examples consisting of text paired with markup. In the text, all the SpatialML expressions being annotated are indicated with brackets, and below each example the corresponding markup is shown.
[Mexico] is in [North America]
MexicoNorth America
I attended a pro-[Iraqi] rally
Iraqi
The rest of [America] voted for Gore.
America
I rooted for the [US] team, even though Pele was playing on the [Brazilian] side.
USBrazilian
I visited many trattorias in [Rome], [Italy]
RomeItaly
Table 1, below, shows the codes for the feature country, based on ISO-3166-1. Of course, there have been and will be countries not in Table 1. ISO-3166-2 is used for provinces. Because the standards are periodically updated, some oddities may arise; for example, as we write this document the country code for Hong Kong is HK (ISO-3166-1) but Hong Kong is also given a province code of CN-91 (ISO-3166-2). In our annotation, we have chosen to go with the ISO 3166-2 option, but this is an arbitrary choice made for consistency. Similarly, when Australia is mentioned, we have chosen to annotate it as a country rather than a continent, solely for consistency.
AFGHANISTANAFLIBERIALRLAND ISLANDSAXLIBYAN ARAB JAMAHIRIYALYALBANIAALLIECHTENSTEINLIALGERIADZLITHUANIALTAMERICAN SAMOAASLUXEMBOURGLUANDORRAADMACAOMOANGOLAAOMACEDONIA, THE FORMER YUGOSLAV REPUBLIC OFMKANGUILLAAIMADAGASCARMGANTARCTICAAQMALAWIMWANTIGUA AND BARBUDAAGMALAYSIAMYARGENTINAARMALDIVESMVARMENIAAMMALIMLARUBAAWMALTAMTAUSTRALIAAUMARSHALL ISLANDSMHAUSTRIAATMARTINIQUEMQAZERBAIJANAZMAURITANIAMRBAHAMASBSMAURITIUSMUBAHRAINBHMAYOTTEYTBANGLADESHBDMEXICOMXBARBADOSBBMICRONESIA, FEDERATED STATES OFFMBELARUSBYMOLDOVA, REPUBLIC OFMDBELGIUMBEMONACOMCBELIZEBZMONGOLIAMNBENINBJMONTENEGRO MEBERMUDABMMONTSERRATMSBHUTANBTMOROCCOMABOLIVIABOMOZAMBIQUEMZBOSNIA AND HERZEGOVINABAMYANMARMMBOTSWANABWNAMIBIANABOUVET ISLANDBVNAURUNRBRAZILBRNEPALNPBRITISH INDIAN OCEAN TERRITORYIONETHERLANDSNLBRUNEI DARUSSALAMBNNETHERLANDS ANTILLESANBULGARIABGNEW CALEDONIANCBURKINA FASOBFNEW ZEALANDNZBURUNDIBINICARAGUANICAMBODIAKHNIGERNECAMEROONCMNIGERIANGCANADACANIUENUCAPE VERDECVNORFOLK ISLANDNFCAYMAN ISLANDSKYNORTHERN MARIANA ISLANDSMPCENTRAL AFRICAN REPUBLICCFNORWAYNOCHADTDOMANOMCHILECLPAKISTANPKCHINACNPALAUPWCHRISTMAS ISLANDCXPALESTINIAN TERRITORY, OCCUPIEDPSCOCOS (KEELING) ISLANDSCCPANAMAPACOLOMBIACOPAPUA NEW GUINEAPGCOMOROSKMPARAGUAYPYCONGOCGPERUPECONGO, THE DEMOCRATIC REPUBLIC OF THECDPHILIPPINESPHCOOK ISLANDSCKPITCAIRNPNCOSTA RICACRPOLANDPLCTE D'IVOIRECIPORTUGALPTCROATIAHRPUERTO RICOPRCUBACUQATARQACYPRUSCYRUNIONRECZECH REPUBLICCZROMANIARODENMARKDKRUSSIAN FEDERATIONRUDJIBOUTIDJRWANDARWDOMINICADMSAINT HELENASHDOMINICAN REPUBLICDOSAINT KITTS AND NEVISKNECUADORECSAINT LUCIALCEGYPTEGSAINT PIERRE AND MIQUELONPMEL SALVADORSVSAINT VINCENT AND THE GRENADINESVCEQUATORIAL GUINEAGQSAMOAWSERITREAERSAN MARINOSMESTONIAEESAO TOME AND PRINCIPESTETHIOPIAETSAUDI ARABIASAFALKLAND ISLANDS (MALVINAS)FKSENEGALSNFAROE ISLANDSFOSERBIARSFIJIFJSEYCHELLESSCFINLANDFISIERRA LEONESLFRANCEFRSINGAPORESGFRENCH GUIANAGFSLOVAKIASKFRENCH POLYNESIAPFSLOVENIASIFRENCH SOUTHERN TERRITORIESTFSOLOMON ISLANDSSBGABONGASOMALIASOGAMBIAGMSOUTH AFRICAZAGEORGIAGESOUTH GEORGIA AND THE SOUTH SANDWICH ISLANDSGSGERMANYDESPAINESGHANAGHSRI LANKALKGIBRALTARGISUDANSDGREECEGRSURINAMESRGREENLANDGLSVALBARD AND JAN MAYENSJGRENADAGDSWAZILANDSZGUADELOUPEGPSWEDENSEGUAM GUSWITZERLANDCHGUATEMALA GTSYRIAN ARAB REPUBLICSYGUERNSEY GGTAIWAN, PROVINCE OF CHINATWGINEA GNTAJIKISTANTJGUINEA-BISSAUGWTANZANIA, UNITED REPUBLIC OFTZGUYANAGYTHAILANDTHHAITIHTTIMOR-LESTETLHEARD ISLAND AND MCDONALD ISLANDSHMTOGOTGHOLY SEE (VATICAN CITY STATE)VATOKELAUTKHONDURASHNTONGATOHONG KONGHKTRINIDAD AND TOBAGOTTHUNGARYHUTUNISIATNICELANDISTURKEYTRINDIAINTURKMENISTANTMINDONESIAIDTURKS AND CAICOS ISLANDSTCIRAN, ISLAMIC REPUBLIC OFIRTUVALUTVIRAQIQUGANDAUGIRELANDIEUKRAINEUAISLE OF MAN IMUNITED ARAB EMIRATESAEISRAELILUNITED KINGDOMGBITALYITUNITED STATESUSJAMAICAJMUNITED STATES MINOR OUTLYING ISLANDSUMJAPANJPURUGUAYUYJERSEY JEUZBEKISTANUZJORDANJOVANUATUVUKAZAKHSTANKZVatican City State see HOLY SEEKENYAKEVENEZUELAVEKIRIBATIKIVIETNAMVNKOREA, DEMOCRATIC PEOPLE'S REPUBLIC OFKPVIRGIN ISLANDS, BRITISHVGKOREA, REPUBLIC OFKRVIRGIN ISLANDS, U.S.VIKUWAITKWWALLIS AND FUTUNAWFKYRGYZSTANKGWESTERN SAHARAEHLAO PEOPLE'S DEMOCRATIC REPUBLICLAYEMENYELATVIALVZairesee CONGO, THE DEMOCRATIC REPUBLIC OF THELEBANONLBZAMBIAZMLESOTHOLSZIMBABWEZW Table 1: Country Codes (From ISO-3166 at HYPERLINK http://www.iso.org/iso/en/prods-services/iso3166ma/02iso-3166-code-lists/list-en1.html http://www.iso.org/iso/en/prods-services/iso3166ma/02iso-3166-code-lists/list-en1.html)
Table 2 shows the codes for continents:
AFAfricaAN AntarcticaAIAsiaAU AustraliaEUEuropeGOGondwanalandLALaurasiaNA North AmericaPAPangeaSA South AmericaTable 2: Continent Codes (ca. 2000 A.E.)
Mapping via Gazetteer Unique Identifiers
Many place names are not of type COUNTRY, CONTINENT, and PPLC. For these, we map them if possible to a gazetteer reference. In the following example, Madras is a toponym and mappable by an annotator. To indicate the mapping, we use a unique identifier in the IGDB gazetteer via the gazref feature. Any authoritative gazetteer can be used, provided the gazetteer name is prefixed to the unique identifier.
The city of [Madras] is in a garrulous, Tamil-speaking [area].
Madrasarea
(The form attribute and LINK tags will be explained below.)
Some places can be disambiguated but arent construed as points that can be represented by pairs of geo-coordinates. Such places require polygons or other shapes to be characterized precisely. Providing gazetteer ids (via the gazref feature) is ideal for such cases, as the actual geometric description may be retrieved if needed offline. Some examples:
He cruised down the [Danube].
Danube
He is an expert on [Himalayan] wildflowers.
Himalayan
The gazref is of the form :. It is allowable to use more than one gazetteer for providing gazrefs; It may be useful to use a different gazetteer when the primary gazetteer doesnt contain the place to be tagged.
Mapping via Geo-Coordinates
Sometimes the appropriate unique identifier will map to a gazetteer entry that lacks a geo-coordinate for some reason. Large bodies of land such as countries and continents, for example, will not have latitude/longitude information. In these cases, the gazref is still useful because an entry in a gazetteer may provide additional information about the PLACE, such as population or inclusion in other PLACEs.
If a gazetteer entry provides latitude/longitude information, we would include a geo-coordinate in the PLACE tag via the latLong feature.
Some places may not be present in a standard gazetteer at all, but may be provided with a geo-coordinate by some other method, such as using Google Earth or WordNet:
Macys
Geo-coordinates are to be used only for places that can be construed as points. Of course, a point given by a pair of geo-coordinates based on a reference coordinate system is at best an abstraction at some level of resolution. Here is an example of a typical geo-coordinate reference:
When walking in [New York City], watch out for dog-droppings.
New York City
We allow the latLong feature to be any string, including strings with or without decimals that can be parsed into GML coordinates along with appropriate coordinate systems, including military coordinate systems. The Section below on GML mapping describes how to specify more meta-information about the geo-coordinate.
UnMappable Places
Sometimes it will not be possible for a human to extract a feature description for a toponym from the text, not even an ambiguous or abstract one. Examples include cases where the region has a non-standard boundary, such as the Middle East. In such cases, it is still worthwhile to annotate whatever information can be gleaned from the text in the event that the gazetteer in question gets expanded in the future. SpatialML here offers only a little more information than ACE provides, without guaranteeing an ability to find a useful reference to the location in terms of a gazetteer. In such cases, using a gazetteer during annotation may not be helpful.
a bride from the [Middle East]
Middle East
while traveling in the southern [Caucasus]
Caucasus
It is worth noting, however, that sometimes phrases of this type can be found in gazetteers. The IGDB, for example, has an entry for Southwest, meaning the southwestern area of the United States. It doesnt hurt to look.
Gazetteers arent perfect; there will be missing or inaccurate information in the gazetteer. Thus, a feature description may be of the kind which could refer to a gazetteer entry, but the entry may not be there, or it may be entered with the wrong geo-coordinates. In the former case, the annotator simply tags the location in the text without the gazetteer information. In the latter case, the annotator can ignore the gazetteer information if she knows it to be incorrect.
Dave is from [Tonawanda], not typically found in certain gazetteers.
Tonawanda
Ambiguity in Mapping
Ambiguity in Text
It may often be the case that the text doesnt provide enough information for the human to map it to a unique geographical entry. In the following example, Rochester may refer to the city in Illinois or the one in New York State:
He arrived, in a vegetative state, in [Rochester].
Rochester
Genuine Ambiguity in Gazetteer
In other cases, the text may make it clear which place is intended, at a level of granularity sufficient for understanding the text. However, such a level of granularity may be too coarse-grained compared to information found in the gazetteer:
He arrived, in a disturbed state, in [Rochester], [Illinois].
RochesterIllinois
The feature description for Rochester yields three entries in USGS GNIS: one of type PPL (populated place) and one of type CIVIL (administrative area) in Sangamon county, Illinois with slightly different geo-coordinates (394458N 0893154W and 394446N 0893159W, respectively), and one of type PPL in Wabash county, Illinois with a different geo-coordinate (382044N 0874941W).
Clearly, we know that its a Rochester in Illinois, but we dont know which county in Illinois is involved. Given the ambiguity, we have to leave out the gazref.
Multiple Gazetteer Entries for the Same Place
When there is more than one correct entry in the gazetteer for the same place, as one will often find in a gazetteer such as the IGDB which integrates several other gazetteers, prefer the entry which has a latlong over other entries. If there are still multiple choices, maintaining consistency of annotation is more complex. We recommend choosing the first entry that has a lat long, and, if none, then the first other entry that correctly maps the PLACE.
When the Gazetteer is too Fine-Grained Compared to Text
Continuing the previous example, even if we know that Sangamon county is intended, we may not know which type of place Rochester should be.
He arrived, whining about the long bus ride, in the town of [Rochester], located in good old [Sangamon County], [Illinois].
Here we have a choice between a place of type PPL (with geo-coordinate 394458N 0893154W) and one of type CIVIL (with geo-coordinate 394446N 0893159W). Ambiguity of type being CIVIL or PPL is quite common, since towns and cities are not always marked in gazetteers as PPL, but are sometimes marked as CIVIL (an administrative region), reflecting the multiple views one can have of a place based on different criteria.
RochesterSangamon CountyIllinois
Note: some gazetteer interfaces will support equivalence class filtering (as the IGDB interface does). Such a filter groups together all places that are treated as equivalent because they refer to the same place within some particular margin of error.
Mapping Restrictions via the MOD attribute
Often the text will specify some restriction on the place. The MOD attribute is used to specify the type of restriction.
Fried okra is popular in the southern [United States]
United States
He mastered Swahili while living in [East Africa]
East Africa
Note that unlike East Africa, South Africa is a proper name of a country, and providing its country code but no mod value is all thats needed to disambiguate it.
Table 3 shows the codes for mod. The types of mods are underlined, while the PLACEs are indicated in square brackets. Note that the mods are not tagged, just reflected in the value of the mod attribute in a PLACE tag. A mod phrase is only tagged if it is part of the PLACE name, as in the previous example.
BOTTOMthe bottom of the [well]BORDER[Burmese] borderEASTeastern [province]NORTH[North India]ENE, ESE, NE, NNW, etc.NEARnear [Harvard]SOUTHsouthern [India]TOPthe top of the [mountain]WESTwest [Tikrit]Table 3: MOD Codes
Using the Type Feature
It is crucial for an annotation scheme like SpatialML to provide a well-defined classification of places into different types that allow them to be mapped to geographical entries. However, there are several challenges in building such a typology:
Too fine-grained a list of types (more than a dozen or so categories to choose from) will complicate the decision for human annotators. For machines, there are likely to be too few examples, and uneven distributions of examples for categories.
Too coarse-grained a list of types may be of little use for a real application.
Any such list is bound to be somewhat eclectic and application-driven.
We drew our types opportunistically from the NGA, USGS, and IGDB gazetteers. The Alexandria Digital Library (ADL) Feature Type Thesaurus, which the IGDB gazetteer is based on, classifies geographic entities into six top-level categories, with a further 205 categories below. The relevant fragment of the ADL Thesaurus that maps to our type codes is shown below (with our codes shown in uppercase).
administrative areas=RGN (sometimes)
. political areas ..countries=COUNTRY ..countries, 1st order divisions=CIVIL (sometimes)
..countries, 2nd order divisions=CIVIL (sometimes) ..countries, 3rd order divisions=CIVIL (sometimes) ..countries, 4th order divisions=CIVIL (sometimes)
.populated places=PPL, PPLA, PPLC, CIVIL
hydrographic features=WATER
manmade features=FAC
. transportation features
.. roadways=ROAD
physiographic features=RGN (sometimes)
.mountains=MTN
..mountain ranges=MTNS
regions=RGN (sometimes)
.land regions
..continents=CONTINENT
Table 4 shows the codes for type. This is by its very nature a partial list. The categories are mutually exclusive.
When the types CONTINENT, COUNTRY, STATE and LATLONG are chosen, the corresponding slots continent, country, state and latlong must be filled only if they are not specified by the gazref entry; to do so would be redundant. If the gazref entry does not contain a latlong, an attempt to find one should be made via Google, Wikipedia or elsewhere.
WATERRiver, stream, ocean, sea, lake, canal, aqueduct, geyser, etc.CELESTIALSun, Moon, Jupiter, Gemini, etc.CIVILPolitical Region or Administrative Area, usually sub-national, e.g. State, Province, certain instances of towns and cities.CONTINENTDenotes a continent, including ancient ones. See Table 2.COUNTRYDenotes a country, including ancient ones. See Table 1.FACFacility, usually a catchall category for restaurants, churches, schools, ice-cream parlors, bowling alleys, you name it!GRIDA grid reference indication of the location, e.g., MGRS (Military Grid Reference System)LATLONGA latitude/longitude indication of the locationMTNMountainMTSRange of mountainsPOSTALCODEZip codes, postcodes, pin codes etc.POSTBOXP. O. Box segments of addressesPPLPopulated Place (usually conceived of as a point), other than PPLA or PPLCPPLACapital of a first-order administrative division, e.g., a state capitalPPLCCapital of a countryRGNRegion other than Political/Administrative RegionROADStreet, road, highway, etc.STATEA first-order administrative division within a country, e.g., state, province, gubernia, territory, etc. See Table 7.UTMA Universal Transverse Mercator (UTM) format indication of the locationVEHICLECar, truck, train, etc.Table 4: TYPE Codes
Annotating Text-Described Settlements with CTV
The commonsense notions of cities, towns and villages are particular types of settlements that are often hard to detect from gazetteer entries. We may be lucky and find a place to be of type PPLC, in which case we can determine its a city. However, in other cases we may find it to be of type PPL and not know whether its a city or town, or it may be of type CIVIL and be in fact a town or city.
We use the feature CTV (values CITY, TOWN, or VILLAGE) to annotate cases where the text explicitly specifies that a place is of that type. In these cases, the annotator should not guess, but use only the information made available by the text.
the town of [Rochester]
Rochester
Annotating Geo-Coordinates found in text
Some texts may contain geo-coordinates. Geo-coordinates found in texts may be ill-formed, incorrect, or in a different coordinate system from the gazetteer in use.
We distinguish between the geo-coordinate found in a text and one guaranteed to be well-formed by marking the former with a PLACE tag with a type value of LATLONG, GRID, or UTM, and placing the well-formed geo-coordinate in the latLong attribute of the PLACE. In the following example, a link of type EQ is required in order to indicate that the location of Rochester is the same as that of the latitude/longitude:
[Rochester], [Illinois] [394458N 0893154W]
RochesterIllinois394458N 0893154W
Once the string with the geo-coordinate is verified to be correct or is mapped onto the corresponding geo-coordinate type from a gazetteer, the resulting geo-coordinate is placed as the value of the PLACE latLong attribute, as below:
394458N 0893154W
Annotating Addresses
[100 James Drive, SE], [Vienna], [Virginia] [22180]
100 James Drive, SEViennaVirginia22180
Marking Exceptional Information
Every tag has a comment attribute which can be used by the annotator to record difficulties in annotation. These should only be used in case of serious difficulty.
PLACE tags also have a nonLocUse feature. This is to be set to true for cases where the PLACE does not involve a location. Typically, this is a difficult decision to make, e.g., should U.S. in the U.S. team be marked as nonLocUse or not? To say yes in this case would revert back to the GPE/non-GPE distinction in ACE which caused the annotators difficulty. The nonLocUse feature is therefore to be used when the view of the place as a location corresponding to that mention would be entirely misleading, e.g., non-U.S. interests.
As a new feature in version 2.1 of the guidelines, we have added predicative. This is set to true for cases in which the PLACE phrase is adjectival and therefore predicates a property onto an object. Examples of such cases are Iraqi soldier and American president. We want to capture the fact that there is a relationship between Iraq and the soldier, namely that the soldier fights for Iraq even though he is not necessarily in Iraq. This feature is used merely to indicate that a relationship exists, but does not specify what that relationship is. We have chosen this approach to avoid asking the annotator to untangle the semantic relationships within complex nominals, such as Norwegian pleasure cruise; We dont want the annotator to have to specify whether the pleasure is Norwegian.
Annotating Relative Locations via Spatial Relations
PATHs
We use a PATH tag to express a spatial trajectory between a pair of locations. For example:
[Amritsar], [northwest] of the capital [New Delhi]
AmritsarNew Delhinorthwest
The PATH indicates that in order to travel from source New Delhi to destination Amritsar you would go in the NW direction.
We also use SIGNAL tags to indicate the text portion that licenses the path. The SIGNAL should not include trailing prepositions, but each portion of the signal should be tagged individually, as in [30 miles] [west] of the city. Similarly, where the signals are discontinuous, they will be represented as multiple signals, e.g., [two blocks down] and [one over] from the zoo. The signal ids licensing the path may be included in a signals attribute in the path tag.
a [town] some [50 miles] [south] of [Salzburg] in the central [Austrian] [Alps]
town50 milessouthSalzburgAustrianAlps
Mark PATHs only when they are described within one phrase, i.e., if parts of a path are described in different sentences or in different parts of the same sentence, do not mark them.
For direction codes, refer to Table 5.
DirectionExampleBEHIND[behind] the houseABOVE[above] the roofBELOW[below] the tree-lineEAST[E] ofESE, WSW, etc.FRONT[in front of] the theaterNORTH[north] ofSOUTH[south] ofWEST[W] ofTable 5: Codes for Directions
LINKs
We use a LINK tag to express containment, connection, or other topological relations between a pair of locations. Thus, in the above example, we use a linkType of IN (inclusion). Possible linkTypes are listed in Table 6. These are adapted from the RCC8 Calculus.
LinkTypeExampleIN (tangential and non-tangential proper parts)[Paris], [Texas]EC (extended connection)the border between [Lebanon] and [Israel]NEARvisited [Belmont], near [San Mateo]DC (discrete connection)the [well] outside the [house]PO (partial overlap)[Russia] and [Asia]EQUALITY[Rochester] and [382044N 0874941W]Table 6: Codes for Link Types (partially derived from RCC8 Calculus)
Here are other common examples of inclusion:
[Moscow], [Russia]
MoscowRussia
the basketball [arena] of [Michigan State University]
arenaMichigan State University
a [well] in [West Tikrit]
wellWest Tikrit
this northern [Uganda] [town]
townUganda
The [US]-[Canadian] border
USCanadian
[Pacific] coast of [Australia]
PacificAustralia
the central [district] of the town of [Tirunelveli], [Tamil Nadu] in southern [India]
districtTirunelveliTamil NaduIndia
the hot dog [stand] [behind] the [Macys] on [Broadway]
standbehindMacysBroadway
[towards] [Scammonden Water] [along] the [B6114]
towardsScammonden WateralongB6114
The PATH tag in the above example indicates a path towards a destination (i.e., a body of water). The source is not specified. The LINK tag indicates that the path has an Extended Connection (EC) with (i.e., is running along) a road, via the use of the PATH id as the source of the LINK.
Disambiguation Guidelines
Thus, given a bare mention of Rome, the annotator can use information from the entire document to determine which of the various places named Rome it is.
For example, if the text mentions a pizza joint in Rome, but doesnt otherwise specify which Rome it is, and if the pizza joints description exactly matches the annotators memory of a particular pizza joint allowing the annotator to identify which Rome it is, the annotator is not to indicate the correct Rome based on this knowledge. This issue may arise in certain texts such as the annotation of travel blogs, when the annotator has visited the location under discussion. The annotator must rely solely on the information in the text and in the gazetteer in order to keep the annotation more representative of general geospatial knowledge, and therefore more consistent with the work of other annotators.
States
States are top-level administrative divisions of countries. Like towns, cities and villages, they are an intuitive category that corresponds to different types of entities in gazetteers. State codes are ISO-3166-2 codes (excluding the country code and hyphen) (see HYPERLINK "http://en.wikipedia.org/wiki/ISO_3166-2" http://en.wikipedia.org/wiki/ISO_3166-2).
Table 7 provides a list of state codes for US states.
AL Alabama KY Kentucky ND North Dakota AK Alaska LA Louisiana OH Ohio AZ Arizona ME Maine OK Oklahoma AR Arkansas MD Maryland OR Oregon CA California MA Massachusetts PA Pennsylvania CO Colorado MI Michigan RI Rhode Island CT Connecticut MN Minnesota SC South Carolina DE Delaware MS Mississippi SD South Dakota DC District of Columbia MO Missouri TN Tennessee FL Florida MT Montana TX Texas GA Georgia NE Nebraska UT Utah HI Hawaii NV Nevada VT Vermont ID Idaho NH New Hampshire VA Virginia IL Illinois NJ New Jersey WA Washington IN Indiana NM New Mexico WV West Virginia IA Iowa NY New York WI Wisconsin KS Kansas NC North Carolina WY WyomingTable 7: Codes for US States
Inventory of SpatialML Tags
The full XML DTD for SpatialML is given at the end of the document. In Table 8, we list the tag attributes with some documentation. Each of these tags also has a comment field, as described in Section 11.
PLACEcountyWhen provided by the textstateFrom Table 11 or use non-US state abbreviationcountrySee Table 1continentSee Table 2ctvCITY, TOWN, or VILLAGE (when indicated as such in the text)gazrefSingle gazetteer id, e.g., IGDB. Prefix the id with the gazetteer name plus a colon, e.g., WordNet:310975, IGDB:2104656idtagidlatLongWhen gazref is available, the coordinate from the gazetteer may be copied heremodSee Table 3typeSee Table 4formNAM (proper noun) or NOM (nominal)nonLocUsee.g., non-U.S. organizationsdescriptionFor a convenient textual description of the place found in the local context of the mention. This is intended for use by applications which provide their own criteria for how to fill the slot.commenttext fieldPATHsourcetagididtagiddestinationtagiddirectionSee Table 5distancenumber:unitsframeviewer, intrinsic, extrinsicsignalsa string containing a list of tagids separated by a spacecommenttext fieldLINKsourcetagididtagidtargettagidlinkTypeSee Table 6commenttext fieldSIGNALidtagidcommenttext fieldTable 8: SpatialML Tags and Attributes
Multilingual Examples
SpatialML is intended as a language-independent markup language. Of course, the rules for what extents to mark may have to be adjusted based on the morphology and orthography of a particular language. In what follows, we present sentences from English, Arabic, Korean and Sinhala annotated in SpatialML. These are merely illustrative of the scope of SpatialML, and do not pretend to cover any idiosyncrasies in these languages in the way they talk about space. Further work on Mandarin is ongoing. Of course, more detailed investigation of spatial expressions in these languages would require a separate research effort.
1. I attended a pro-[American] rally.
American
Here is the corresponding Arabic.
DDHDD' J'* 'DE*-/) - -61* E8'G1) E1J/)
< P L A C E t y p e = C O U N T R Y c o u n t r y = U S f o r m = N A M > 'DHD'J'* 'DE*-/)< / P L A C E >
T u r n i n g t o K o r e a n :
\- [ DTx] 8 X .
I - T o p p r o - A m e r i c a n r a l l y - L o c a t t e n d - P a s t - e n d i n g
< P L A C E t y p e = C O U N T R Y c o u n t r y = U S f o r m = N A M > DTx< / P L A C E >
N o t e t h a t b o t h t h e E n g l i s h a n d K o r e a n u s e s u b - w o r d t a g s .
H e r e i s t h e c o r r e s p o n d i n g S i n h a l a :
[
] -
.
< P L A C E t y p e = C O U N T R Y c o u n t r y = U S f o r m = N A M >
< / P L A C E >
N o w f o r t h e M a n d a r i n :
bQ-^N N*Nbb[ V] vƖO0
< P L A C E t y p e = C O U N T R Y c o u n t r y = U S f o r m = N A M > V< / P L A C E >
2 . I l i v e i n t h i s n o r t h e r n [ U g a n d a ] [ t o w n ] .
< P L A C E t y p e = P P L c o u n t r y = U G i d = 1 c t v = T O W N > t o w n < / P L A C E >
< P L A C E t y p e = C O U N T R Y c o u n t r y = U G m o d = N i d = 2 > U g a n d a < / P L A C E >
< L I N K s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
#F' #3CF AI E/JF) 4E'D #H:F/'
< P L A C E t y p e = P P L c o u n t r y = U G i d = 1 c t v = T O W N > E/JF)< / P L A C E >
< P L A C E t y p e = C O U N T R Y c o u n t r y = U G m o d = N i d = 2 > #H:F/'< / P L A C E >
< L I N K s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
t [ ] [ ȹD] .
I - T o p t h i s [ U g a n d a ] n o r t h e r n [ t o w n ] - L o c l i v e - P r e s e n t - e n d i n g .
< P L A C E t y p e = C O U N T R Y c o u n t r y = U G m o d = N i d = 1 > < / P L A C E >
< P L A C E t y p e = P P L c o u n t r y = U G i d = 2 c t v = T O W N > ȹD< / P L A C E >
< L I N K s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
S i n c e t h e K o r e a n w o r d - o r d e r i s d i f f e r e n t , t h e t a g i d s h a v e c h a n g e d s l i g h t l y , b u t t h i s d i f f e r e n c e i s i n c o n s e q u e n t i a l .
[
] [
]
.
= t h e t o w n
= a t o w n
= i n t h e t o w n
= i n a t o w n
< P L A C E t y p e = P P L c o u n t r y = U G i d = 1 c t v = T O W N >
< / P L A C E >
< P L A C E t y p e = C O U N T R Y c o u n t r y = U G m o d = N i d = 2 >
< / P L A C E >
< L I N K s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N >
bE\OO(Wُ*NS[ LNr^] [ G] 0
< P L A C E t y p e = P P L c o u n t r y = U G i d = 1 c t v = T O W N > G< / P L A C E >
< P L A C E t y p e = C O U N T R Y c o u n t r y = U G m o d = N i d = 2 > LNr^< / P L A C E >
< L I N K s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
3 . I l i v e i n [ A m r i t s a r ] , [ n o r t h w e s t ] o f t h e c a p i t a l [ N e w D e l h i ] .
< P L A C E t y p e = P P L i d = 1 c o u n t r y = I N f o r m = N A M > A m r i t s a r < / P L A C E >
< P L A C E t y p e = P P L C c o u n t r y = I N i d = 2 f o r m = N A M > N e w D e l h i < / P L A C E >
< S I G N A L i d = 3 > n o r t h w e s t < / S I G N A L >
< P A T H d i r e c t i o n = N W s o u r c e = 2 d e s t i n a t i o n = 1 s i g n a l s = 3 / >
#F' #3CF AI 'EJ13*'14E'D :1( 'D9'5E) FJH/DGI
< P L A C E t y p e = P P L i d = 1 c o u n t r y = I N f o r m = N A M > 'EJ13*'1< / P L A C E >
< P L A C E t y p e = P P L C c o u n t r y = I N i d = 2 f o r m = N A M > FJH/DGI< / P L A C E >
< S I G N A L i d = 3 > 4E'D :1(< / S I G N A L >
< P A T H d i r e c t i o n = N W s o u r c e = 2 d e s t i n a t i o n = 1 s i g n a l s = 3 / >
ij [ tx] [ ] X [ TŬ(t] .
I - T o p c a p i t a l [ N e w D e l h i ] [ n o r t h w e s t ] - P o s [ A m r i t s a r ] - L o c l i v e - P r e s e n t - e n d i n g
< P L A C E t y p e = P P L C c o u n t r y = I N i d = 1 f o r m = N A M > tx< / P L A C E >
< S I G N A L i d = 2 > < / S I G N A L >
< P L A C E t y p e = P P L i d = 3 c o u n t r y = I N f o r m = N A M > TŬ(t< / P L A C E >
< P A T H d i r e c t i o n = N W s o u r c e = 1 d e s t i n a t i o n = 3 s i g n a l s = 2 / >
[
]
[
]
[
]
.
< P L A C E t y p e = P P L i d = 1 c o u n t r y = I N f o r m = N A M >
< / P L A C E >
< P L A C E t y p e = P P L C c o u n t r y = I N i d = 2 f o r m = N A M >
< / P L A C E >
< S I G N A L i d = 3 >
< / S I G N A L >
< P A T H d i r e c t i o n = N W s o u r c e = 2 d e s t i n a t i o n = 1 s i g n a l s = 3 / >
bOO(W[ ?Y)RR ] , (W[ e_̑ ] v[ S ] 0
< P L A C E t y p e = P P L i d = 1 c o u n t r y = I N f o r m = N A M > ?Y)RR < / P L A C E >
< P L A C E t y p e = P P L C c o u n t r y = I N i d = 2 f o r m = N A M > e_̑ < / P L A C E >
< S I G N A L i d = 3 > S < / S I G N A L >
< P A T H d i r e c t i o n = N W s o u r c e = 2 d e s t i n a t i o n = 1 s i g n a l s = 3 / >
4 . I l i v e i n a [ t o w n ] s o m e [ 5 0 m i l e s ] [ s o u t h ] of [Salzburg] in the central [Austrian] [Alps].
town50 milessouthSalzburgAustrianAlps
#F' #3CF AI E/JF) *(9/ -H'DI .E3JF EJD ,FH( 3'D2(1, AI H37 'DFE3' H ,('D 'D'D(
< P L A C E t y p e = P P L i d = 1 f o r m = N O M > E/JF)< / P L A C E >
< S I G N A L i d = 2 > .E3JF EJD< / S I G N A L >
< S I G N A L i d = 3 > ,FH(/ S I G N A L >
< P L A C E i d = 4 t y p e = P P L A c o u n t r y = A T f o r m = N A M > 3'D2(1,< / P L A C E >
< P L A C E i d = 5 t y p e = C O U N T R Y c o u n t r y = A T m o d = C > 'DFE3'< P L A C E >
< P L A C E i d = 6 t y p e = M T S > ,('D 'D'D( < / P L A C E >
< P A T H i d = 7 d i s t a n c e = 5 0 : m i d i r e c t i o n = S s o u r c e = 4 d e s t i n a t i o n = 1 s i g n a l s = 2 3 / >
< L I N K i d = 8 s o u r c e = 1 t a r g e t = 6 l i n k T y p e = I N / >
[ $Ƥ¸ҬD] [ Lդ] X [ tl] [ ] [ 5 0 ȹ|] pX ȹD .
I - T o p A u s t r i a A l p s C e n t e r - P o s S a l z b u r g s o u t h - F r o m 5 0 m i l e s d i s t a n c e - P o s t o w n - L o c l i v e - P r e s e n t - e n d i n g
< P L A C E t y p e = P P L i d = 1 f o r m = N O M c t v = T O W N > ȹD< / P L A C E >
< S I G N A L i d = 2 > 5 0 ȹ|< / S I G N A L >
< S I G N A L i d = 3 > < / S I G N A L >
< P L A C E i d = 4 . 3 t y p e = P P L A c o u n t r y = A T f o r m = N A M > tl< / P L A C E >
< P L A C E i d = 4 . 1 t y p e = C O U N T R Y c o u n t r y = A T m o d = C > $Ƥ¸ҬD< / P L A C E >
< P L A C E i d = 6 . 2 t y p e = M T S > Lդ< / P L A C E >
< P A T H i d = 7 d i s t a n c e = 5 0 : m i d i r e c t i o n = S s o u r c e = 4 d e s t i n a t i o n = 1 s i g n a l s = 2 3 / >
< L I N K i d = 8 s o u r c e = 1 t a r g e t = 6 l i n k T y p e = I N / >
[
] [
]
[
] [
5 0
]
[
]
[
]
.
< P L A C E t y p e = P P L i d = 1 f o r m = N O M c t v = T O W N >
< / P L A C E >
< S I G N A L i d = 2 >
5 0
< / S I G N A L >
< S I G N A L i d = 3 >
< / S I G N A L >
< P L A C E i d = 4 t y p e = P P L A c o u n t r y = A T f o r m = N A M >
< / P L A C E >
< P L A C E i d = 5 t y p e = C O U N T R Y c o u n t r y = A T m o d = C >
< / P L A C E >
< P L A C E i d = 6 t y p e = M T S >
< / P L A C E >
< P A T H i d = 7 d i s t a n c e = 5 0 : m i d i r e c t i o n = S s o u r c e = 4 d e s t i n a t i o n = 1 s i g n a l s = 2 3 / >
< L I N K i d = 8 s o u r c e = 1 t a r g e t = 6 l i n k T y p e = I N / >
bE\OO(W N*Ny-N[ eY0W)R] [ ?\QSe] [ (\(!X] [ NWS] 'Y~ [ 5 0 T] v [ GP[] ̑0
< P L A C E i d = 1 t y p e = C O U N T R Y c o u n t r y = A T m o d = C > eY0W)R < / P L A C E >
< P L A C E i d = 2 t y p e = M T S > ?\QSe< / P L A C E >
< P L A C E i d = 3 t y p e = P P L A c o u n t r y = A T f o r m = N A M > (\(!X < / P L A C E >
< S I G N A L i d = 4 > NWS< / S I G N A L >
< S I G N A L i d = 5 > 5 0 T< / S I G N A L >
< P L A C E t y p e = P P L i d = 6 f o r m = N O M c t v = T O W N > GP[< / P L A C E >
< P A T H i d = 7 d i s t a n c e = 5 0 : m i d i r e c t i o n = S source=3 destination=6 signals=2 3/>
5. I met Laila in a [cafe] in [Rabat].
cafeRabat
#D*BJ* (DJDI AJ EBGJ AJ 'D1('7
< P L A C E i d = 1 f o r m = N O M t y p e = F A C > EBGJ< / P L A C E >
< P L A C E t y p e = P P L C i d = 2 f o r m = N A M c o u n t r y = M A > 'D1('7< / P L A C E >
< L I N K i d = 3 s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
[ |] ǔ [ tΘ] |||| ̹.
I - T o p R a b a t - L o c e x i s t - e n d i n g c a f e - L o c L a i l a - A c c m e e t - P a s t - e n d i n g
< P L A C E i d = 1 f o r m = N O M t y p e = F A C > tΘ< / P L A C E >
< P L A C E t y p e = P P L C i d = 2 f o r m = N A M c o u n t r y = M A > |< / P L A C E >
< L I N K i d = 3 s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
[
] [
]
.
< P L A C E i d = 1 f o r m = N O M t y p e = F A C >
< / P L A C E >
< P L A C E t y p e = P P L C i d = 2 f o r m = N A M c o u n t r y = M A >
< / P L A C E >
< L I N K i d = 3 s o u r c e = 1 t a r g e t = 2 l i n k T y p e = I N / >
b(W[ b]yr] v N*N[ TaU] GN
b0
< P L A C E t y p e = P P L C i d = 1 f o r m = N A M c o u n t r y = M A > b]yr < / P L A C E >
< P L A C E i d = 2 f o r m = N O M t y p e = F A C > TaU< / P L A C E >
< L I N K i d = 3 s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
6 . I l i v e i n t h e k e y [ I r a q i ] b o r d e r t o w n o f [ Q a i m ] .
< P L A C E t y p e = C O U N T R Y i d = 1 f o r m = N A M m o d = B R c o u n t r y = I Q > I r a q i < / P L A C E >
< P L A C E t y p e = P P L i d = 2 f o r m = N A M c t v = T O W N c o u n t r y = I Q > Q a i m < / P L A C E >
< L I N K i d = 4 s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
#F' #3CF AJ 'DE/JF) 'D91'BJ) 'D-/H/J) 'D1&J3J) BE
< P L A C E t y p e = C O U N T R Y i d = 1 f o r m = N A M m o d = B R c o u n t r y = I Q > 'DE/JF) 'D91'BJ)< / P L A C E >
< P L A C E t y p e = P P L i d = 2 f o r m = N A M c t v = T O W N c o u n t r y = I Q > BE < / P L A C E >
< L I N K i d = 4 s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
[ pτ] X t|l [ m] ȹD .
I - T o p Q a i m - P o s I r a q b o r d e r t o w n - L o c l i v e - P r e s e n t - e n d i n g
< P L A C E t y p e = C O U N T R Y i d = 1 f o r m = N A M m o d = B R c o u n t r y = I Q > t|l< / P L A C E >
< P L A C E t y p e = P P L i d = 2 f o r m = N A M c t v = T O W N c o u n t r y = I Q > pτ< / P L A C E >
< L I N K i d = 4 s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
[
]
[
]
.
< P L A C E t y p e = C O U N T R Y i d = 1 f o r m = N A M m o d = B R c o u n t r y = I Q >
< / P L A C E >
< P L A C E t y p e = P P L i d = 2 f o r m = N A M c t v = T O W N c o u n t r y = I Q >
< / P L A C E >
< L I N K i d = 4 s o u r c e = 2 t a r g e t = 1 l i n k T y p e = I N / >
bOO(W[
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M a p p i n g t o A C E
M a p p i n g t o A C E ( A u t o m a t i c C o n t e n t E x t r a c t i o n ) E n g l i s h A n n o t a t i o n G u i d e l i n e s f o r E n t i t i e s , V e r s i o n 5 . 6 .6 2006.08.01
In comparison with ACE, SpatialML attempts to use a classification scheme thats closer to information represented in gazetteers, thereby making the grounding of spatial locations in terms of geo-coordinates easier. SpatialML also doesnt concern itself with referential subtleties like metonymy; the latter has proven to be difficult for humans to annotate. Finally, SpatialML addresses relative locations involving distances and topological relations that ACE ignores. ACE GPE, Location, and Facility Entity types are representable in SpatialML, as are ACE Near Relations. Table 9 shows some example mappings for ACE entities, whereas Table 10 shows example mappings for ACE relations.
SpatialML, unlike ACE, is a flat annotation scheme; Instead of grouping mentions into classes (called entities in ACE), SpatialML simply annotates mentions of places. Any mentions of ACE entities where the latter are of TYPE=GPE or TYPE=Location, or Facilities where SUBTYPE=Airports or SUBTYPE=Building-or-Grounds are candidate PLACE mentions, provided the ACE mentions have ROLE=GPE or ROLE=LOC and have ACE mention TYPE=NAM (i.e., proper names) or TYPE=NOM (nominals) are valid SpatialML PLACEs. Prenominal modifiers as in the [US] population are also considered PLACEs. Pronominal references such as they, there, whose, etc. are NOT considered PLACEs.
Text (SpatialML extents)SpatialMLACE The continent of [Australia]PLACE type=CONTINENT
continent=AUGPE type=CONTINENT the [Roman] emperor ConstantinePLACE type=PPLC country=ITGPE type=Nation [New York] GovernorPLACE type=CIVIL state=NY
country=USGPE type=STATE-or-Province [Palm Beach] countiesPLACE type=CIVIL state=FL
country=USGPE type=County-or-District ABC news. [Washington].PLACE type=PPLC country=USGPE type=Population-Center the [Middle East]PLACE type=RGN GPE type=GPE-Cluster [Palestine]PLACE type=COUNTRY
country=PSGPE type=Special met in [France]PLACE type=COUNTRY
country=FRGPE.LOC [Iraq] agreed to givePLACE type=COUNTRY
country=IQGPE.ORG The rest of [America] votedPLACE type=COUNTRY
country=USGPE.PER pro-[Iraq] rallyPLACE type=COUNTRY
country=IQGPE.GPE the southern [United States]PLACE type=RGN mod=S
country=USLocation the center of the [city]PLACE type=PPL mod=C
ctv=CITYLocation [Capitol Hill]PLACE type=PPL state=DC
country=USLocation type=Addressborders shared by [Turkey], [Azerbaijan], and [Georgia].Three tags, with Turkey, Azerbaijan, and Georgia each annotated as type=COUNTRYLocation type=Boundary look directly at the [sun]PLACELocation type=Celestial the [Missouri River]PLACE type=WATERLocation type=Water-Body the southern [Caucasus]PLACE type=RGN mod=SLocation type=Land-Region-natural southern [Africa]PLACE type=RGN mod=S
continent=AFLocation type=Region-International southern [Germany]PLACE type=RGN mod=S
country=DELocation type=Region-General [La Guardia Airport]PLACE type=FACFacility type=Airport[Disneyland]PLACE type=FACFacility type=Building-or-GroundsTable 9: Mapping to ACE Entities
Mapping to ACE (Automatic Content Extraction) English Annotation Guidelines for Relations, Version 5.8.3 2005.07.01
ACE Relations of TYPE=PART-WHOLE.GEO or TYPE=PHYSICAL.NEAR are valid SpatialML Links. Our extent rules are different from ACE, which has generally longer and embedded tags as shown in Table 10.
Text (SpatialML extents)SpatialMLACE[Moscow], [Russia]PLACE type=PPLC country=RU id=1
PLACE type=COUNTRY
country=RU id=2
LINK source=1 target=2 linkType=INRelation: Part-Whole.GEO
GPE Arg1: [Moscow, Russia]
GPE Arg2: [Russia]the top of the [mountain]PLACE type=MTN mod=TRelation: Part-Whole.GEO
Location Arg1: [the top of the mountain]
Location Arg2: [the mountain]a [town] some [50 miles] [south] of [Salzburg] in the central [Austrian] [Alps]a [town] some [50 miles] [south] of [Salzburg] in the central [Austrian] [Alps]
town50 milessouthSalzburgAustrianAlps
Relation: Physical.Near
GPE Arg1: [a town some 50 miles south of Salzburg in the central Austrian Alps]
GPE Arg2: [Salzburg]the [Thai] borderPLACE type=COUNTRY
country=TH mod=BORDERRelation: Part-Whole.GEO
Location Arg1: [the Thai border]
GPE Arg2: [Thai]a military [base] in [Germany]PLACE type=FAC id=1
PLACE type=COUNTRY
country=DE id=2
LINK source=1 target=2 linkType=INRelation: Part-Whole.GEO
FAC Arg1: [a military base in Germany]
GPE Arg2: [Germany][St. Vartan's Cathedral], on [Second Avenue]PLACE type=FAC id=1
PLACE type=ROAD id=2
LINK source=1 target=2 linkType=INRelation: Part-Whole.GEO
FAC Arg1: [St. Vartan's Cathedral, on Second Avenue]
FAC Arg2: [Second Avenue]the [lobby] of the [hotel]PLACE type=FAC id=1
PLACE type=FAC id=2
LINK source=1 target=2 linkType=INRelation: Part-Whole.GEO
FAC Arg1: [the lobby of the hotel]
FAC Arg2: [the hotel]the basketball [arena] of [Michigan State University]PLACE type=FAC id=1
PLACE type=FAC id=2
LINK source=1 target=2 linkType=INRelation: Part-Whole.GEO
FAC Arg1: [the basketball arena of Michigan State University]
FAC Arg2: [Michigan State University]Table 10: Mapping to ACE Relations
Auto-Conversion of ACE data to SpatialML
A script has been developed to automatically convert ACE entity mentions and relations to possibly underspecified SpatialML PLACEs and LINKs. Tables 11 and 12 provide guidelines for mapping from SpatialML to ACE entities and relations respectively.
ACE TaskACE TypeACE SubtypeSpatialML convertEntityGPEPlaceGPEContinentPLACE
type=CONTINENT
continent=/string/NationPLACE
type=COUNTRY
country=/string/State-or-ProvincePLACE type=CIVIL County-or-DistrictPLACE type=CIVIL Population-CenterPLACE type=PPLC GPE-ClusterPLACE type=RGN SpecialPLACE
type=COUNTRY
country= /string/LocationPLACECelestialPLACE
type=
CELESTIALWater-BodyPLACE
type=
WATERLand-Region-naturalPLACE type=RGNRegion-InternationalPLACE type=RGNRegion-GeneralPLACE type=RGNFacilityAirportPLACE type=FACBuilding-or-GroundsPLACE type=FACTable 11: Rules for Automatically Mapping ACE Entities to SpatialML
ACE TaskACE TypeACE SubtypeSpatialML convertRelationPART-WHOLEGeographicalLINK source=convert.id(/Role.Arg-1/)
target=convert.id(/Role.Arg-2/)
linkType=INPhysicalNearLINK
source=convert.id(/Role.Arg-1/)
target=convert.id(/Role.Arg-2/)
linkType=NRTable 12: Rules for Automatically Mapping ACE Relations to SpatialML
Mapping to Toponym Resolution Markup Language (TRML)
Here is an example of TRML, from Leidner (2006):
In contrast to this approach, rather than having a list of candidate gazetteer references, we commit to a single one. If the place is ambiguous given the document as context, we do not list all gazetteer entries. However, within a tag, SpatialML optionally records latitude and longitude, where available, via a gazref as well as container information (corresponding to humanPath in TRML).
Mapping to GML
Most of the places represented in SpatialML can be represented in much richer detail in the OGCs GML, which is a soon-to-be ISO XML standard (ISO 19136) for marking up structured geographical data on the Web. (This can also support geographical calculations, display, etc.) Geo-coordinates for a given place, for example, can vary greatly, depending on what reference coordinate system and underlying geometric model of the earth (called a geodetic model) is being used. Further, even latitudes and longitudes may be provided in decimal units, or in degrees, minutes, and seconds. The precision may vary greatly when comparing across representations.
Fortunately, GML is highly expressive. For example, a geo-coordinate may be described as follows:
40.45 - 73.59
This GML tag for Macys says that the reference coordinate system is CRS 4326 (which happens to be the geodetic model WGS-84). It presents the coordinates in the format latitude followed by longitude (in this case in decimal degrees), with southern latitudes and western longitudes being expressed by negative signs. A richer tag might provide height and internal structure for Macys as well.
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- gdS gd%v gdS gd5 As mentioned earlier, points are abstractions. Places construed as points can be represented, instead of by a geo-coordinate alone, as a circle centered on the geo-coordinate and a radius of uncertainty around that geo-coordinate. The following example shows a representation of Manhattan as a circle centered at Macys and with a radius of 5000 meters.
40.45 - 73.595000
One way of aligning a SpatialML tag with a GML representation is to wrap both in an XML based layer that has a tag that explicitly maps gml:id to SpatialML:id.
Thus, we might equate a PLACE tag for 5 miles east of Fengshan with a particular GML tag corresponding to a coordinate with a particular area of uncertainty.
found in a [building] [5 miles] [east] of [Fengshan]
building5 mileseastFengshan22.66 120.41
The wrapping layer will then equate SpatialML:id=1 with gml:id=3. This mapping may be generalized to PLACES of particular types. More commonly, however, there will be a transformation from one to the other that might be more complex.
Likewise, directions in SpatialML can be mapped to particular direction vectors with associated angles from a geo-coordinate in GML.
Mapping to KML
Keyhole Markup Language (KML) is the formatting language used by Google Earth to mark up geographical content on the Web for display using the Google Earth geographical browser. We illustrate a mapping using the same example as in the case of GML.
found in a [building] [5 miles] [east] of [Fengshan]
building5 mileseastFengshanFengshanFengshan120.35, 22.62building001building 5 miles east of Fengshan120.42, 22.66
Google Earth provides a rich set of display capabilities that can be scripted in KML. Thus, a building 5 miles east of Fengshan might be represented in KML by a point represented with an icon for a settlement, a line between that point and another point represented as a building, etc.
Towards SpatialML Lite
SpatialML will in all likelihood expand over subsequent versions, especially in covering other PLACE type and mod values. However, the DTD for SpatialML leaves every attribute of a PLACE tag except the tag id optional. This allows applications to decide which tags to use, and what attributes are needed. For example, a given application may choose only to include PLACE tags with latLong or gazref attributes. The specification of a lighter annotation scheme along these lines can be determined based on the needs of multiple applications.
SpatialML DTD
Changes from Version 2.0
Added predicative feature.
Future Work
Mapping to spatial upper model ontologies, such as found in SUMO.
Other kinds of MODs.
Standardizing States.
More extensive topological relations.
Sets of Locations e.g., all cities that have a population more than five million.
Representing uncertainty.
References
Cohn, A. G., Bennett, B., Gooday, J., Gotts, N. M. 1997. Qualitative Spatial Representation and Reasoning with the Region Connection Calculus. GeoInformatica, 1, 275316, 1997.
Garbin, Eric and Inderjeet Mani. 2005. Disambiguating Toponyms in News. In Proceedings of Human Language Technology Conference and Conference on Empirical Methods in Natural Language Processing, pages 363370. Association for Computational Linguistics, Vancouver, British Columbia, Canada.
Leidner, Jochen L. 2006. Toponym Resolution: A First Large-Scale Comparative Evaluation. Research Report EDI-INF-RR-0839 (July 2006).
Mardis, Scott and John Burger. 2005. Design for an Integrated Gazetteer Database Technical Description and User Guide for a Gazetteer to Support Natural Language Processing Applications. MITRE TECHNICAL REPORT, MTR 05B0000085, November 2005.
Randell, D. A., Z. Cui, and A. G. Cohn. 1992. A Spatial Logic Based on Regions and Connection, Proc. 3rd Int. Conf. on Knowledge Representation and Reasoning, Morgan Kaufmann, San Mateo, pp. 165176, 1992.
Schilder, Frank Versley, Y., & Habel, C. 2004. Extracting Spatial Information: Grounding, Classifying and Linking Spatial Expressions. In the Workshop on Geographic Information Retrieval at the 27th ACM SIGIR conference, Sheffield, England, UK.
http://timex2.mitre.org
http://www.timeml.org
http://projects.ldc.upenn.edu/ace/annotation/2005Tasks.html
Facilities in this system of annotation are not typically tagged unless there is a need for it in a particular domain.
http://www.alexandria.ucsb.edu/gazetteer/FeatureTypes/ver070302/top.htm.
http://www.opengis.net/gml/
http://earth.google.com/kml/
This choice forces us to tag non-referring proper names in expressions such as the non-U.S. team. The nonLocUse attribute on the PLACE tag is set to true in these cases.
http://nhd.usgs.gov/gnis.html
http://gnswww.nga.mil/geonames/GNS/index.jsp
Similarly, Macao is listed as the province CN-92 and Taiwan is CN-71 in ISO-3166-2, while they also have country codes in ISO-3166-1.
In 3166-2, the ISO standard for provinces/states, Hong Kong is listed as CN-91. We must expect some inconsistencies are the standards are updated, and we must expect that the standards will have to be updated as country names and borders change.
The IGDB contains many entries which are searchable under the form X,Y as in Indiana, State of. These entries are likely to contain latlongs when the corresponding entry for the state name alone, Indiana, does not. In order to test for these types of examples, it is worth trying the query X,% where % is a wildcard. The result will give latlongs for PLACEs such as The Commonwealth of Massachusetts and The Kingdom of The Netherlands.
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Country codes are ISO-3166-1 two-letter codes. For countries not in ISO-3166-1, (Yugoslavia, Czechoslovakia, Soviet Union, etc.), use the code OTHER.
In general, it is preferable to use a reliable gazetteer gazref to a latLong as the former provides evidence for the geo-coordinate that the gazref maps to.
If we cant resolve the ambiguity in the gazetteer, we leave out the gazref and geo-coordinate.
If the text is genuinely ambiguous, we tag the place without any gazetteer reference or geo-coordinate.
If the gazetteer supports equivalence class filtering, pick the first gazref in the equivalence class.
Note that mods never have a tagged extent.
If the latLong value is taken from a gazetteer, the gazref attribute must also be given a value.
The annotator is not to use specialized knowledge that is not part of commonsense knowledge that everyone is expected to have.
To help determine the location of a place mentioned in the text, the entire document can be used as context by the annotator.
Note: The automatic conversion rules generate ACE extents (including embedded tags), rather than SpatialML extents. Further, the automatic conversion rules will over-generate in certain cases, e.g., the town of X will get marked as the [town] of [X]. Still, they are far preferable to starting from scratch.
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