edu.stanford.nlp.trees.EnglishGrammaticalRelations Maven / Gradle / Ivy
// Stanford Dependencies - Code for producing and using Stanford dependencies.
// Copyright © 2005-2014 The Board of Trustees of
// The Leland Stanford Junior University. All Rights Reserved.
//
// This program is free software; you can redistribute it and/or
// modify it under the terms of the GNU General Public License
// as published by the Free Software Foundation; either version 2
// of the License, or (at your option) any later version.
//
// This program is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with this program; if not, write to the Free Software
// Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA 02111-1307, USA.
//
// For more information, bug reports, fixes, contact:
// Christopher Manning
// Dept of Computer Science, Gates 1A
// Stanford CA 94305-9010
// USA
// [email protected]
// http://nlp.stanford.edu/software/stanford-dependencies.shtml
package edu.stanford.nlp.trees;
import static edu.stanford.nlp.trees.EnglishPatterns.*;
import edu.stanford.nlp.international.Language;
import edu.stanford.nlp.trees.tregex.TregexPatternCompiler;
import edu.stanford.nlp.util.Generics;
import java.util.*;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.locks.Lock;
import java.util.concurrent.locks.ReadWriteLock;
import java.util.concurrent.locks.ReentrantReadWriteLock;
import static edu.stanford.nlp.trees.GrammaticalRelation.*;
/**
* EnglishGrammaticalRelations is a
* set of {@link GrammaticalRelation} objects for the English language.
* These relations are commonly called Stanford Dependencies (SD).
*
* Grammatical relations can either be shown in their basic form, where each
* input token receives a relation, or "collapsed" which does certain normalizations
* which group words or turns them into relations. See
* {@link EnglishGrammaticalStructure}. What is presented here mainly
* shows the basic form, though there is some mixture. The "collapsed" grammatical
* relations primarily differ as follows:
*
* - Some multiword conjunctions and prepositions are treated as single
* words, and then processed as below.
* - Prepositions do not appear as words but are turned into new "prep" or "prepc"
* grammatical relations, one for each preposition.
* - Conjunctions do not appear as words but are turned into new "conj"
* grammatical relations, one for each conjunction.
* - The possessive "'s" is deleted, leaving just the relation between the
* possessor and possessum.
* - Agents of passive sentences are recognized and marked as agent and not as prep_by.
*
*
* This set of English grammatical relations is not intended to be
* exhaustive or immutable. It's just where we're at now.
*
*
* See {@link GrammaticalRelation} for details of fields and matching.
*
*
* If using LexicalizedParser, it should be run with the
* -retainTmpSubcategories option and one of the
* -splitTMP options (e.g., -splitTMP 1) in order to
* get the temporal NP dependencies maximally right!
*
* Implementation notes: Don't change the set of GRs without discussing it
* with people first. If a change is needed, to add a new grammatical relation:
*
* - Governor nodes of the grammatical relations should be the lowest ones.
* - Check the semantic head rules in SemanticHeadFinder and
* ModCollinsHeadFinder, both in the trees package. That's what will be used to
* match here.
* - Create and define the GrammaticalRelation similarly to the others.
* - Add it to the
values array at the end of the file.
*
* The patterns in this code assume that an NP may be followed by either a
* -ADV or -TMP functional tag but there are no other functional tags represented.
* This corresponds to what we currently get from NPTmpRetainingTreeNormalizer or
* DependencyTreeTransformer.
*
* @author Bill MacCartney
* @author Marie-Catherine de Marneffe
* @author Christopher Manning
* @author Galen Andrew (refactoring English-specific stuff)
* @see GrammaticalStructure
* @see GrammaticalRelation
* @see EnglishGrammaticalStructure
*/
public class EnglishGrammaticalRelations {
//todo: Things still to fix: comparatives, in order to clauses, automatic Vadas-like NP structure
/** This class is just a holder for static classes
* that act a bit like an enum.
*/
private EnglishGrammaticalRelations() {}
// By setting the HeadFinder to null, we find out right away at
// runtime if we have incorrectly set the HeadFinder for the
// dependency tregexes
private static final TregexPatternCompiler tregexCompiler = new TregexPatternCompiler((HeadFinder) null);
/**
* The "predicate" grammatical relation. The predicate of a
* clause is the main VP of that clause; the predicate of a
* subject is the predicate of the clause to which the subject
* belongs.
*
* Example:
* "Reagan died" → pred(Reagan, died)
*/
public static final GrammaticalRelation PREDICATE =
new GrammaticalRelation(Language.English, "pred", "predicate",
DEPENDENT, "S|SINV", tregexCompiler,
"S|SINV <# VP=target");
/**
* The "auxiliary" grammatical relation. An auxiliary of a clause is a
* non-main verb of the clause.
*
* Example:
* "Reagan has died" → aux(died, has)
*/
public static final GrammaticalRelation AUX_MODIFIER =
new GrammaticalRelation(Language.English, "aux", "auxiliary",
DEPENDENT, "VP|SQ|SINV|CONJP", tregexCompiler,
"VP < VP < (/^(?:TO|MD|VB.*|AUXG?|POS)$/=target)",
"SQ|SINV < (/^(?:VB|MD|AUX)/=target $++ /^(?:VP|ADJP)/)",
"CONJP < TO=target < VB", // (CONJP not to mention)
// add handling of tricky VP fronting cases...
"SINV < (VP=target < (/^(?:VB|AUX|POS)/ < " + beAuxiliaryRegex + ") $-- (VP < VBG))");
/**
* The "passive auxiliary" grammatical relation. A passive auxiliary of a
* clause is a
* non-main verb of the clause which contains the passive information.
*
* Example:
* "Kennedy has been killed" → auxpass(killed, been)
*/
public static final GrammaticalRelation AUX_PASSIVE_MODIFIER =
new GrammaticalRelation(Language.English, "auxpass", "passive auxiliary",
AUX_MODIFIER, "VP|SQ|SINV", tregexCompiler,
"VP < (/^(?:VB|AUX|POS)/=target < " + passiveAuxWordRegex + " ) < (VP|ADJP [ < VBN|VBD | < (VP|ADJP < VBN|VBD) < CC ] )",
"SQ|SINV < (/^(?:VB|AUX|POS)/=target < " + beAuxiliaryRegex + " $++ (VP < VBD|VBN))",
// add handling of tricky VP fronting cases...
"SINV < (VP=target < (/^(?:VB|AUX|POS)/ < " + beAuxiliaryRegex + ") $-- (VP < VBD|VBN))",
"SINV < (VP=target < (VP < (/^(?:VB|AUX|POS)/ < " + beAuxiliaryRegex + ")) $-- (VP < VBD|VBN))");
/**
* The "copula" grammatical relation. A copula is the relation between
* the complement of a copular verb and the copular verb.
*
* Examples:
* "Bill is big" → cop(big, is)
* "Bill is an honest man" → cop(man, is)
*/
public static final GrammaticalRelation COPULA =
new GrammaticalRelation(Language.English, "cop", "copula",
AUX_MODIFIER, "VP|SQ|SINV|SBARQ", tregexCompiler,
"VP < (/^(?:VB|AUX)/=target < " + copularWordRegex + " [ $++ (/^(?:ADJP|NP$|WHNP$)/ !< (VBN|VBD !$++ /^N/)) | $++ (S <: (ADJP < JJ)) ] )",
"SQ|SINV < (/^(?:VB|AUX)/=target < " + copularWordRegex + " [ $++ (ADJP !< VBN|VBD) | $++ (NP $++ NP) | $++ (S <: (ADJP < JJ)) ] )",
// matches (what, is) in "what is that" after the SQ has been flattened out of the tree
"SBARQ < (/^(?:VB|AUX)/=target < " + copularWordRegex + ") < (WHNP < WP)",
// "Such a great idea this was"
"SINV <# (NP $++ (NP $++ (VP=target < (/^(?:VB|AUX)/ < " + copularWordRegex + "))))");
private static final String ETC_PAT = "(FW < /^(?i:etc)$/)";
private static final String ETC_PAT_target = "(FW=target < /^(?i:etc)$/)";
private static final String FW_ETC_PAT = "(ADVP|NP <1 (FW < /^(?i:etc)$/))";
private static final String FW_ETC_PAT_target = "(ADVP|NP=target <1 (FW < /^(?i:etc)$/))";
// match "not", "n't", "nt" (for informal writing), or "never" as _complete_ string
private static final String NOT_PAT = "/^(?i:n[o']?t|never)$/";
private static final String WESTERN_SMILEY = "/^(?:[<>]?[:;=8][\\-o\\*']?(?:-RRB-|-LRB-|[DPdpO\\/\\\\\\:}{@\\|\\[\\]])|(?:-RRB-|-LRB-|[DPdpO\\/\\\\\\:}{@\\|\\[\\]])[\\-o\\*']?[:;=8][<>]?)$/";
private static final String ASIAN_SMILEY = "/(?!^--$)^(?:-LRB-)?[\\-\\^x=~<>'][_.]?[\\-\\^x=~<>'](?:-RRB-)?$/";
/**
* The "conjunct" grammatical relation. A conjunct is the relation between
* two elements connected by a conjunction word. We treat conjunctions
* asymmetrically: The head of the relation is the first conjunct and other
* conjunctions depend on it via the conj relation.
*
* Example:
* "Bill is big and honest" → conj(big, honest)
*
* Note:Modified in 2010 to exclude the case of a CC/CONJP first in its phrase: it has to conjoin things.
*/
public static final GrammaticalRelation CONJUNCT =
new GrammaticalRelation(Language.English, "conj", "conjunct",
DEPENDENT, "VP|(?:WH)?NP(?:-TMP|-ADV)?|ADJP|PP|QP|ADVP|UCP(?:-TMP|-ADV)?|S|NX|SBAR|SBARQ|SINV|SQ|JJP|NML|RRC", tregexCompiler,
"VP|S|SBAR|SBARQ|SINV|SQ|RRC < (CC|CONJP $-- !/^(?:``|-LRB-|PRN|PP|ADVP|RB)/ $+ !/^(?:SBAR|PRN|``|''|-[LR]RB-|,|:|\\.)$/=target)",
// This case is separated out from the previous case to
// avoid conflicts with advcl when you have phrases such as
// "but only because ..."
"SBAR < (CC|CONJP $-- @SBAR $+ @SBAR=target)",
// non-parenthetical or comma in suitable phrase with conj then adverb to left
"VP|S|SBAR|SBARQ|SINV|SQ|RRC < (CC|CONJP $-- !/^(?:``|-LRB-|PRN|PP|ADVP|RB)/ $+ (ADVP $+ !/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/=target))",
// content phrase to the right of a comma or a parenthetical
// The test at the end is to make sure that a conjunction or
// comma etc actually show up between the target of the conj
// dependency and the head of the phrase. Otherwise, a
// different relationship is probably more appropriate.
// Note that this test looks for one of two things: a
// cc/conjp which does not have a , between it and the
// target or a , which does not appear to the right of a
// cc/conjp. This test eliminates things such as
// parentheticals which come after a list, such as in the
// sentence "to see the market go down and dump everything,
// which ..." where "go down and dump everything, which..."
// is all in one VP node.
"VP|S|SBAR|SBARQ|SINV|SQ=root < (CC|CONJP $-- !/^(?:``|-LRB-|PRN|PP|ADVP|RB)/) < (/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/ $+ (/^S|SINV$|^(?:A|N|V|PP|PRP|J|W|R)/=target [$-- (CC|CONJP $-- (__ ># =root) !$++ (/^:|,$/ $++ =target)) | $-- (/^:|,$/ $-- (__ ># =root) [!$-- /^CC|CONJP$/ | $++ (=target < (/^,$/ $++ (__ ># =target)))])] ) )",
// non-parenthetical or comma in suitable phrase with conjunction to left
"/^(?:ADJP|JJP|PP|QP|(?:WH)?NP(?:-TMP|-ADV)?|ADVP|UCP(?:-TMP|-ADV)?|NX|NML)$/ [ < (CC|CONJP $-- !/^(?:``|-LRB-|PRN)$/ $+ !/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/=target) | < " + ETC_PAT_target + " | < " + FW_ETC_PAT_target + "]",
// non-parenthetical or comma in suitable phrase with conj then adverb to left
"/^(?:ADJP|PP|(?:WH)?NP(?:-TMP|-ADV)?|ADVP|UCP(?:-TMP|-ADV)?|NX|NML)$/ < (CC|CONJP $-- !/^(?:``|-LRB-|PRN)$/ $+ (ADVP $+ !/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/=target))",
// content phrase to the right of a comma or a parenthetical
"/^(?:ADJP|PP|(?:WH)?NP(?:-TMP|-ADV)?|ADVP|UCP(?:-TMP|-ADV)?|NX|NML)$/ [ < (CC|CONJP $-- !/^(?:``|-LRB-|PRN)$/) | < " + ETC_PAT + " | < " + FW_ETC_PAT + "] < (/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/ [ $+ /^S|SINV$|^(?:A|N|V|PP|PRP|J|W|R)/=target | $+ " + ETC_PAT_target + " ] )",
// content phrase to the left of a comma for at least NX
"NX|NML [ < (CC|CONJP $- __) | < " + ETC_PAT + "] < (/^,$/ $- /^(?:A|N|V|PP|PRP|J|W|R|S)/=target)",
// to take the conjunct in a preconjunct structure "either X or Y"
// also catches some missing examples of etc as conj
"/^(?:VP|S|SBAR|SBARQ|SINV|ADJP|PP|QP|(?:WH)?NP(?:-TMP|-ADV)?|ADVP|UCP(?:-TMP|-ADV)?|NX|NML)$/ [ < (CC $++ (CC|CONJP $+ !/^(?:PRN|``|''|-[LR]RB-|,|:|\\.)$/=target)) | <- " + ETC_PAT_target + " | <- " + FW_ETC_PAT_target + " ]");
/**
* The "coordination" grammatical relation. A coordination is the relation
* between an element and a conjunction.
*
* Example:
* "Bill is big and honest." → cc(big, and)
*/
public static final GrammaticalRelation COORDINATION =
new GrammaticalRelation(Language.English, "cc", "coordination",
DEPENDENT, ".*", tregexCompiler,
"__ [ < (CC=target !< /^(?i:either|neither|both)$/ ) | < (CONJP=target !< (RB < /^(?i:not)$/ $+ (RB|JJ < /^(?i:only|just|merely)$/))) ]");
/**
* The "punctuation" grammatical relation. This is used for any piece of
* punctuation in a clause, if punctuation is being retained in the
* typed dependencies.
*
* Example:
* "Go home!" → punct(Go, !)
*
* The condition for NFP to appear hear is that it does not match the emoticon patterns under discourse.
*/
public static final GrammaticalRelation PUNCTUATION =
new GrammaticalRelation(Language.English, "punct", "punctuation",
DEPENDENT, ".*", tregexCompiler,
"__ < /^(?:\\.|:|,|''|``|\\*|-LRB-|-RRB-|HYPH)$/=target",
"__ < (NFP=target !< " + WESTERN_SMILEY + " !< " + ASIAN_SMILEY + ")");
/**
* The "argument" grammatical relation. An argument of a VP is a
* subject or complement of that VP; an argument of a clause is
* an argument of the VP which is the predicate of that
* clause.
*
* Example:
* "Clinton defeated Dole" → arg(defeated, Clinton), arg(defeated, Dole)
*/
public static final GrammaticalRelation ARGUMENT =
new GrammaticalRelation(Language.English, "arg", "argument", DEPENDENT);
/**
* The "subject" grammatical relation. The subject of a VP is
* the noun or clause that performs or experiences the VP; the
* subject of a clause is the subject of the VP which is the
* predicate of that clause.
*
* Examples:
* "Clinton defeated Dole" → subj(defeated, Clinton)
* "What she said is untrue" → subj(is, What she said)
*/
public static final GrammaticalRelation SUBJECT =
new GrammaticalRelation(Language.English, "subj", "subject", ARGUMENT);
/**
* The "nominal subject" grammatical relation. A nominal subject is
* a subject which is an noun phrase.
*
* Example:
* "Clinton defeated Dole" → nsubj(defeated, Clinton)
*/
public static final GrammaticalRelation NOMINAL_SUBJECT =
new GrammaticalRelation(Language.English, "nsubj", "nominal subject",
SUBJECT, "S|SQ|SBARQ|SINV|SBAR|PRN", tregexCompiler,
"S=subj < ((NP|WHNP=target !< EX !<# (/^NN/ < (" + timeWordRegex + "))) $++ VP=verb) : (=subj !> VP | !<< (=verb < TO))",
"S < ( NP=target <# (/^NN/ < " + timeWordRegex + ") !$++ NP $++VP)",
"SQ|PRN < (NP=target !< EX $++ VP)",
"SQ < (NP=target !< EX $- (/^(?:VB|AUX)/ < " + copularWordRegex + ") !$++ VP)",
// Allows us to match "Does it?" without matching "Who does it?"
"SQ < (NP=target !< EX $- /^(?:VB|AUX)/ !$++ VP) !$-- NP|WHNP",
"SQ < ((NP=target !< EX) $- (RB $- /^(?:VB|AUX)/) ![$++ VP])",
"SBARQ < WHNP=target < (SQ < (VP !$-- NP))",
// This will capture incorrectly parsed trees in sentences
// such as "What disease causes cancer" without capturing
// correctly parsed trees such as "What do elephants eat?"
"SBARQ < WHNP=target < (SQ < ((/^(?:VB)/ !< " + copularWordRegex + ") !$-- NP !$++ VP))",
"SBARQ < (SQ=target < (/^(?:VB|AUX)/ < " + copularWordRegex + ") !< VP)",
// matches subj in SINV
"SINV < (NP|WHNP=target [ $- VP|VBZ|VBD|VBP|VB|MD|AUX | $- (@RB|ADVP $- VP|VBZ|VBD|VBP|VB|MD|AUX) | !$- __ !$ @NP] )",
// Another SINV subj, such as "Such a great idea this was"
"SINV < (NP $++ (NP=target $++ (VP < (/^(?:VB|AUX)/ < " + copularWordRegex + "))))",
//matches subj in xcomp like "He considered him a friend"
"S < (NP=target $+ NP|ADJP) > VP",
// matches subj in relative clauses
"SBAR < WHNP=target [ < (S < (VP !$-- NP) !< SBAR) | < (VP !$-- NP) !< S ]", // second disjunct matches errors where there is no S under SBAR and otherwise does no harm
// matches subj in relative clauses
"SBAR !< WHNP < (S !< (NP $++ VP)) > (VP > (S $- WHNP=target))",
// matches subj in existential "there" SQ
"SQ < ((NP < EX) $++ NP=target)",
// matches subj in existential "there" S
"S < (NP < EX) <+(VP) (VP < NP=target)",
// matches (what, that) in "what is that" after the SQ has been flattened out of the tree
"SBARQ < (/^(?:VB|AUX)/ < " + copularWordRegex + ") < (WHNP < WP) < NP=target",
// matches (what, wrong) in "what is wrong with ..." after the SQ has been flattened out of the tree
// note that in that case "wrong" is taken as the head thanks to SemanticHeadFinder hackery
// The !$++ matches against (what, worth) in What is UAL stock worth?
"SBARQ < (WHNP=target $++ ((/^(?:VB|AUX)/ < " + copularWordRegex + ") $++ ADJP=adj !$++ (NP $++ =adj)))",
// the (NP < EX) matches (is, WHNP) in "what dignity is there in ..."
// the PP matches (is, WHNP) in "what is on the test"
"SBARQ <1 WHNP=target < (SQ < (/^(?:VB|AUX)/ < " + copularWordRegex + ") [< (NP < EX) | < PP])");
/**
* The "nominal passive subject" grammatical relation. A nominal passive
* subject is a subject of a passive which is an noun phrase.
*
* Example:
* "Dole was defeated by Clinton" → nsubjpass(defeated, Dole)
*
* This pattern recognizes basic (non-coordinated) examples. The coordinated
* examples are currently handled by correctDependencies() in
* EnglishGrammaticalStructure. This seemed more accurate than any tregex
* expression we could come up with.
*/
public static final GrammaticalRelation NOMINAL_PASSIVE_SUBJECT =
new GrammaticalRelation(Language.English, "nsubjpass", "nominal passive subject",
NOMINAL_SUBJECT, "S|SQ", tregexCompiler,
"S|SQ < (WHNP|NP=target !< EX) < (VP < (/^(?:VB|AUX)/ < " + passiveAuxWordRegex + ") < (VP < VBN|VBD))");
/**
* The "clausal subject" grammatical relation. A clausal subject is
* a subject which is a clause.
*
* Examples: (subject is "what she said" in both examples)
* "What she said makes sense" → csubj(makes, said)
* "What she said is untrue" → csubj(untrue, said)
*/
public static final GrammaticalRelation CLAUSAL_SUBJECT =
new GrammaticalRelation(Language.English, "csubj", "clausal subject",
SUBJECT, "S", tregexCompiler,
"S < (SBAR|S=target !$+ /^,$/ $++ (VP !$-- NP))");
/**
* The "clausal passive subject" grammatical relation. A clausal passive subject is
* a subject of a passive verb which is a clause.
*
* Example: (subject is "that she lied")
* "That she lied was suspected by everyone" → csubjpass(suspected, lied)
*/
public static final GrammaticalRelation CLAUSAL_PASSIVE_SUBJECT =
new GrammaticalRelation(Language.English, "csubjpass", "clausal passive subject",
CLAUSAL_SUBJECT, "S", tregexCompiler,
"S < (SBAR|S=target !$+ /^,$/ $++ (VP < (VP < VBN|VBD) < (/^(?:VB|AUXG?)/ < " + passiveAuxWordRegex + ") !$-- NP))",
"S < (SBAR|S=target !$+ /^,$/ $++ (VP <+(VP) (VP < VBN|VBD > (VP < (/^(?:VB|AUX)/ < " + passiveAuxWordRegex + "))) !$-- NP))");
/**
* The "complement" grammatical relation. A complement of a VP
* is any object (direct or indirect) of that VP, or a clause or
* adjectival phrase which functions like an object; a complement
* of a clause is an complement of the VP which is the predicate
* of that clause.
*
* Examples:
* "She gave me a raise" →
* comp(gave, me),
* comp(gave, a raise)
* "I like to swim" →
* comp(like, to swim)
*/
public static final GrammaticalRelation COMPLEMENT =
new GrammaticalRelation(Language.English, "comp", "complement", ARGUMENT);
/**
* The "object" grammatical relation. An object of a VP
* is any direct object or indirect object of that VP; an object
* of a clause is an object of the VP which is the predicate
* of that clause.
*
* Examples:
* "She gave me a raise" →
* obj(gave, me),
* obj(gave, raise)
*/
public static final GrammaticalRelation OBJECT =
new GrammaticalRelation(Language.English, "obj", "object", COMPLEMENT);
/**
* The "direct object" grammatical relation. The direct object
* of a verb is the noun phrase which is the (accusative) object of
* the verb; the direct object of a clause or VP is the direct object of
* the head predicate of that clause.
*
* Example:
* "She gave me a raise" →
* dobj(gave, raise)
* Note that dobj can also be assigned by the conversion of rel in the postprocessing.
*/
public static final GrammaticalRelation DIRECT_OBJECT =
new GrammaticalRelation(Language.English, "dobj", "direct object",
OBJECT, "VP|SQ|SBARQ?", tregexCompiler,
"VP !< (/^(?:VB|AUX)/ [ < " + copularWordRegex + " | < " + clausalComplementRegex + " ]) < (NP|WHNP=target [ [ !<# (/^NN/ < " + timeWordRegex + ") !$+ NP ] | $+ NP-TMP | $+ (NP <# (/^NN/ < " + timeWordRegex + ")) ] ) " +
// The next qualification eliminates parentheticals that
// come after the actual dobj
" <# (__ !$++ (NP $++ (/^[:]$/ $++ =target))) ",
// Examples such as "Rolls-Royce expects sales to remain steady"
"VP < (S < (NP|WHNP=target $++ (VP < TO)))",
// This matches rare cases of misparses, such as "What
// disease causes cancer?" where the "causes" does not get a
// surrounding VP. Hopefully it does so without overlapping
// any other dependencies.
"SQ < (/^(?:VB)/=verb !< " + copularWordRegex + ") $-- WHNP !< VP !< (/^(?:VB)/ ! == =verb) < (NP|WHNP=target [ [ !<# (/^NN/ < " + timeWordRegex + ") !$+ NP ] | $+ NP-TMP | $+ (NP <# (/^NN/ < " + timeWordRegex + ")) ] )",
// The rule for Wh-questions
// cdm Jul 2010: No longer require WHNP as first child of SBARQ below: often not because of adverbials, quotes, etc., and removing restriction does no harm
// this next pattern used to assume no empty NPs. Corrected.
// One could require the VP at the end of the <+ to also be !< (/^(?:VB|AUX)/ $. SBAR) . This would be right for complement SBAR, but often avoids good matches for adverbial SBAR. Adding it kills 4 good matches for avoiding 2 wrong matches on sum of TB3-train and EWT
"SBARQ < (WHNP=target !< WRB !<# (/^NN/ < " + timeWordRegex + ")) <+(SQ|SINV|S|VP) (VP !< NP|TO !< (S < (VP < TO)) !< (/^(?:VB|AUX)/ < " + copularWordRegex + " $++ (VP < VBN|VBD)) !< (PP <: IN|TO) $-- (NP !< /^-NONE-$/))",
// matches direct object in relative clauses with relative pronoun "I saw the book that you bought". Seems okay. If this is changed, also change the pattern for "rel"
// TODO: this can occasionally produce incorrect dependencies, such as the sentence
// "with the way which his split-fingered fastball is behaving"
// eg take a tree where the verb doesn't have an object
"SBAR < (WHNP=target !< WRB) < (S < NP < (VP !< SBAR !<+(VP) (PP <- IN|TO) !< (S < (VP < TO))))",
// // matches direct object for long dependencies in relative clause without explicit relative pronouns
// "SBAR !< (WHPP|WHNP|WHADVP) < (S < (@NP $++ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) !<+(VP) (/^(?:VB|AUX)/ < " + copularWordRegex + " $+ (VP < VBN|VBD)) !<+(VP) NP !< SBAR !<+(VP) (PP <- IN|TO)))) !$-- CC $-- NP > NP=target " +
// // avoid conflicts with rcmod. TODO: we could look for
// // empty nodes in this kind of structure and use that to
// // find dobj, tmod, advmod, etc. won't help the parser,
// // of course, but will help when converting a treebank
// // which contains empties
// // Example: "with the way his split-fingered fastball is behaving"
// "!($-- @NP|WHNP|NML > @NP|WHNP <: (S !< (VP < TO)))",
// If there was an NP between the WHNP and the ADJP, we want
// that NP to have the nsubj relation, and the WHNP is either
// a dobj or a pobj instead. For example, dobj(What, worth)
// in "What is UAL stock worth?"
"SBARQ < (WHNP=target $++ ((/^(?:VB|AUX)/ < " + copularWordRegex + ") $++ (ADJP=adj !< (PP !< NP)) $++ (NP $++ =adj)))"
// Now allow $++ in main pattern above so don't need this.
// "SBAR !< (WHPP|WHNP|WHADVP) < (S < (@NP $+ (ADVP $+ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) !<+(VP) (/^(?:VB|AUX)/ < " + copularWordRegex + " $+ (VP < VBN|VBD)) !<+(VP) NP !< SBAR !<+(VP) (PP <- IN|TO))))) !$-- CC $-- NP > NP=target"
// Excluding BE doesn't allow cases of NP-PRD followed by NP-TMP or NP-LOC like "These are Europeans next door."
// Doc said: case with an iobj before dobj as two regular NPs. (This won't match if second one is explicitly NP-TMP.) But basic case covers this case. Does nothing.
// "VP < (NP $+ (NP|WHNP=target !< (/^NN/ < " + timeWordLotRegex + "))) !<(/^(?:VB|AUX)/ < " + copularWordRegex + ")", // this time one also included "lot"
// Doc said: match "give it next week". CDM 2013: I think this was put in to handle parse errors where the 2 NPs of a ditransitive were grouped into 1. But it is in principle wrong, and including it seems to be a no-op on TB3 WSJ. So exclude for now.
// "VP < (NP < (NP $+ (/^(NP|WHNP)$/=target !< (/^NN/ < " + timeWordLotRegex + "))))!< (/^(?:VB|AUX)/ < " + copularWordRegex + ")", // this time one also included "lot"
// Doc said: matches direct object in relative clauses "I saw the book that you said you bought". But it didn't seem to determine anything.
// This was various attempts at handling a long distance dependency, but that doesn't work; now handled through rel mechanism.
// "SBAR !< WHNP|WHADVP < (S < (@NP $++ (VP !$++ NP))) > (VP > (S < NP $- WHNP=target))",
// "SBAR !< WHNP|WHADVP|IN < (S < @NP < (VP !< (NP !<<# " + timeWordRegex + "))) > (VP > (S < NP $- WHNP=target))",
// "S < (@NP !< /^-NONE-$/) <+(VP) (VP !< (@NP !< /^-NONE-$/ < (/^VB/ !< " + copularWordRegex + ")) !< CONJP|CC|SBAR) > (@SBAR !< @WHNP|WHADVP $- /^VB/ >+(VP|S|SBAR) (S < (@NP !< /^-NONE-$/ !<<# " + timeWordRegex + ") $- (@WHNP=target !< /^-NONE-$/ !<# WRB)))",
// we now don't match "VBG > PP $+ NP=target", since it seems better to CM to regard these quasi preposition uses (like "including soya") as prepositions rather than verbs with objects -- that's certainly what the phrase structure at least suggests in the PTB. They're now matched as pobj
);
/**
* The "indirect object" grammatical relation. The indirect
* object of a VP is the noun phrase which is the (dative) object
* of the verb; the indirect object of a clause is the indirect
* object of the VP which is the predicate of that clause.
*
* Example:
* "She gave me a raise" →
* iobj(gave, me)
*/
public static final GrammaticalRelation INDIRECT_OBJECT =
new GrammaticalRelation(Language.English, "iobj", "indirect object",
OBJECT, "VP", tregexCompiler,
"VP < (NP=target !< /\\$/ !<# (/^NN/ < " + timeWordRegex + ") $+ (NP !<# (/^NN/ < " + timeWordRegex + ")))",
// this next one was meant to fix common mistakes of our parser, but is perhaps too dangerous to keep
// excluding selfRegex leaves out phrases such as "I cooked dinner myself"
// excluding DT leaves out phrases such as "My dog ate it all""
"VP < (NP=target < (NP !< /\\$/ $++ (NP !<: (PRP < " + selfRegex + ") !<: DT !< (/^NN/ < " + timeWordLotRegex + ")) !$ CC|CONJP !$ /^,$/ !$++ /^:$/))");
/**
* The "prepositional object" grammatical relation. The object of a
* preposition is the head of a noun phrase following the preposition, or
* the adverbs "here" and "there".
* (The preposition in turn may be modifying a noun, verb, etc.)
* We here define cases of VBG quasi-prepositions like "including",
* "concerning", etc. as instances of pobj (unlike the Penn Treebank).
*
* Example:
* "I sat on the chair" →
* pobj(on, chair)
*
* (The preposition can be called a FW for pace, versus, etc. It can also
* be called a CC - but we don't currently handle that and would need to
* distinguish from conjoined PPs. Jan 2010 update: We now insist that the
* NP must follow the preposition. This prevents a preceding NP measure
* phrase being matched as a pobj. We do allow a preposition tagged RB
* followed by an NP pobj, as happens in the Penn Treebank for adverbial uses
* of PP like "up 19%")
*/
public static final GrammaticalRelation PREPOSITIONAL_OBJECT =
new GrammaticalRelation(Language.English, "pobj", "prepositional object",
OBJECT, "SBARQ|PP(?:-TMP)?|WHPP|PRT|ADVP|WHADVP|XS", tregexCompiler,
"/^(?:PP(?:-TMP)?|(?:WH)?(?:PP|ADVP))$/ < (SYM|IN|VBG|VBN|TO|FW|RB|RBR $++ (/^(?:WH)?(?:NP|ADJP)(?:-TMP|-ADV)?$/=target !$- @NP) !< /^(?i:not)$/)",
// We allow ADVP with NP objects for cases like (ADVP earlier this year)
"/^PP(?:-TMP)?$/ < (/^(?:IN|VBG|VBN|TO)$/ $+ (ADVP=target [ < (RB < /^(?i:here|there)$/) | < (ADVP < /^NP(?:-TMP)?$/) ] ))",
// second disjunct is weird ADVP, only matches 1 tree in 2-21
// to deal with preposition stranding in questions (e.g., "Which city do you live in?") -- the preposition is sometimes treated as a particle by the parser (works well but doesn't preserve the tree structure!)
"PRT >- (VP !< (S < (VP < TO)) >+(SQ|SINV|S|VP) (SBARQ <, (WHNP=target !< WRB)) $-- (NP !< /^-NONE-$/))",
"(PP <: IN|TO) >- (VP !< (S < (VP < TO)) >+(SQ|SINV|S|VP) (SBARQ <, (WHNP=target !< WRB)) $-- (NP !< /^-NONE-$/))",
"(PP <: IN|TO) $- (NP $-- (VBZ|VBD) !$++ VP) >+(SQ) (SBARQ <, (WHNP=target !< WRB)) $-- (NP !< /^-NONE-$/)",
"XS|ADVP < (IN < /^(?i:at)$/) < JJS|DT=target", // at least, at most, at best, at worst, at all
//"PP < (CC < less) < NP",
"@PP < CC < @NP=target !< @IN|TO|VBG|VBN|RB|RP|PP", // for cases where "preposition" like "plus", "but", or "versus"
// to handle "in and out of government"
"@WHPP|PP < (@WHPP|PP $++ (CC|CONJP $++ (@WHPP|PP $+ (NP=target !$+ __))))",
// to handle "What weapon is Apollo most proficient with?"
"SBARQ < (WHNP=target $++ ((/^(?:VB|AUX)/ < " + copularWordRegex + ") $++ (ADJP=adj < (PP !< NP)) $++ (NP $++ =adj)))");
/**
* The "prepositional complement" grammatical relation.
* This is used when the complement of a preposition is a clause or
* an adverbial or prepositional phrase.
* The prepositional complement of
* a preposition is the head of the sentence following the preposition,
* or the preposition head of the PP.
*
* Examples:
* "We have no useful information on whether users are at risk" &arr;
* pcomp(on, are)
* "They heard about you missing classes." &arr;
* pcomp(about, missing)
* It is warmer in Greece than in Italy &arr;
* pcomp(than, in)
*/
public static final GrammaticalRelation PREPOSITIONAL_COMPLEMENT =
new GrammaticalRelation(Language.English, "pcomp", "prepositional complement",
COMPLEMENT, "(?:WH)?PP(?:-TMP)?", tregexCompiler,
"@PP|WHPP < (IN|VBG|VBN|TO $+ @SBAR|S|PP|ADVP=target)", // no intervening NP; VBN is for "compared with"
"@PP|WHPP < (RB $+ @SBAR|S=target)", // RB is for weird tagging like "after/RB adjusting for inflation"
"@PP|WHPP !< IN|TO < (SBAR=target <, (IN $+ S))");
// /**
// * The "attributive" grammatical relation. The attributive is the complement of a
// * verb such as "to be, to seem, to appear".
// *
// * These mainly occur in questions. Arguably they shouldn't and we should treat the question
// * WHNP and WHADJP as predicates (as we do for ADJP and NP complements (NP-PRD and ADJP-PRD),
// * but we at present don't produce this.
// */
// public static final GrammaticalRelation ATTRIBUTIVE =
// new GrammaticalRelation(Language.English, "attr", "attributive",
// COMPLEMENT, "VP|SBARQ|SQ", tregexCompiler,
// new String[] {
// "VP < NP=target <(/^(?:VB|AUX)/ < " + copularWordRegex + ") !$ (NP < EX)",
// // "What is that?"
// "SBARQ < (WHNP|WHADJP=target $+ (SQ < (/^(?:VB|AUX)/ < " + copularWordRegex + " !$++ VP) !< (VP <- (PP <:IN)) !<- (PP <: IN)))",
// "SBARQ < (WHNP|WHADJP=target !< WRB) <+(SQ|SINV|S|VP) (VP !< (S < (VP < TO)) < (/^(?:VB|AUX)/ < " + copularWordRegex + " $++ (VP < VBN|VBD)) !<- PRT !<- (PP <: IN) $-- (NP !< /^-NONE-$/))",
// // "Is he the man?"
// "SQ <, (/^(?:VB|AUX)/ < " + copularWordRegex + ") < (NP=target $-- (NP !< EX))"
// });
/**
* The "clausal complement" grammatical relation. A clausal complement of
* a verb or adjective is a dependent clause with an internal subject which
* functions like an object of the verb, or adjective. Clausal complements
* for nouns are limited to complement clauses with a subset of nouns
* like "fact" or "report". We analyze them the same (parallel to the
* analysis of this class as "content clauses" in Huddleston and Pullum 2002).
* Clausal complements are usually finite (though there
* are occasional exceptions including remnant English subjunctives, and we
* also classify the complement of causative "have" (She had him arrested)
* in this category.
*
* Example:
* "He says that you like to swim" →
* ccomp(says, like)
* "I am certain that he did it" →
* ccomp(certain, did)
* "I admire the fact that you are honest" →
* ccomp(fact, honest)
*/
public static final GrammaticalRelation CLAUSAL_COMPLEMENT =
new GrammaticalRelation(Language.English, "ccomp", "clausal complement",
COMPLEMENT, "VP|SINV|S|ADJP|ADVP|NP(?:-.*)?", tregexCompiler,
// Weird case of verbs with direct S complement that is not an infinitive or participle
// ("I saw [him take the cake].", "making [him go crazy]")
"VP < (S=target < (VP !<, TO|VBG|VBN) !$-- NP)",
// the canonical case of a SBAR[that] with an overt "that" or "whether"
"VP < (SBAR=target < (S <+(S) VP) <, (IN|DT < /^(?i:that|whether)$/))",
// Conjoined SBAR otherwise in the canonical case
"VP < (SBAR=target < (SBAR < (S <+(S) VP) <, (IN|DT < /^(?i:that|whether)$/)) < CC|CONJP)",
// This finds most ccomp SBAR[that] with omission of that, but only ones without dobj
"VP < (SBAR=target < (S < VP) !$-- NP !<, (IN|WHADVP) !<2 (IN|WHADVP $- ADVP|RB))",
// Find ccomp SBAR[that] after dobj for clear marker verbs
"VP < (/^V/ < " + ccompObjVerbRegex + ") < (SBAR=target < (S < VP) $-- NP !<, (IN|WHADVP) !<2 (IN|WHADVP $- ADVP|RB))",
"VP < (SBAR=target < (S < VP) !$-- NP <, (WHADVP < (WRB < /^(?i:how)$/)))",
"VP < @SBARQ=target", // Direct question: She asked "Who is in trouble"
"VP < (/^VB/ < " + haveRegex + ") < (S=target < @NP < VP)",
// !$-- @SBAR|S handles cases where the answer to the question
// "What do they ccompVerb?"
// is already answered by a different node
// the ccompObjVerbRegex/NP test distinguishes "He told me why ..."
// vs "They know my order when ..."
"VP < (@SBAR=target !$-- @SBAR|S !$-- /^:$/ [ == @SBAR=sbar | <# @SBAR=sbar ] ) < (/^V/ < " + ccompVerbRegex + ") [ < (/^V/ < " + ccompObjVerbRegex + ") | < (=target !$-- NP) ] : (=sbar < (WHADVP|WHNP < (WRB !< /^(?i:how)$/) !$-- /^(?!RB|ADVP).*$/) !< (S < (VP < TO)))",
// to find "...", he said or "...?" he asked.
// We eliminate conflicts with conj by looking for CC
// Matching against "!< (VP < TO|VBG|VBN)" matches against vmod
// "!< (VP <1 (VP [ <1 VBG|VBN | <2 (VBG|VBN $-- ADVP) ])))" also matches against vmod
"@S|SINV < (@S|SBARQ=target $+ /^(,|\\.|'')$/ !$- /^(?:CC|CONJP|:)$/ !$- (/^(?:,)$/ $- CC|CONJP) !< (VP < TO|VBG|VBN) !< (VP <1 (VP [ <1 VBG|VBN | <2 (VBG|VBN $-- ADVP) ]))) !< (@S !== =target $++ =target !$++ @CC|CONJP)",
// ADVP is things like "As long as they spend ..."
// < WHNP captures phrases such as "no matter what", "no matter how", etc
"ADVP < (SBAR=target [ < WHNP | ( < (IN < /^(?i:as|that)/) < (S < (VP !< TO))) ])",
"ADJP < (SBAR=target !< (IN < as) < S)", // ADJP is things like "sure (that) he'll lose" or for/to ones or object of comparison with than "than we were led to expect"; Leave aside as in "as clever as we thought.
// That ... he know
"S <, (SBAR=target <, (IN < /^(?i:that|whether)$/) !$+ VP)",
// JJ catches a couple of funny NPs with heads like "enough"
// Note that we eliminate SBAR which also match an vmod pattern
"@NP < JJ|NN|NNS < (SBAR=target [ !<(S < (VP < TO )) | !$-- NP|NN|NNP|NNS ] )");
/**
* An open clausal complement (xcomp) of a VP or an ADJP is a clausal
* complement without its own subject, whose reference is determined by an
* external subject. These complements are always non-finite.
* The name xcomp is borrowed from Lexical-Functional Grammar.
* (Mainly "TO-clause" are recognized, but also some VBG like "stop eating")
*
*
* Examples:
* "I like to swim" →
* xcomp(like, swim)
* "I am ready to leave" →
* xcomp(ready, leave)
*/
public static final GrammaticalRelation XCLAUSAL_COMPLEMENT =
new GrammaticalRelation(Language.English, "xcomp", "xclausal complement",
COMPLEMENT, "VP|ADJP|SINV", tregexCompiler,
"VP < (S=target [ !$-- NP | $-- (/^V/ < " + xcompVerbRegex + ") ] !$- (NN < order) < (VP < TO))", // used to have !> (VP < (VB|AUX < be))
"ADJP < (S=target <, (VP <, TO))",
"VP < (S=target !$- (NN < order) < (NP $+ NP|ADJP))",
// to find "help sustain ...
"VP <# (/^(?:VB|AUX)/ $+ (VP=target < VB|VBG))",
"VP < (SBAR=target < (S !$- (NN < order) < (VP < TO))) !> (VP < (VB|AUX < be)) ",
"VP < (S=target !$- (NN < order) <: NP) > VP",
"VP < (/^VB/ $+ (@S=target < (@ADJP < /^JJ/ ! $-- @NP|S))) $-- (/^VB/ < " + copularWordRegex + " )",
// stop eating
// note that we eliminate parentheticals and clauses that could match a vmod
// the clause !$-- VBG eliminates matches such as "What are you wearing dancing tonight"
"(VP < (S=target < (VP < VBG ) !< NP !$- (/^,$/ [$- @NP|VP | $- (@PP $-- @NP ) |$- (@ADVP $-- @NP)]) !$-- /^:$/ !$-- VBG))",
// Detects xcomp(becoming, requirement) in "Hand-holding is becoming an investment banking job requirement"
// Also, xcomp(becoming, problem) in "Why is Dave becoming a problem?"
"(VP $-- (/^(?:VB|AUX)/ < " + copularWordRegex + ") < (/^VB/ < " + clausalComplementRegex + ") < NP=target)",
"VP < (/^(?:VB|AUX)/ < " + clausalComplementRegex + ") < (NP|WHNP=target [ [ !<# (/^NN/ < " + timeWordRegex + ") !$+ NP ] | $+ NP-TMP | $+ (NP <# (/^NN/ < " + timeWordRegex + ")) ] ) " +
// The next qualification eliminates parentheticals that
// come after the actual dobj
" <# (__ !$++ (NP $++ (/^[:]$/ $++ =target))) ",
// The old attr relation, used here to recover xcomp relations instead.
"VP=vp < NP=target <(/^(?:VB|AUX)/ < " + copularWordRegex + " >># =vp) !$ (NP < EX)",
// "Such a great idea this was" if "was" is the root, eg -makeCopulaHead
"SINV <# (VP < (/^(?:VB|AUX)/ < " + copularWordRegex + ") $-- (NP $-- NP=target))");
/**
* The RELATIVE grammatical relation is only here as a temporary
* relation. This tregex triggering indicates either a dobj or a
* pobj should be here. We figure this out in a post-processing
* step by looking at the surrounding dependencies.
*/
public static final GrammaticalRelation RELATIVE =
new GrammaticalRelation(Language.English, "rel", "relative",
COMPLEMENT, "SBAR|SBARQ", tregexCompiler,
"SBAR < (WHNP=target !< WRB) < (S < NP < (VP [ < SBAR | <+(VP) (PP <- IN|TO) | < (S < (VP < TO)) ] ))",
// Rule for copular Wh-questions, e.g. "What am I good at?"
"SBARQ < (WHNP=target !< WRB !<# (/^NN/ < " + timeWordRegex + ")) <+(SQ|SINV) (/^(?:VB|AUX)/ < " + copularWordRegex + " !$++ VP)");
/**
* The "referent" grammatical relation. A
* referent of the Wh-word of a NP is the relative word introducing the relative clause modifying the NP.
*
* Example:
* "I saw the book which you bought" →
* ref(book, which)
* "I saw the book the cover of which you designed" →
* ref(book, which)
*/
public static final GrammaticalRelation REFERENT =
new GrammaticalRelation(Language.English, "ref", "referent", DEPENDENT);
/**
* The "expletive" grammatical relation.
* This relation captures an existential there.
*
*
* Example:
* "There is a statue in the corner" →
* expl(is, there)
*/
public static final GrammaticalRelation EXPLETIVE =
new GrammaticalRelation(Language.English, "expl", "expletive",
DEPENDENT, "S|SQ|SINV", tregexCompiler,
"S|SQ|SINV < (NP=target <+(NP) EX)");
/**
* The "adjectival complement" grammatical relation. An
* adjectival complement of a VP is an adjectival phrase which
* functions as the complement (like an object of the verb); an adjectival
* complement of a clause is the adjectival complement of the VP which is
* the predicate of that clause.
*
* Example:
* "She looks very beautiful" →
* acomp(looks, beautiful)
*/
public static final GrammaticalRelation ADJECTIVAL_COMPLEMENT =
new GrammaticalRelation(Language.English, "acomp", "adjectival complement",
COMPLEMENT, "VP|SQ", tregexCompiler,
"VP [ < ADJP=target | ( < (/^VB/ [ ( < " + clausalComplementRegex + " $++ VP=target ) | $+ (@S=target < (@ADJP < /^JJ/ ! $-- @NP|S)) ] ) !$-- (/^VB/ < " + copularWordRegex + " )) ]",
//Questions like "What am I good at?" with the copula being the head
"SQ < (/^VB/ < " + copularWordRegex + " $++ ADJP=target !$++ VP)");
/**
* The "modifier" grammatical relation. A modifier of a VP is
* any constituent that serves to modify the meaning of the VP
* (but is not an ARGUMENT of that
* VP); a modifier of a clause is an modifier of the VP which is
* the predicate of that clause.
*
* Examples:
* "Last night, I swam in the pool" →
* mod(swam, in the pool),
* mod(swam, last night)
*/
public static final GrammaticalRelation MODIFIER =
new GrammaticalRelation(Language.English, "mod", "modifier", DEPENDENT);
/**
* The "adverbial clause modifier" grammatical relation. An adverbial clause
* modifier of some predicates, such as a VP or (inverted) sentence is a clause modifying the verb
* (temporal clauses, consequences, conditional clauses, etc.).
*
* Examples:
* "The accident happened as the night was falling" →
* advcl(happened, falling)
* "If you know who did it, you should tell the teacher" →
* advcl(tell, know)
*/
public static final GrammaticalRelation ADV_CLAUSE_MODIFIER =
new GrammaticalRelation(Language.English, "advcl", "adverbial clause modifier",
MODIFIER, "VP|S|SQ|SINV|SBARQ|NP|ADVP", tregexCompiler,
"VP < (@SBAR=target <= (@SBAR [ < (IN !< /^(?i:that|whether)$/) | <: (SINV <1 /^(?:VB|MD|AUX)/) | < (RB|IN < so|now) < (IN < that) | <1 (ADVP < (RB < now)) <2 (IN < that) ] ))",
"S|SQ|SINV < (SBAR|SBAR-TMP=target <, (IN !< /^(?i:that|whether)$/ !$+ (NN < order)) !$-- /^(?!CC|CONJP|``|,|INTJ|PP(-.*)?).*$/ !$+ VP)",
// to get "rather than"
"S|SQ|SINV < (SBAR|SBAR-TMP=target <2 (IN !< /^(?i:that|whether)$/ !$+ (NN < order)) !$-- /^(?!CC|CONJP|``|,|INTJ|PP(-.*)?$).*$/)",
// this one might just be better, but at any rate license one with quotation marks or a conjunction beforehand
"S|SQ|SINV < (SBAR|SBAR-TMP=target <, (IN !< /^(?i:that|whether)$/ !$+ (NN < order)) !$+ @VP $+ /^,$/ $++ @NP)",
// the last part should probably only be @SQ, but this captures some strays at no cost
"SBARQ < (SBAR|SBAR-TMP|SBAR-ADV=target <, (IN !< /^(?i:that|whether)$/ !$+ (NN < order)) $+ /^,$/ $++ @SQ|S|SBARQ)",
// added the (S < (VP (VP < (VB|AUX < be)) < (S=target !$- /^,$/ < (VP < TO|VBG) !$-- NP)", // part of former purpcl [cdm 2010: this pattern was added by me in 2006, but it is just bad!]
// // matches direct object for long dependencies in relative clause without explicit relative pronouns
// "SBAR !< (WHPP|WHNP|WHADVP) < (S < (@NP $++ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) !<+(VP) (/^(?:VB|AUX)/ < " + copularWordRegex + " $+ (VP < VBN|VBD)) !<+(VP) NP !< SBAR !<+(VP) (PP <- IN|TO)))) !$-- CC $-- NP > NP=target " +
// // avoid conflicts with rcmod. TODO: we could look for
// // empty nodes in this kind of structure and use that to
// // find dobj, tmod, advmod, etc. won't help the parser,
// // of course, but will help when converting a treebank
// // which contains empties
// // Example: "with the way his split-fingered fastball is behaving"
// "!($-- @NP|WHNP|NML > @NP|WHNP <: (S !< (VP < TO)))",
"NP < (NP $++ (SBAR=target < (IN < /^(?i:than)$/) !< (WHPP|WHNP|WHADVP) < (S < (@NP $++ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) !<+(VP) (/^(?:VB|AUX)/ < " + copularWordRegex + " $+ (VP < VBN|VBD)) !<+(VP) NP !< SBAR !<+(VP) (PP <- IN|TO)))) !<: (S !< (VP < TO))) !$++ (CC $++ =target))",
// this is for comparative or as ... as complements: sold more quickly [than they had expected]
// available as long [as they install a crash barrier]
"ADVP < ADVP < SBAR=target"
);
/*
* The "purpose clause modifier" grammatical relation has been discontinued
* It is now just seen as a special case of an advcl. A purpose clause
* modifier of a VP is a clause headed by "(in order) to" specifying a
* purpose. Note: at present we only recognize ones that have
* "in order to" or are fronted. Otherwise we can't use our surface representations to
* distinguish these from xcomp's. We can also recognize "to" clauses
* introduced by "be VBN".
*
* Example:
* "He talked to the president in order to secure the account" →
* purpcl(talked, secure)
*/
/**
* The "relative clause modifier" grammatical relation. A relative clause
* modifier of an NP is a relative clause modifying the NP. The link
* points from the head noun of the NP to the head of the relative clause,
* normally a verb.
*
*
* Examples:
* "I saw the man you love" →
* rcmod(man, love)
* "I saw the book which you bought" →
* rcmod(book, bought)
*/
public static final GrammaticalRelation RELATIVE_CLAUSE_MODIFIER =
new GrammaticalRelation(Language.English, "rcmod", "relative clause modifier",
MODIFIER, "(?:WH)?(?:NP|NML|ADVP)(?:-.*)?", tregexCompiler,
"@NP|WHNP|NML=np $++ (SBAR=target [ <+(SBAR) WHPP|WHNP | <: (S !< (VP < TO)) ]) !$-- @NP|WHNP|NML !$++ " + ETC_PAT + " !$++ " + FW_ETC_PAT + " > @NP|WHNP : (=np !$++ (CC|CONJP $++ =target))",
"NP|NML $++ (SBAR=target < (WHADVP < (WRB @NP",
// for case of relative clauses with no relativizer
// (it doesn't distinguish whether actually gapped).
"@NP|WHNP < RRC=target <# NP|WHNP|NML|DT|S",
"@ADVP < (@ADVP < (RB < /where$/)) < @SBAR=target",
"NP < (NP $++ (SBAR=target !< (IN < /^(?i:than|that|whether)$/) !< (WHPP|WHNP|WHADVP) < (S < (@NP $++ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) !<+(VP) (/^(?:VB|AUX)/ < " + copularWordRegex + " $+ (VP < VBN|VBD)) !<+(VP) NP !< SBAR !<+(VP) (PP <- IN|TO)))) !<: (S !< (VP < TO))) !$++ (CC $++ =target))");
/*
* The "complementizer" grammatical relation is a discontinued grammatical relation. A
* A complementizer of a clausal complement was the word introducing it.
* It only matched "that" or "whether". We've now merged this in with "mark" which plays a similar
* role with other clausal modifiers.
*
*
* Example:
* "He says that you like to swim" →
* complm(like, that)
*/
/**
* The "marker" grammatical relation. A marker is the word introducing a finite clause subordinate to another clause.
* For a complement clause, this will typically be "that" or "whether".
* For an adverbial clause, the marker is typically a preposition like "while" or "although".
*
* Example:
* "U.S. forces have been engaged in intense fighting after insurgents launched simultaneous attacks" →
* mark(launched, after)
*/
public static final GrammaticalRelation MARKER =
new GrammaticalRelation(Language.English, "mark", "marker",
MODIFIER, "SBAR(?:-TMP)?", tregexCompiler,
"SBAR|SBAR-TMP < (IN|DT=target $++ S|FRAG)",
"SBAR < (IN|DT=target < that|whether) [ $-- /^(?:VB|AUX)/ | $- NP|NN|NNS | > ADJP|PP | > (@NP|UCP|SBAR < CC|CONJP $-- /^(?:VB|AUX)/) ]");
/**
* The "adjectival modifier" grammatical relation. An adjectival
* modifier of an NP is any adjectival phrase that serves to modify
* the meaning of the NP.
*
* Example:
* "Sam eats red meat" →
* amod(meat, red)
* The relation amod is also used for multiword country adjectives, despite their
* questionable treebank representation.
*
* Example:
* "the West German economy" →
* amod(German, West),
* amod(economy, German)
*/
public static final GrammaticalRelation ADJECTIVAL_MODIFIER =
new GrammaticalRelation(Language.English, "amod", "adjectival modifier",
MODIFIER, "NP(?:-TMP|-ADV)?|NX|NML|NAC|WHNP|ADJP", tregexCompiler,
"/^(?:NP(?:-TMP|-ADV)?|NX|NML|NAC|WHNP)$/ < (ADJP|WHADJP|JJ|JJR|JJS|JJP|VBN|VBG|VBD|IN=target !< (QP !< /^[$]$/) !$- CC)",
// IN above is needed for "next" in "next week" etc., which is often tagged IN.
"ADJP !< CC|CONJP < (JJ|NNP $ JJ|NNP=target)",
// Cover the case of "John, 34, works at Stanford" - similar to an expression for appos
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (NP=target <: CD $- /^,$/ $-- /^(?:WH)?NP/ !$ CC|CONJP)");
/**
* The "numeric modifier" grammatical relation. A numeric
* modifier of an NP is any number phrase that serves to modify
* the meaning of the NP.
*
* Example:
* "Sam eats 3 sheep" →
* num(sheep, 3)
*/
public static final GrammaticalRelation NUMERIC_MODIFIER =
new GrammaticalRelation(Language.English, "num", "numeric modifier",
MODIFIER, "(?:WH)?NP(?:-TMP|-ADV)?|NML|NX|ADJP|WHADJP|QP", tregexCompiler,
"/^(?:WH)?(?:NP|NX|NML)(?:-TMP|-ADV)?$/ < (CD|QP=target !$- CC)",
// $ is so phrases such as "$ 100 million buyout" get amod(buyout, $)
"/^(?:WH)?(?:NP|NX|NML)(?:-TMP|-ADV)?$/ < (ADJP=target <: (QP !< /^[$]$/))",
// Phrases such as $ 100 million get converted from (QP ($ $) (CD 100) (CD million)) to
// (QP ($ $) (QP (CD 100) (CD million))). This next tregex covers those phrases.
// Note that the earlier tregexes are usually enough to cover those phrases, such as when
// the QP is by itself in an ADJP or NP, but sometimes it can have other siblings such
// as in the phrase "$ 100 million or more". In that case, this next expression is needed.
"QP < QP=target < /^[$]$/");
/**
* The "compound number modifier" grammatical relation. A compound number
* modifier is a part of a number phrase or currency amount.
*
* Example:
* "I lost $ 3.2 billion" →
* number($, billion)
*/
public static final GrammaticalRelation NUMBER_MODIFIER =
new GrammaticalRelation(Language.English, "number", "compound number modifier",
MODIFIER, "QP|ADJP", tregexCompiler,
"QP|ADJP < (/^(?:CD|$|#)$/=target !$- CC)");
/**
* The "quantifier phrase modifier" grammatical relation. A quantifier
* modifier is an element modifying the head of a QP constituent.
*
* Example:
* "About 200 people came to the party" →
* quantmod(200, About)
*/
public static final GrammaticalRelation QUANTIFIER_MODIFIER =
new GrammaticalRelation(Language.English, "quantmod", "quantifier modifier",
MODIFIER, "QP", tregexCompiler,
"QP < IN|RB|RBR|RBS|PDT|DT|JJ|JJR|JJS|XS=target");
/**
* The "noun compound modifier" grammatical relation. A noun compound
* modifier of an NP is any noun that serves to modify the head noun.
* Note that this has all nouns modify the rightmost a la Penn headship
* rules. There is no intelligent noun compound analysis.
*
* We eliminate nouns that are detected as part of a POS, since that
* will turn into the dependencies denoting possession instead.
* Note we have to include (VBZ < /^\'s$/) as part of the POS
* elimination, since quite a lot of text such as
* "yesterday's widely published sequester" was misannotated as a
* VBZ instead of a POS. TODO: remove that if a revised PTB is ever
* released.
*
* Example:
* "Oil price futures" →
* nn(futures, oil),
* nn(futures, price)
*/
public static final GrammaticalRelation NOUN_COMPOUND_MODIFIER =
new GrammaticalRelation(Language.English, "nn", "nn modifier",
MODIFIER, "(?:WH)?(?:NP|NX|NAC|NML|ADVP|ADJP)(?:-TMP|-ADV)?", tregexCompiler,
"/^(?:WH)?(?:NP|NX|NAC|NML)(?:-TMP|-ADV)?$/ < (NP|NML|NN|NNS|NNP|NNPS|FW|AFX=target $++ NN|NNS|NNP|NNPS|FW|CD=sister !<<- POS !<<- (VBZ < /^\'s$/) !$- /^,$/ !$++ (POS $++ =sister))",
"/^(?:WH)?(?:NP|NX|NAC|NML)(?:-TMP|-ADV)?$/ < JJ|JJR|JJS=sister < (NP|NML|NN|NNS|NNP|NNPS|FW=target !<<- POS !<<- (VBZ < /^\'s$/) $+ =sister) <# NN|NNS|NNP|NNPS !<<- POS !<<- (VBZ < /^\'s$/) ",
// in vitro, in vivo, etc., in Genia
// matches against "etc etc"
"ADJP|ADVP < (FW [ $- (FW=target !< /^(?i:etc)$/) | $- (IN=target < in|In) ] )");
/*
* There used to be a relation "abbrev" for when abbreviations were defined in brackets after a noun
* phrase, like "the Australian Broadcasting Corporation (ABC)", but it has now been disbanded, and
* subsumed under appos.
*/
/**
* The "appositional modifier" grammatical relation. An appositional
* modifier of an NP is an NP that serves to modify
* the meaning of the NP. It includes parenthesized examples, as well as defining abbreviations.
*
* Examples:
* "Sam, my brother, eats red meat" →
* appos(Sam, brother)
* "Bill (John's cousin)" → appos(Bill, cousin).
*
* "The Australian Broadcasting Corporation (ABC)" →
* appos(Corporation, ABC)
*/
public static final GrammaticalRelation APPOSITIONAL_MODIFIER =
new GrammaticalRelation(Language.English, "appos", "appositional modifier",
MODIFIER, "(?:WH)?NP(?:-TMP|-ADV)?", tregexCompiler,
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (NP=target !<: CD $- /^,$/ $-- /^(?:WH)?NP/) !< CC|CONJP !< " + FW_ETC_PAT + " !< " + ETC_PAT,
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (PRN=target < (NP < /^(?:NN|CD)/ $-- /^-LRB-$/ $+ /^-RRB-$/))",
// NP-ADV is a npadvmod, NP-TMP is a tmod
"@WHNP|NP < (NP=target !<: CD <, /^-LRB-$/ <` /^-RRB-$/ $-- /^(?:WH)?NP/ !$ CC|CONJP)",
// TODO: next pattern with NNP doesn't work because leftmost NNP is deemed head in a
// structure like (NP (NNP Norway) (, ,) (NNP Verdens_Gang) (, ,))
"NP|NP-TMP|NP-ADV < (NNP $+ (/^,$/ $+ NNP=target)) !< CC|CONJP !< " + FW_ETC_PAT + " !< " + ETC_PAT,
// find abbreviations
// for biomedical English, the former NNP heuristic really doesn't work, because they use NN for all chemical entities
// while not unfoolable, this version produces less false positives and more true positives.
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (PRN=target <, /^-LRB-$/ <- /^-RRB-$/ !<< /^(?:POS|(?:WP|PRP)\\$|[,$#]|CC|RB|CD)$/ <+(NP) (NNP|NN < /^(?:[A-Z]\\.?){2,}/) )",
// Handles cases such as "(NP (Her daughter) Jordan)"
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (NP=target <: NNP $- (/^(?:WH)?NP/ !< POS)) !< CC|CONJP !< " + FW_ETC_PAT + " !< " + ETC_PAT);
/**
* The "discourse element" grammatical relation. This is used for interjections and
* other discourse particles and elements (which are not clearly linked to the structure
* of the sentence, except in an expressive way). We generally follow the
* guidelines of what the Penn Treebanks count as an INTJ. They
* define this to include: interjections (oh, uh-huh, Welcome), fillers (um, ah),
* and discourse markers (well, like, actually, but not: you know).
* We also use it for emoticons.
*/
public static final GrammaticalRelation DISCOURSE_ELEMENT =
new GrammaticalRelation(Language.English, "discourse", "discourse element",
MODIFIER, ".*", tregexCompiler,
"__ < (NFP=target [ < " + WESTERN_SMILEY + " | < " + ASIAN_SMILEY + " ] )",
"__ [ < INTJ=target | < (PRN=target <1 /^(?:,|-LRB-)$/ <2 INTJ [ !<3 __ | <3 /^(?:,|-RRB-)$/ ] ) ]");
/**
* The "verb modifier" grammatical relation. A verb
* modifier of an NP, VP, or S is a S/VP[part] that serves to modify
* the meaning of the NP or VP.
*
* Examples:
* "truffles picked during the spring are tasty" →
* vmod(truffles, picked)
* "Bill picked Fred for the team demonstrating his incompetence" →
* vmod(picked, demonstrating)
* "points to establish are ..." →
* vmod(points, establish)
* "who am i to judge" →
* vmod(who, judge)
*/
public static final GrammaticalRelation VERBAL_MODIFIER =
new GrammaticalRelation(Language.English, "vmod", "verb modifier",
MODIFIER, "(?:WH)?NP(?:-TMP|-ADV)?|NML|NX|VP|S|SINV|SBARQ", tregexCompiler,
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV|NML|NX < (VP=target < VBG|VBN|VBD $-- @NP|NML|NX)", // also allow VBD since it quite often occurs in treebank errors and parse errors
// to get "MBUSA, headquartered ..."
// Allows an adverb to come before the participle
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV|NML|NX < (/^,$/ $+ (VP=target [ <1 VBG|VBN | <2 (VBG|VBN $-- ADVP) ]))",
// to get "John, knowing ..., announced "
// allowing both VP=verb and VP <1 VP=verb catches
// conjunctions of two VP clauses
"S|SINV < (S=target (< VP=verb | < (VP <1 VP=verb)) [ $- (/^,$/ [ $- @NP | $- (@PP $ @NP) ] ) | $+ (/^,$/ $+ @NP) ] ) : (=verb [ <1 VBG|VBN | <2 (VBG|VBN $-- ADVP) ])",
"(VP < (@S=target < (VP [ <1 VBG|VBN | <2 (VBG|VBN $-- ADVP) ]) $- (/^,$/ [$- @NP|VP | $- (@PP $-- @NP ) |$- (@ADVP $-- @NP)])))",
// What are you wearing dancing tonight?
"(VP < (S=target < (VP < VBG) $-- VBG=ing !$-- (/^[:]$/ $-- =ing)))",
// We could use something like this keying off -ADV annotation, but not yet operational, as we don't keep S-ADV, only NP-ADV
// "VP < (/^S-ADV$/=target < (VP <, VBG|VBN) )",
// they wrote asking the SEC to ...
"VP < (S=target $-- NP < (VP < TO) !$-- (/^V/ < " + xcompVerbRegex + ") )",
"/^NP(?:-[A-Z]+)?$/ < (S=target < (VP < TO) $-- NP|NN|NNP|NNS)",
"/^NP(?:-[A-Z]+)?$/ < (SBAR=target < (S < (VP < TO)) $-- NP|NN|NNP|NNS)",
"SBARQ < WHNP < (S=target < (VP <1 TO))");
/**
* The "adverbial modifier" grammatical relation. An adverbial
* modifier of a word is a (non-clausal) RB or ADVP that serves to modify
* the meaning of the word.
*
* Examples:
* "genetically modified food" →
* advmod(modified, genetically)
* "less often" →
* advmod(often, less)
*/
public static final GrammaticalRelation ADVERBIAL_MODIFIER =
new GrammaticalRelation(Language.English, "advmod", "adverbial modifier",
MODIFIER,
"VP|ADJP|WHADJP|ADVP|WHADVP|S|SBAR|SINV|SQ|SBARQ|XS|(?:WH)?(?:PP|NP)(?:-TMP|-ADV)?|RRC|CONJP|JJP", tregexCompiler,
"/^(?:VP|ADJP|JJP|WHADJP|SQ?|SBARQ?|SINV|XS|RRC|(?:WH)?NP(?:-TMP|-ADV)?)$/ < (RB|RBR|RBS|WRB|ADVP|WHADVP=target !< " + NOT_PAT + " !< " + ETC_PAT + ")",
// avoids adverb conjunctions matching as advmod; added JJ to catch How long
// "!< no" so we can get neg instead for "no foo" when no is tagged as RB
// we allow CC|CONJP as long as it is not between the target and the head
// TODO: perhaps remove that last clause if we transform
// more and more, less and less, etc.
"ADVP|WHADVP < (RB|RBR|RBS|WRB|ADVP|WHADVP|JJ=target !< " + NOT_PAT + " !< /^(?i:no)$/ !< " + ETC_PAT + ") [ !< /^CC|CONJP$/ | ( <#__=head !< (/^CC|CONJP$/ [ ($++ =head $-- =target) | ($-- =head $++ =target) ])) ]",
//this one gets "at least" advmod(at, least) or "fewer than" advmod(than, fewer)
"SBAR < (WHNP=target < WRB)", "SBARQ <, WHADVP=target", "XS < JJ=target",
// for PP, only ones before head, or after NP, since others afterwards are pcomp
"/(?:WH)?PP(?:-TMP|-ADV)?$/ <# (__ $-- (RB|RBR|RBS|WRB|ADVP|WHADVP=target !< " + NOT_PAT + " !< " + ETC_PAT + "))",
"/(?:WH)?PP(?:-TMP|-ADV)?$/ < @NP|WHNP < (RB|RBR|RBS|WRB|ADVP|WHADVP=target !< " + NOT_PAT + " !< " + ETC_PAT + ")",
"CONJP < (RB=target !< " + NOT_PAT + " !< " + ETC_PAT + ")");
/**
* The "negation modifier" grammatical relation. The negation modifier
* is the relation between a negation word and the word it modifies.
*
* Examples:
* "Bill is not a scientist" →
* neg(scientist, not)
* "Bill doesn't drive" →
* neg(drive, n't)
*/
public static final GrammaticalRelation NEGATION_MODIFIER =
new GrammaticalRelation(Language.English, "neg", "negation modifier",
ADVERBIAL_MODIFIER,
"VP|ADJP|S|SBAR|SINV|SQ|NP(?:-TMP|-ADV)?|FRAG|CONJP|PP|NAC|NML|NX|ADVP|WHADVP", tregexCompiler,
"/^(?:VP|NP(?:-TMP|-ADV)?|ADJP|SQ|S|FRAG|CONJP|PP)$/< (RB=target < " + NOT_PAT + ")",
"VP|ADJP|S|SBAR|SINV|FRAG < (ADVP=target <# (RB < " + NOT_PAT + "))",
"VP > SQ $-- (RB=target < " + NOT_PAT + ")",
// the commented out parts were relevant for the "det",
// but don't seem to matter for the "neg" relation
"/^(?:NP(?:-TMP|-ADV)?|NAC|NML|NX|ADJP|ADVP)$/ < (DT|RB=target < /^(?i:no)$/ " + /* !$++ CC */ " $++ /^(?:N[MNXP]|CD|JJ|JJR|FW|ADJP|QP|RB|RBR|PRP(?![$])|PRN)/ " + /* =det !$++ (/^PRP[$]|POS/ $++ =det !$++ (/''/ $++ =det)) */ ")",
// catches "no more", possibly others as well
// !< CC|CONJP catches phrases such as "no more or less", which maybe should be preconj
"ADVP|WHADVP < (RB|RBR|RBS|WRB|ADVP|WHADVP|JJ=target < /^(?i:no)$/) !< CC|CONJP");
/**
* The "noun phrase as adverbial modifier" grammatical relation.
* This relation captures various places where something syntactically a noun
* phrase is used as an adverbial modifier in a sentence. These usages include:
*
* - A measure phrase, which is the relation between
* the head of an ADJP/ADVP and the head of a measure-phrase modifying the ADJP/ADVP.
*
* Example:
* "The director is 65 years old" →
* npadvmod(old, years)
*
* - Noun phrases giving extent inside a VP which are not objects
*
* Example:
* "Shares eased a fraction" →
* npadvmod(eased, fraction)
*
* - Financial constructions involving an adverbial or PP-like NP, notably
* the following construction where the NP means "per share"
*
* Example:
* "IBM earned $ 5 a share" →
* npadvmod($, share)
*
* - Reflexives
*
* Example:
* "The silence is itself significant" →
* npadvmod(significant, itself)
*
* - Certain other absolutive NP constructions.
*
* Example:
* "90% of Australians like him, the most of any country" →
* npadvmod(like, most)
*
* A temporal modifier (tmod) is a subclass of npadvmod which is distinguished
* as a separate relation.
*/
public static final GrammaticalRelation NP_ADVERBIAL_MODIFIER =
new GrammaticalRelation(Language.English, "npadvmod", "noun phrase adverbial modifier",
MODIFIER, "VP|(?:WH)?(?:NP|ADJP|ADVP|PP)(?:-TMP|-ADV)?", tregexCompiler,
"@ADVP|ADJP|WHADJP|WHADVP|PP|WHPP <# (JJ|JJR|IN|RB|RBR !< notwithstanding $- (@NP=target !< NNP|NNPS))",
// one word nouns like "cost efficient", "ice-free"
"@ADJP < (NN=target $++ /^JJ/) !< CC|CONJP",
"@NP|WHNP < /^NP-ADV/=target",
// Mr. Bush himself ..., in a couple different parse
// patterns. Looking for CC|CONJP leaves out phrases such
// as "he and myself"
"@NP|WHNP [ < (NP=target <: (PRP < " + selfRegex + ")) | < (PRP=target < " + selfRegex + ") ] : (=target $-- NP|NN|NNS|NNP|NNPS|PRP=noun !$-- (/^,|CC|CONJP$/ $-- =noun))",
// this next one is for weird financial listings: 4.7% three months
"@NP <1 (@NP <<# /^%$/) <2 (@NP=target <<# days|month|months) !<3 __",
"@VP < /^NP-ADV/=target");
/**
* The "temporal modifier" grammatical relation. A temporal
* modifier of a VP or an ADJP is any constituent that serves to modify the
* meaning of the VP or the ADJP by specifying a time; a temporal modifier of a
* clause is an temporal modifier of the VP which is the
* predicate of that clause.
*
* Example:
* "Last night, I swam in the pool" →
* {@code tmod}(swam, night)
*/
public static final GrammaticalRelation TEMPORAL_MODIFIER =
new GrammaticalRelation(Language.English, "tmod", "temporal modifier",
NP_ADVERBIAL_MODIFIER, "VP|S|ADJP|PP|SBAR|SBARQ|NP|RRC", tregexCompiler,
"VP|ADJP|RRC [ < NP-TMP=target | < (VP=target <# NP-TMP !$ /^,|CC|CONJP$/) | < (NP=target <# (/^NN/ < " + timeWordRegex + ") !$+ (/^JJ/ < old)) ]",
// CDM Jan 2010: For constructions like "during the same period last year"
// combining expressions into a single disjunction should improve speed a little
"@PP < (IN|TO|VBG|FW $++ (@NP [ $+ NP-TMP=target | $+ (NP=target <# (/^NN/ < " + timeWordRegex + ")) ]))",
"S < (NP-TMP=target $++ VP $ NP )",
"S < (NP=target <# (/^NN/ < " + timeWordRegex + ") $++ (NP $++ VP))",
// matches when relative clauses as temporal modifiers of verbs!
"SBAR < (@WHADVP < (WRB < when)) < (S < (NP $+ (VP !< (/^(?:VB|AUX)/ < " + copularWordRegex + " !$+ VP) ))) !$-- CC $-- NP > NP=target",
"SBARQ < (@WHNP=target <# (/^NN/ < " + timeWordRegex + ")) < (SQ < @NP)",
"NP < NP-TMP=target");
/**
* The "multi-word expression" grammatical relation.
* This covers various multi-word constructions for which it would
* seem pointless or arbitrary to claim grammatical relations between words:
* as well as, rather than, instead of, but also;
* such as, because of, all but, in addition to ....
*
* Examples:
* "dogs as well as cats" →
* mwe(well, as)
* mwe(well, as)
* "fewer than 700 bottles" →
* mwe(than, fewer)
*/
public static final GrammaticalRelation MULTI_WORD_EXPRESSION =
new GrammaticalRelation(Language.English, "mwe", "multi-word expression",
MODIFIER, "PP|XS|ADVP|CONJP", tregexCompiler,
"PP|XS < (IN|TO < as|of|at|to|in) < (JJ|IN|JJR|JJS|NN=target < such|because|Because|least|instead|due|Due|addition|to)",
"ADVP < (RB|IN < well) < (IN|RB|JJS=target < as)",
// TODO: perhaps the phrase "all but" is more like "all" and should have that as the head
"ADVP < (DT=target < all) < (CC < but)",
"CONJP < (RB < rather|well|instead) < (RB|IN=target < as|than|of)",
"CONJP < (IN < in) < (NN|TO=target < addition|to)",
// todo: note inconsistent head finding for "rather than"!
"XS < JJR|JJS=target" // more than, fewer than, well over -- maybe change some of these?
);
/* mihai: this block needs to be uncommented to get the KBP 2010 system to work (due to the cached sentences using old code)
* (Note: in 2011, the measure phrase relation was collapsed into the scope of npadvmod, rather than being separated out.)
**
* The "measure-phrase" grammatical relation. The measure-phrase is the relation between
* the head of an ADJP/ADVP and the head of a measure-phrase modifying the ADJP/ADVP.
*
* Example:
* "The director is 65 years old" →
* measure(old, years)
*
public static final GrammaticalRelation MEASURE_PHRASE =
new GrammaticalRelation(Language.English, "measure", "measure-phrase",
MODIFIER, "ADJP|ADVP", tregexCompiler,
new String[] {
"ADJP <- JJ <, (NP=target !< NNP)",
"ADVP|ADJP <# (JJ|IN $- NP=target)"
});
*/ // mihai: end block
/**
* The "determiner" grammatical relation.
*
* Examples:
* "The man is here" → det(man,the)
* "Which man do you prefer?" → det(man,which)
* (The ADVP match is because sometimes "a little" or "every time" is tagged
* as an AVDVP with POS tags straight under it.)
*/
public static final GrammaticalRelation DETERMINER =
new GrammaticalRelation(Language.English, "det", "determiner",
MODIFIER, "(?:WH)?NP(?:-TMP|-ADV)?|NAC|NML|NX|X|ADVP|ADJP", tregexCompiler,
"/^(?:NP(?:-TMP|-ADV)?|NAC|NML|NX|X)$/ < (DT=target !< /^(?i:either|neither|both|no)$/ !$+ DT !$++ CC $++ /^(?:N[MNXP]|CD|JJ|FW|ADJP|QP|RB|PRP(?![$])|PRN)/=det !$++ (/^PRP[$]|POS/ $++ =det !$++ (/''/ $++ =det)))",
"NP|NP-TMP|NP-ADV < (DT=target [ (< /^(?i:either|neither|both)$/ !$+ DT !$++ CC $++ /^(?:NN|NX|NML)/ !$++ (NP < CC)) | " +
"(!< /^(?i:either|neither|both|no)$/ $++ CC $++ /^(?:NN|NX|NML)/) | " +
"(!< /^(?i:no)$/ $++ (/^JJ/ !$+ /^NN/) !$++CC !$+ DT) ] )",
// "NP|NP-TMP|NP-ADV < (RB=target $++ (/^PDT$/ $+ /^NN/))", // todo: This matches nothing. Was it meant to be a PDT rule for (NP almost/RB no/DT chairs/NNS)?
"NP|NP-TMP|NP-ADV <<, PRP <- (NP|DT|RB=target <<- all|both|each)", // we all, them all; various structures
"WHNP < (NP $-- (WHNP=target < WDT))",
// testing against CC|CONJP avoids conflicts with preconj in
// phrases such as "both foo and bar"
// however, we allow WDT|WP to account for "what foo or bar" and "whatever foo or bar"
"@WHNP|ADVP|ADJP < (/^(?:NP|NN|CD|RBS|JJ)/ $-- (DT|WDT|WP=target !< /^(?i:no)$/ [ ==WDT|WP | !$++ CC|CONJP ]))",
"@NP < (/^(?:NP|NN|CD|RBS)/ $-- WDT|WP=target)");
/**
* The "predeterminer" grammatical relation.
*
* Example:
* "All the boys are here" → predet(boys,all)
*/
public static final GrammaticalRelation PREDETERMINER =
new GrammaticalRelation(Language.English, "predet", "predeterminer",
MODIFIER, "(?:WH)?(?:NP|NX|NAC|NML)(?:-TMP|-ADV)?", tregexCompiler,
"/^(?:(?:WH)?NP(?:-TMP|-ADV)?|NX|NAC|NML)$/ < (PDT|DT=target $+ /^(?:DT|WP\\$|PRP\\$)$/ $++ /^(?:NN|NX|NML)/ !$++ CC)",
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < (PDT|DT=target $+ DT $++ (/^JJ/ !$+ /^NN/)) !$++ CC",
"WHNP|WHNP-TMP|WHNP-ADV|NP|NP-TMP|NP-ADV < PDT=target <- DT");
/**
* The "preconjunct" grammatical relation.
*
* Example:
* "Both the boys and the girls are here" → preconj(boys,both)
*/
public static final GrammaticalRelation PRECONJUNCT =
new GrammaticalRelation(Language.English, "preconj", "preconjunct",
MODIFIER,
"S|VP|ADJP|PP|ADVP|UCP(?:-TMP|-ADV)?|NX|NML|SBAR|NP(?:-TMP|-ADV)?", tregexCompiler,
"NP|NP-TMP|NP-ADV|NX|NML < (PDT|CC|DT=target < /^(?i:either|neither|both)$/ $++ CC)",
"NP|NP-TMP|NP-ADV|NX|NML < (CONJP=target < (RB < /^(?i:not)$/) < (RB|JJ < /^(?i:only|merely|just)$/) $++ CC|CONJP)",
// This matches weird/wrong NP-internal preconjuncts where you get (NP PDT (NP NP CC NP)) or similar
"NP|NP-TMP|NP-ADV|NX|NML < (PDT|CC|DT=target < /^(?i:either|neither|both)$/ ) < (NP < CC)",
"/^S|VP|ADJP|PP|ADVP|UCP(?:-TMP|-ADV)?|NX|NML|SBAR$/ < (PDT|DT|CC=target < /^(?i:either|neither|both)$/ $++ CC)",
"/^S|VP|ADJP|PP|ADVP|UCP(?:-TMP|-ADV)?|NX|NML|SBAR$/ < (CONJP=target < (RB < /^(?i:not)$/) < (RB|JJ < /^(?i:only|merely|just)$/) $++ CC|CONJP)");
/**
* The "possession" grammatical relation between the possessum and the possessor.
*
* Examples:
* "their offices" →
* {@code poss}(offices, their)
* "Bill 's clothes" →
* {@code poss}(clothes, Bill)
*/
public static final GrammaticalRelation POSSESSION_MODIFIER =
new GrammaticalRelation(Language.English, "poss", "possession modifier",
MODIFIER, "(?:WH)?(NP|ADJP|INTJ|PRN|NAC|NX|NML)(?:-.*)?", tregexCompiler,
"/^(?:WH)?(?:NP|INTJ|ADJP|PRN|NAC|NX|NML)(?:-.*)?$/ < /^(?:WP\\$|PRP\\$)$/=target",
// todo: possessive pronoun under ADJP needs more work for one case of (ADJP his or her own)
// basic NP possessive: we want to allow little conjunctions in head noun (NP (NP ... POS) NN CC NN) but not falsely match when there are conjoined NPs. See tests.
"/^(?:WH)?(?:NP|NML)(?:-.*)?$/ [ < (WHNP|WHNML|NP|NML=target [ < POS | < (VBZ < /^'s$/) ] ) !< (CC|CONJP $++ WHNP|WHNML|NP|NML) | < (WHNP|WHNML|NP|NML=target < (CC|CONJP $++ WHNP|WHNML|NP|NML) < (WHNP|WHNML|NP|NML [ < POS | < (VBZ < /^'s$/) ] )) ]",
// handle a few too flat NPs
// note that ' matches both ' and 's
"/^(?:WH)?(?:NP|NML|NX)(?:-.*)?$/ < (/^NN|NP/=target $++ (POS=pos < /\'/ $++ /^NN/) !$++ (/^NN|NP/ $++ =pos))");
/**
* The "possessive" grammatical relation. This is the relation given to
* 's (or ' with plurals).
*
* Example:
* "John's book" →
* possessive(John, 's)
*/
public static final GrammaticalRelation POSSESSIVE_MODIFIER =
new GrammaticalRelation(Language.English, "possessive", "possessive modifier",
MODIFIER, "(?:WH)?(?:NP|NML)(?:-TMP|-ADV)?", tregexCompiler,
"/^(?:WH)?(?:NP|NML)(?:-TMP|-ADV)?$/ < POS=target",
"/^(?:WH)?(?:NP|NML)(?:-TMP|-ADV)?$/ < (VBZ=target < /^'s$/)");
/**
* The "prepositional modifier" grammatical relation. A prepositional
* modifier of a verb, adjective, or noun is any prepositional phrase that serves to modify
* the meaning of the verb, adjective, or noun.
* We also generate prep modifiers of PPs to account for treebank (PP PP PP) constructions
* (from 1984 through 2002).
*
* Examples:
* "I saw a cat in a hat" →
* prep(cat, in)
* "I saw a cat with a telescope" →
* prep(saw, with)
* "He is responsible for meals" →
* prep(responsible, for)
*/
public static final GrammaticalRelation PREPOSITIONAL_MODIFIER =
new GrammaticalRelation(Language.English, "prep", "prepositional modifier",
MODIFIER, ".*", tregexCompiler,
"/^(?:(?:WH)?(?:NP|ADJP|ADVP|NX|NML)(?:-TMP|-ADV)?|VP|NAC|SQ|FRAG|PRN|X|RRC)$/ < (WHPP|WHPP-TMP|PP|PP-TMP=target !$- (@CC|CONJP $- __)) !<- " + ETC_PAT + " !<- " + FW_ETC_PAT,
"/^(?:(?:WH)?(?:NP|ADJP|ADVP|NX|NML)(?:-TMP|-ADV)?|VP|NAC|SQ|FRAG|PRN|X|RRC)$/ < (S=target <: WHPP|WHPP-TMP|PP|PP-TMP)",
// only allow a PP < PP one if there is not a conj, verb, or other pattern that matches pcomp under it. Else pcomp
"WHPP|WHPP-TMP|WHPP-ADV|PP|PP-TMP|PP-ADV < (WHPP|WHPP-TMP|WHPP-ADV|PP|PP-TMP|PP-ADV=target !$- IN|VBG|VBN|TO) !< @CC|CONJP",
"S|SINV < (PP|PP-TMP=target !< SBAR) < VP|S",
"SBAR|SBARQ < /^(?:WH)?PP/=target < S|SQ",
"@NP < (@UCP|PRN=target <# @PP)");
/**
* The "phrasal verb particle" grammatical relation. The "phrasal verb particle"
* relation identifies phrasal verb.
*
* Example:
* "They shut down the station." →
* prt(shut, down)
*/
public static final GrammaticalRelation PHRASAL_VERB_PARTICLE =
new GrammaticalRelation(Language.English, "prt", "phrasal verb particle",
MODIFIER, "VP|ADJP", tregexCompiler,
"VP < PRT=target",
"ADJP < /^VB/ < RP=target");
/**
* The "parataxis" grammatical relation. Relation between the main verb of a sentence
* and other sentential elements, such as a sentential parenthetical, a sentence after a ":" or a ";", when two
* sentences are juxtaposed next to each other without any coordinator or subordinator, etc.
*
* Examples:
* "The guy, John said, left early in the morning." → parataxis(left,said)
* "
*/
public static final GrammaticalRelation PARATAXIS =
new GrammaticalRelation(Language.English, "parataxis", "parataxis",
DEPENDENT, "S|VP", tregexCompiler,
"VP < (PRN=target < S|SINV|SBAR)", // parenthetical
"VP $ (PRN=target [ < S|SINV|SBAR | < VP < @NP ] )", // parenthetical
// The next relation handles a colon between sentences
// and similar punct such as --
// Sometimes these are lists, especially in the case of ";",
// so we don't trigger if there is a CC|CONJP that occurs
// anywhere other than the first child
// First child can occur in rare circumstances such as
// "But even if he agrees -- which he won't -- etc etc"
"S|VP < (/^:$/ $+ /^S/=target) !<, (__ $++ CC|CONJP)",
// two juxtaposed sentences; common in web materials (but this also matches quite a few wsj things)
"@S < (@S|SBARQ $++ @S|SBARQ=target !$++ @CC|CONJP)",
"@S|VP < (/^:$/ $-- /^V/ $+ @NP=target) !< @CONJP|CC" // sometimes CC cases are right node raising, etc.
);
/**
* The "goes with" grammatical relation. This corresponds to use of the GW (goes with) part-of-speech tag
* in the recent Penn Treebanks. It marks partial words that should be combined with some other word.
*
* Example:
* "They come here with out legal permission." →
* goeswith(out, with)
*/
public static final GrammaticalRelation GOES_WITH =
new GrammaticalRelation(Language.English, "goeswith", "goes with",
MODIFIER, ".*", tregexCompiler,
"__ < GW=target");
/**
* The "semantic dependent" grammatical relation has been
* introduced as a supertype for the controlling subject relation.
*/
public static final GrammaticalRelation SEMANTIC_DEPENDENT =
new GrammaticalRelation(Language.English, "sdep", "semantic dependent", DEPENDENT);
/**
* The "agent" grammatical relation. The agent of a passive VP
* is the complement introduced by "by" and doing the action.
*
* Example:
* "The man has been killed by the police" →
* agent(killed, police)
*/
public static final GrammaticalRelation AGENT =
new GrammaticalRelation(Language.English, "agent", "agent", DEPENDENT);
// TODO would be nice to have this set up automatically...
/**
* A list of GrammaticalRelation values. New GrammaticalRelations must be
* added to this list (until we make this an enum!).
* The GR recognizers are tried in the order listed. A taxonomic
* relationship trumps an ordering relationship, but otherwise, the first
* listed relation will appear in dependency output. Known ordering
* constraints where both match include:
*
* - NUMERIC_MODIFIER < ADJECTIVAL_MODIFIER
*
* Note: You should never directly access the values variable but
* rather access it through a concurrency mechanism. See immediately
* below in the code.
*/
@SuppressWarnings({"RedundantArrayCreation"})
private static final List values =
Generics.newArrayList(Arrays.asList(new GrammaticalRelation[] {
GOVERNOR,
DEPENDENT,
PREDICATE,
AUX_MODIFIER,
AUX_PASSIVE_MODIFIER,
COPULA,
CONJUNCT,
COORDINATION,
PUNCTUATION,
ARGUMENT,
SUBJECT,
NOMINAL_SUBJECT,
NOMINAL_PASSIVE_SUBJECT,
CLAUSAL_SUBJECT,
CLAUSAL_PASSIVE_SUBJECT,
COMPLEMENT,
OBJECT,
DIRECT_OBJECT,
INDIRECT_OBJECT,
PREPOSITIONAL_OBJECT,
PREPOSITIONAL_COMPLEMENT,
CLAUSAL_COMPLEMENT,
XCLAUSAL_COMPLEMENT,
MARKER,
RELATIVE,
REFERENT,
EXPLETIVE,
ADJECTIVAL_COMPLEMENT,
MODIFIER,
ADV_CLAUSE_MODIFIER,
TEMPORAL_MODIFIER,
RELATIVE_CLAUSE_MODIFIER,
NUMERIC_MODIFIER,
ADJECTIVAL_MODIFIER,
NOUN_COMPOUND_MODIFIER,
APPOSITIONAL_MODIFIER,
VERBAL_MODIFIER,
ADVERBIAL_MODIFIER,
NEGATION_MODIFIER,
MULTI_WORD_EXPRESSION,
DETERMINER,
PREDETERMINER,
PRECONJUNCT,
POSSESSION_MODIFIER,
POSSESSIVE_MODIFIER,
PREPOSITIONAL_MODIFIER,
PHRASAL_VERB_PARTICLE,
SEMANTIC_DEPENDENT,
AGENT,
NUMBER_MODIFIER,
QUANTIFIER_MODIFIER,
NP_ADVERBIAL_MODIFIER,
PARATAXIS,
DISCOURSE_ELEMENT,
GOES_WITH,
}));
// Cache frequently used views of the values list
private static final List synchronizedValues =
Collections.synchronizedList(values);
private static final List unmodifiableSynchronizedValues =
Collections.unmodifiableList(values);
/** If you need exclusive access to these values lists, then you should
* take out a valuesLock. If you are writing to the list, you should take
* out a writeLock. If you are doing reading things that require atomicity
* beyond single operations, such as iterating over the list, then you should
* take out a read lock.
*/
public static final ReadWriteLock valuesLock = new ReentrantReadWriteLock();
// Map from English GrammaticalRelation short names to their corresponding
// GrammaticalRelation objects
public static final Map shortNameToGRel = new ConcurrentHashMap<>();
static {
valuesLock().lock();
try {
for (GrammaticalRelation gr : values()) {
shortNameToGRel.put(gr.toString().toLowerCase(), gr);
}
} finally {
valuesLock().unlock();
}
}
/** Return a synchronized list of the known GrammaticalRelation entries. */
public static List values() {
return unmodifiableSynchronizedValues;
}
/** Returns a readLock for the grammatical relations values list.
* Take out one of these if you want to iterate over the values list.
*
* @return A readLock on the values list
*/
public static Lock valuesLock() {
return valuesLock.readLock();
}
/**
* This method is meant to be called when you want to add a relation
* to the values list in a thread-safe manner. Currently, this method
* is always used in preference to values.add() because we expect to
* add new EnglishGrammaticalRelations very rarely, so the eased
* concurrency seems to outweigh the fairly slight cost of thread-safe
* access.
*
* @param relation the relation to be added to the values list
*/
private static void threadSafeAddRelation(GrammaticalRelation relation) {
valuesLock.writeLock().lock();
try { // try-finally structure taken from Javadoc code sample for ReentrantReadWriteLock
synchronizedValues.add(relation);
shortNameToGRel.put(relation.toString(), relation);
} finally {
valuesLock.writeLock().unlock();
}
}
// the exhaustive list of conjunction relations
private static final Map conjs = Generics.newConcurrentHashMap();
public static Collection getConjs() {
return conjs.values();
}
/**
* The "conj" grammatical relation. Used to collapse conjunct relations.
* They will be turned into conj_word, where "word" is a conjunction.
*
* @param conjunctionString The conjunction to make a GrammaticalRelation out of
* @return A grammatical relation for this conjunction
*/
public static GrammaticalRelation getConj(String conjunctionString) {
GrammaticalRelation result = conjs.get(conjunctionString);
if (result == null) {
synchronized(conjs) {
result = conjs.get(conjunctionString);
if (result == null) {
result = new GrammaticalRelation(Language.English, "conj", "conj_collapsed", CONJUNCT, conjunctionString);
conjs.put(conjunctionString, result);
threadSafeAddRelation(result);
}
}
}
return result;
}
// the exhaustive list of preposition relations
private static final Map preps = Generics.newConcurrentHashMap();
private static final Map prepsC = Generics.newConcurrentHashMap();
public static Collection getPreps() {
return preps.values();
}
public static Collection getPrepsC() {
return prepsC.values();
}
/**
* The "prep" grammatical relation. Used to collapse prepositions.
* They will be turned into prep_word, where "word" is a preposition
*
* @param prepositionString The preposition to make a GrammaticalRelation out of
* @return A grammatical relation for this preposition
*/
public static GrammaticalRelation getPrep(String prepositionString) {
GrammaticalRelation result = preps.get(prepositionString);
if (result == null) {
synchronized(preps) {
result = preps.get(prepositionString);
if (result == null) {
result = new GrammaticalRelation(Language.English, "prep", "prep_collapsed", PREPOSITIONAL_MODIFIER, prepositionString);
preps.put(prepositionString, result);
threadSafeAddRelation(result);
}
}
}
return result;
}
/**
* The "prepc" grammatical relation. Used to collapse preposition
* complements.
* They will be turned into prep_word, where "word" is a preposition
*
* @param prepositionString The preposition to make a GrammaticalRelation out of
* @return A grammatical relation for this preposition
*/
public static GrammaticalRelation getPrepC(String prepositionString) {
GrammaticalRelation result = prepsC.get(prepositionString);
if (result == null) {
synchronized(prepsC) {
result = prepsC.get(prepositionString);
if (result == null) {
result = new GrammaticalRelation(Language.English, "prepc", "prepc_collapsed", DEPENDENT, prepositionString);
prepsC.put(prepositionString, result);
threadSafeAddRelation(result);
}
}
}
return result;
}
/**
* Returns the EnglishGrammaticalRelation having the given string
* representation (e.g. "nsubj"), or null if no such is found.
*
* @param s The short name of the GrammaticalRelation
* @return The EnglishGrammaticalRelation with that name
*/
public static GrammaticalRelation valueOf(String s) {
return GrammaticalRelation.valueOf(s, synchronizedValues, valuesLock());
// // TODO does this need to be changed?
// // modification NOTE: do not commit until go-ahead
// // If this is a collapsed relation (indicated by a "_" separating
// // the type and the dependent, instantiate a collapsed version.
// // Currently handcode against conjunctions and prepositions, but
// // should do this in a more robust fashion.
// String[] tuples = s.trim().split("_", 2);
// if (tuples.length == 2) {
// String reln = tuples[0];
// String specific = tuples[1];
// if (reln.equals(PREPOSITIONAL_MODIFIER.getShortName())) {
// return getPrep(specific);
// } else if (reln.equals(CONJUNCT.getShortName())) {
// return getConj(specific);
// }
// }
//
// return null;
}
/**
* Returns an EnglishGrammaticalRelation based on the argument.
* It works if passed a GrammaticalRelation or the String
* representation of one (e.g., "nsubj"). It returns {@code null}
* for other classes or if no string match is found.
*
* @param o A GrammaticalRelation or String
* @return The EnglishGrammaticalRelation with that name
*/
@SuppressWarnings("unchecked")
public static GrammaticalRelation valueOf(Object o) {
if (o instanceof GrammaticalRelation) {
return (GrammaticalRelation) o;
} else if (o instanceof String) {
return valueOf((String) o);
} else {
return null;
}
}
/**
* Prints out the English grammatical relations hierarchy.
* See EnglishGrammaticalStructure for a main method that
* will print the grammatical relations of a sentence or tree.
*
* @param args Args are ignored.
*/
public static void main(String[] args) {
System.out.println(DEPENDENT.toPrettyString());
}
}