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y(within)i(a)f(discourse)f(\(Gale)i Fr(et)h(al.)f Fz(1992a\);)d(and)j(disam)n(biguation)e(seems)h(highly)g (lexically)199 3039 y(sensitiv)n(e,)d(in)h(e\013ect)g(requiring)e(sp)r (ecialized)h(disam)n(biguators)e(for)i(eac)n(h)g(p)r(olysemous)f(w)n (ord.)199 3147 y(An)37 b(up-to-date)f(sampling)g(of)h(a)f(wide)g(range) g(of)g(metho)r(ds)h(can)f(b)r(e)h(found)g(in)g(the)g(recen)n(t)199 3254 y(sp)r(ecial)28 b(issue)f(of)g Fr(Computational)32 b(Linguistics)j Fz(on)27 b(WSD)h(\(Ide)g(and)g(V)n(\023)-39 b(eronis)26 b(1998\).)282 3362 y Fu(Adequately)46 b(large)g (sense-tagged)e(data)i(sets)f(are)h(di\016cult)f(to)g(obtain.)39 b Fz(An-)199 3470 y(notated)d(data)f(has)f(facilitated)i(recen)n(t)f (adv)-5 b(ances)35 b(in)g(POS)g(tagging,)f(parsing,)g(and)i(other)199 3578 y(language)d(pro)r(cessing)g(subproblems.)g(Unfortunately)-7 b(,)35 b(of)f(the)h(few)g(sense-annotated)d(cor-)199 3686 y(p)r(ora)e(curren)n(tly)g(a)n(v)-5 b(ailable,)30 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b(ommon)36 b(evaluation)d(and)i(test)g(set)g(gener)-5 b(ation)199 4660 y Fz(Sup)r(ervised)21 b(and)f(unsup)r(ervised)h(sense) f(disam)n(biguation)f(metho)r(ds)i(ha)n(v)n(e)f(di\013eren)n(t)g(needs) h(re-)199 4768 y(garding)26 b(system)g(dev)n(elopmen)n(t)h(and)g(ev)-5 b(aluation.)26 b(Although)h(unsup)r(ervised)g(metho)r(ds)g(ma)n(y)222 4974 y Fl(4)282 5006 y Ft(Although)18 b(this)g(function)g(en)n (umerates)f(o)n(v)n(er)h(all)h Fj(S)1748 5014 y Fi(i)1792 5006 y Ft(senses)g(of)g Fj(w)2147 5014 y Fi(i)2173 5006 y Ft(,)g(b)r(ecause)f(distance)q(\()p Fj(cs)2862 5014 y Fi(i)2888 5006 y Fj(;)13 b(cs)2991 5014 y Fi(i)3017 5006 y Ft(\))22 b(=)f(0)282 5081 y(this)27 b(function)f(only)g(p)r (enalizes)i(probabilit)n(y)e(mass)h(assigned)g(to)g(incorrect)g(senses) g(for)g(the)f(giv)n(en)282 5156 y(example.)19 b(Note)g(that)f(in)h(the) f(sp)r(ecial)j(case)f(of)f(sense)h(tagging)g(without)f(probabilit)n(y)g (estimates)g(\(all)282 5230 y(are)26 b(either)f(0)h(or)f(1\),)h(this)f 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y(of)j(the)g(test)f(set.) i(Generate)f(the)f(test)h(set)g(as)g(follo)n(ws:)392 1090 y(\(a\))41 b(Select)26 b(a)f(set)h(of)g Fj(M)33 b Ft(\(e.g.,)26 b(100\))h(am)n(biguous)d(w)n(ords)i(that)f(will)i(b)r (e)e(used)g(as)g(the)g(basis)h(for)531 1164 y(the)g(ev)l(aluation,)g Fv(without)34 b Ft(rev)n(ealing)26 b(what)g(those)g(w)n(ords)g(will)i (b)r(e.)387 1239 y(\(b\))41 b(F)-6 b(or)31 b(eac)n(h)f(of)h(the)f Fj(M)39 b Ft(w)n(ords,)31 b(annotate)g(all)g(a)n(v)l(ailable)g (instances)g(of)g(that)f(w)n(ord)h(in)f(the)531 1314 y(test)g(corpus.)g(Mak)n(e)f(sure)h(eac)n(h)g(annotator)g(tags)g(all)g (instances)h(of)f(a)g Fv(single)35 b Ft(w)n(ord,)30 b(e.g.)531 1389 y(using)c(a)g(concordance)h(to)r(ol,)g(as)f(opp)r(osed)g(to)g (going)h(through)e(the)g(corpus)h(sequen)n(tially)-6 b(.)396 1463 y(\(c\))41 b(F)-6 b(or)28 b(eac)n(h)h(of)f(the)g Fj(M)36 b Ft(w)n(ords,)29 b(compute)e(ev)l(aluation)i(statistics)g (using)f(individual)g(anno-)531 1538 y(tators)f(against)g(other)e (annotators.)387 1613 y(\(d\))41 b(F)-6 b(or)25 b(eac)n(h)h(of)f(the)g Fj(M)33 b Ft(w)n(ords,)26 b(go)g(through)e(the)h(cases)h(where)f (annotators)h(disagreed)g(and)531 1687 y(mak)n(e)f(a)h(consensus)g(c)n (hoice,)h(b)n(y)d(v)n(ote)i(if)g(necessary)-6 b(.)306 1787 y(5.)42 b(Instruct)19 b(participan)n(ts)i(in)g(the)f(ev)l (aluation)h(to)g(\\freeze")h(their)e(co)r(de;)i(that)e(is,)h(from)g (this)f(p)r(oin)n(t)407 1862 y(on)n(w)n(ards,)26 b(no)g(c)n(hanges)g (ma)n(y)f(b)r(e)g(made.)306 1936 y(6.)42 b(Ha)n(v)n(e)25 b(eac)n(h)h(participating)g(algorithm)g(do)g(WSD)f(on)g(the)h(full)g Fj(S)t Ft(-w)n(ord)g(test)g(corpus.)306 2011 y(7.)42 b(Ev)l(aluate)33 b(the)f(p)r(erformance)g(of)i(eac)n(h)e(algorithm)h (considering)h Fv(only)39 b Ft(instances)33 b(of)h(the)e Fj(M)407 2086 y Ft(w)n(ords)d(that)g(w)n(ere)h(annotated)f(as)g(the)g (basis)h(for)g(the)e(ev)l(aluation.)i(Compare)f(exact)g(matc)n(h,)407 2161 y(cross-en)n(trop)n(y)-6 b(,)41 b(and)g(in)n(ter-judge)g (reliabilit)n(y)i(measures)e(\(e.g.)h(Cohen's)g 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b(eac)n(h\),)f(sup)r(ervised)g(metho)r(ds)h(require)f (m)n(uc)n(h)g(larger)f(data)h(sets)h(to)f(pro)n(vide)g(adequate)199 3350 y(training)29 b(and)h(testing)g(material.)e(The)i(proto)r(col)f (in)h(Figure)f(1)g(satis\014es)g(the)h(needs)g(of)g(b)r(oth)199 3458 y(sup)r(ervised)d(and)g(unsup)r(ervised)g(tagging)e(researc)n(h;)g (it)j(serv)n(ed)e(with)h(some)g(mo)r(di\014cation)g(as)199 3566 y(the)h(basis)f(for)g(the)h Fq(sensev)-7 b(al)27 b Fz(exercise.)282 3678 y(There)i(are)f(a)h(n)n(um)n(b)r(er)f(of)h(adv) -5 b(an)n(tages)28 b(to)h(this)g(paradigm,)f(in)h(comparison)e(with)j (simply)199 3786 y(trying)d(to)h(annotate)f(large)f(corp)r(ora)f(with)j (w)n(ord)f(sense)g(information.)282 3898 y(First,)c(it)g(com)n(bines)f (an)h(emphasis)f(on)h(broad)f(co)n(v)n(erage)d(with)24 b(the)f(adv)-5 b(an)n(tages)21 b(of)i(ev)-5 b(aluat-)199 4006 y(ing)21 b(on)f(a)h(limited)h(set)e(of)h(w)n(ords,)f(as)g(is)h (done)f(traditionally)g(in)h(the)h(WSD)f(literature.)g(Step)g(4.a)199 4114 y(can)27 b(in)n(v)n(olv)n(e)f(an)n(y)g(desired)h(criteria)f (\(frequency)-7 b(,)27 b(lev)n(el)g(of)g(am)n(biguit)n(y)-7 b(,)27 b(part)f(of)i(sp)r(eec)n(h,)f(etc.\))199 4222 y(to)36 b(narro)n(w)d(do)n(wn)i(to)h(a)f(set)g(of)h(candidate)f(w)n (ords,)f(and)i(then)g(emplo)n(y)f(random)g(selection)199 4330 y(among)24 b(those)h(candidates.)g(A)n(t)g(the)h(same)f(time,)g (it)h(a)n(v)n(oids)d(a)i(common)g(criticism)g(of)g(studies)199 4438 y(based)37 b(on)f(ev)-5 b(aluation)36 b(using)h(small)g(sets)f(of) h(w)n(ords,)f(namely)g(that)h(there)g(is)g(not)g(enough)199 4545 y(atten)n(tion)30 b(giv)n(en)e(to)h(scalabilit)n(y)-7 b(.)29 b(In)g(this)h(ev)-5 b(aluation)29 b(paradigm,)f Fr(al)t(l)39 b Fz(algorithms)28 b(m)n(ust)i(b)r(e)199 4653 y(able)h(to)f(sense)g(tag)g Fr(al)t(l)40 b Fz(w)n(ords)30 b(in)h(the)g(corpus)e(meeting)i(sp)r(eci\014ed)g(criteria,)e(b)r (ecause)h(there)199 4761 y(is)c(no)g(w)n(a)n(y)g(to)g(kno)n(w)f(in)i (adv)-5 b(ance)25 b(whic)n(h)i(w)n(ords)e(will)h(b)r(e)h(used)f(to)g 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(included)i Fr(tagge)l(d)37 b Fz(rather)28 b(than)g(un-)199 4118 y(tagged)h(data)g(\(con)n(trary)f(to)i(Step)h(3\))e(for)h(a)f(set) h(of)g(29)f(target)g(w)n(ords;)f(otherwise,)h(ho)n(w)n(ev)n(er,)199 4226 y(the)g(creation)f(of)h(the)g(test)g(set)g(pro)r(ceeded)f(largely) f(as)h(sp)r(eci\014ed)h(in)g(Step)h(4,)e(for)g(a)h(set)f(of)h(34)199 4334 y(target)g(w)n(ords)e(and)j(a)e(test)i(set)f(of)g(8448)f (instances,)h(and)g(systems)f(w)n(ere)h(frozen)f(in)i(adv)-5 b(ance)199 4442 y(of)28 b(the)g(release)e(of)i(test)f(data,)h(as)f(sp)r (eci\014ed)g(in)h(Step)g(5.)282 4550 y(The)39 b(greatest)e(departure)g (of)i(the)g Fq(sensev)-7 b(al)38 b Fz(exercise)f(from)h(the)h(proto)r (col)e(describ)r(ed)199 4658 y(ab)r(o)n(v)n(e)22 b(w)n(as)f(the)i (requiremen)n(t)f(that)h(systems)g(p)r(erform)f(WSD)h(on)g(all)f(w)n (ords)g(in)h(a)f(test)h(corpus)199 4765 y(\(Steps)31 b(6)f(and)g(7\),)g(with)h(their)f(dev)n(elop)r(ers)f(remaining)g (ignoran)n(t)g(of)h(whic)n(h)g(w)n(ords)f(w)n(ere)g(to)199 4873 y(b)r(e)36 b(used)f(for)g(scoring.)e(Instead,)i(participating)g (systems)g(w)n(ere)f(group)r(ed)g(in)n(to)h(categories,)199 4981 y(making)28 b(it)i(p)r(ossible)e(to)h(do)f(within-group)g (comparisons)f(of)i(systems)f(that)h(disam)n(biguated)199 5089 y(only)19 b(the)h(w)n(ords)e(in)h(the)h(test)f(set,)h(and)f(a)g (separate)e(within-group)i(comparison)e(for)i(those)g(that)199 5197 y(disam)n(biguated)h(all)g(con)n(ten)n(t)g(w)n(ords)f(app)r (earing)h(in)g(the)h(test)g(collection.)f(Comparison)f(across)199 5305 y(groups)33 b(indicates,)g(not)h(surprisingly)-7 b(,)33 b(that)h(the)g(highest)g(p)r(erformance)f(w)n(as)g(obtained)g(b) n(y)p eop %%Page: 10 10 10 9 bop 199 357 a Fz(10)912 b Fr(P.)30 b(R)l(esnik)g(and)g(D.)g(Y)-6 b(ar)l(owsky)199 556 y Fz(systems)23 b(using)h(sup)r(ervised)f (training)g(to)g(learn)g(classi\014ers)f(sp)r(eci\014cally)i(tuned)g (to)f(the)h(w)n(ords)199 664 y(in)k(the)g(test)g(set.)652 934 y Fm(3.4)49 b(A)34 b(multilingual)e(sense)j(inventory)f(for)g (evaluation)199 1096 y Fz(One)i(of)f(the)h(most)f(v)n(exed)g(issues)g (in)h(applied)g(lexical)f(seman)n(tics)g(is)g(ho)n(w)g(to)g(de\014ne)h (w)n(ord)199 1204 y(senses.)28 b(Although)g(w)n(e)g(certainly)f(do)h (not)g(prop)r(ose)f(a)g(de\014nitiv)n(e)h(answ)n(er)f(to)h(that)g (question,)199 1312 y(w)n(e)f(suggest)f(here)g(a)h(general)e(purp)r (ose)h(criterion)g(that)i(can)e(b)r(e)h(applied)g(to)g(existing)g (sources)199 1420 y(of)h(w)n(ord)f(senses)g(in)h(a)g(w)n(a)n(y)e(that,) j(w)n(e)e(suggest,)g(mak)n(es)g(sense)g(b)r(oth)i(for)e(target)g (applications)199 1528 y(and)j(for)f(ev)-5 b(aluation,)29 b(and)h(is)f(compatible)h(with)g(the)g(ma)5 b(jor)29 b(sources)f(of)h(a)n(v)-5 b(ailable)29 b(training)199 1636 y(and)f(test)g(data.)282 1743 y(The)i(essence)g(of)g(the)g(prop)r (osal)f(is)h(to)f(restrict)h(a)f(w)n(ord)g(sense)h(in)n(v)n(en)n(tory)e (to)i(distinctions)199 1851 y(that)23 b(are)f(t)n(ypically)g Fr(lexic)l(alize)l(d)27 b(cr)l(oss-linguistic)l(al)t(ly)p 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y(refer)h(to)h(b)r(oth)g(a)f (ph)n(ysical)g(ob)5 b(ject)27 b(and)g(a)h(group)e(of)i(p)r(eople:)324 2877 y(\(1\))120 b(a.)41 b(The)28 b(w)n(aiter)e(put)i(the)g(fo)r(o)r(d) g(on)f(the)h(table.)545 2985 y(b.)42 b(Then)28 b(he)f(told)h(another)f (table)g(their)h(fo)r(o)r(d)g(w)n(as)e(almost)h(ready)-7 b(.)554 3093 y(c.)42 b(He)28 b(\014nally)f(brough)n(t)g(app)r(etizers)g (to)g(the)h(table)g(an)f(hour)g(later.)199 3254 y(In)33 b(German,)f(for)g(example,)h(the)g(t)n(w)n(o)f(meanings)g(can)g (actually)g(b)r(e)h(lexicalized)f(di\013eren)n(tly)199 3362 y(\()p Fr(Tisch)k Fz(vs.)27 b Fr(Tischrunde)p Fz(\).)i(Ho)n(w)n (ev)n(er,)c(as)i(suc)n(h)g(sense)g(distinctions)g(are)g(t)n(ypically)g (con\015ated)199 3470 y(in)n(to)k(a)f(single)g(w)n(ord)g(in)h(most)f (languages,)f(and)i(b)r(ecause)f(ev)n(en)g(German)h(can)f(use)h Fr(Tisch)h Fz(in)199 3578 y(b)r(oth)c(cases,)f(one)g(could)h(plausibly) f(argue)g(for)g(a)g(common)g(sense)h(in)n(v)n(en)n(tory)e(for)h(ev)-5 b(aluation)199 3686 y(that)28 b(con\015ates)f(these)h(meanings.)282 3794 y(A)f(useful)f(reference)g(source)f(for)g(b)r(oth)i(training)e (and)h(ev)-5 b(aluation)26 b(w)n(ould)g(b)r(e)g(a)g(table)g(link-)199 3902 y(ing)33 b(sense)f(n)n(um)n(b)r(ers)h(in)g(established)f(lexical)h (resources)d(\(suc)n(h)j(as)f(W)-7 b(ordNet)33 b(or)f(LDOCE\))199 4010 y(with)f(these)f(crosslinguistic)e(translation)h(distinctions,)h (suc)n(h)f(as)59 b(T)-7 b(able)30 b(4.)f(A)i(comparable)199 4118 y(mapping)d(could)g(readily)g(b)r(e)g(extracted)g (semi-automatically)e(from)i(bilingual)g(dictionaries)199 4226 y(or)f(EuroW)-7 b(ordNet)27 b(\(Bloksma)g Fr(et)j(al.)f Fz(1996\).)54 b(W)-7 b(e)29 b(note)f(that)g(the)g(table)g(follo)n(ws)f (man)n(y)h(lex-)199 4334 y(ical)35 b(resources,)e(suc)n(h)i(as)f(the)h (original)f(W)-7 b(ordNet,)35 b(in)g(b)r(eing)g(organized)e(at)i(the)h (top)f(lev)n(el)199 4442 y(according)j(to)i(parts)f(of)h(sp)r(eec)n(h.) g(This)g(seems)g(to)f(us)h(a)g(sensible)g(approac)n(h)e(to)h(tak)n(e)h (for)199 4550 y(sense)34 b(in)n(v)n(en)n(tories,)f(since)h(POS)g (tagging)f(accomplishes)g(m)n(uc)n(h)i(of)f(the)h(w)n(ork)e(of)i(seman) n(tic)199 4658 y(disam)n(biguation,)27 b(at)g(least)g(at)h(the)g(lev)n (el)f(of)g(homographs)f(\(Stev)n(enson)h(and)h(Wilks)f(1996\).)282 4765 y(Although)g(cross-linguistic)d(div)n(ergence)g(is)j(a)e (signi\014can)n(t)h(problem,)f(and)h(1-1)f(translation)199 4873 y(maps)38 b(do)g(not)h(exist)f(for)g(all)g(sense-language)d (pairs,)j(this)h(table)f(suggests)f(ho)n(w)g Fr(multiple)199 4981 y Fz(parallel)20 b(bilingual)g(corp)r(ora)e(can)i(b)r(e)h(used)g (to)f(yield)g(sets)h(of)f(training)g(data)g(co)n(v)n(ering)e (di\013eren)n(t)199 5089 y(subsets)26 b(of)h(the)f(English)g(sense)g (in)n(v)n(en)n(tory)-7 b(,)25 b(that)h(in)h(aggregate)c(ma)n(y)j(yield) h(tagged)e(data)h(for)199 5197 y(all)i(giv)n(en)e(sense)h(distinctions) h(when)g(an)n(y)f(one)g(language)f(alone)h(ma)n(y)g(not)g(b)r(e)h (adequate.)282 5305 y(F)-7 b(or)22 b(example,)g(a)f(German-English)g (parallel)g(corpus)g(could)h(yield)g(tagged)g(data)f(for)h(senses)p eop %%Page: 11 11 11 10 bop 1067 357 a Fr(New)30 b(Evaluation)h(Metho)l(ds)g(for)f(WSD) 784 b Fz(11)267 560 y(T)-7 b(able)27 b(4.)h Fr(Mapping)j(b)l(etwe)l(en) f(cr)l(oss-linguistic)g(sense)g(lab)l(els)g(and)h(establishe)l(d)g (lexic)l(ons)p 199 692 2989 5 v 199 709 V 241 805 a Fn(T)-5 b(arget)53 b(W)-5 b(ordNet)46 b(English)257 872 y(W)-5 b(ord)82 b(Sense)21 b(#)60 b(description)199 b(Spanish)248 b(F)-5 b(renc)n(h)257 b(German)188 b(Italian)142 b(Japanese)p 199 946 V 211 1042 a Fb(in)n(terest)151 b Fn(1)f(monetary)244 b(in)n(ter)n(\023)-31 b(es,)263 b(in)n(t)n(\023)-31 b(er)n(^)g(et)261 b(Zinsen)231 b(in)n(teresse)132 b(rishi,)238 1108 y(\(noun\))359 b(\(e.g.)21 b(on)h(loan\))131 b(r)n(\023)-31 b(edito)1556 b(risoku)610 1175 y(2)150 b(stak)n(e/share)186 b(in)n(ter)n(\023)-31 b(es,)263 b(in)n(t)n(\023)-31 b(er)n(^)g(et)261 b(An)n(teil)242 b(in)n(teresse)132 b(rik)n(en)1312 1241 y(participaci\023)-33 b(on)95 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Fq(hector)g Fz(mono-)199 2658 y(lingual)37 b(lexicographers.)d(These)i (parallel)g(structures)g(suggest)g(that)h(the)g(lexicographer's)199 2766 y(in)n(tuitions)24 b(regarding)d(sense)i(distance)h(and)f (clustering)g(closely)f(resem)n(ble)h(empirically)g(mea-)199 2874 y(sured)h(distances)h(in)f(cross-lingual)f(data,)h(pro)n(viding)f (further)i(evidence)f(for)g(the)h(plausibilit)n(y)199 2982 y(of)j(these)f(monolingual)g(sense)g(hierarc)n(hies.)1470 3249 y Fu(References)199 3394 y Ft(S.)j(A)n(tkins.)g(\(1993\).)h(T)-6 b(o)r(ols)32 b(for)f(computer-aided)d(lexicograph)n(y:)j(the)f(Hector)g (pro)t(ject.)h(In)f Fv(Pap)l(ers)282 3485 y(in)d(Computational)i(L)l (exic)l(o)l(gr)l(aphy:)g(COMPLEX)f('93)p Ft(,)d(Budap)r(est.)199 3576 y(L.)30 b(Bahl)g(and)f(R.)g(Mercer.)h(\(1976\).)h(P)n(art-of-sp)r (eec)n(h)f(assignmen)n(t)f(b)n(y)g(a)g(statistical)j(decision)e(algo-) 282 3667 y(rithm.)25 b(In)g Fv(International)k(Symp)l(osium)f(on)f (Information)h(The)l(ory)p Ft(,)f(Ronneb)n(y)-6 b(,)24 b(Sw)n(eden.)199 3758 y(L.)e(Bahl,)g(F.)g(Jelinek,)h(and)e(R.)g (Mercer.)h(\(1983\).)h(A)e(maxim)n(um)d(lik)n(eliho)r(o)r(d)23 b(approac)n(h)f(to)f(con)n(tin)n(uous)282 3849 y(sp)r(eec)n(h)28 b(recognition.)h Fv(IEEE)f(T)-6 b(r)l(ansactions)32 b(on)d(Pattern)i(A) n(nalysis)e(and)h(Machine)f(Intel)t(ligenc)l(e)p Ft(,)282 3940 y(P)-6 b(AMI-5\(2\):179{190.)199 4031 y(L.)38 b(Bloksma,)h(P)-6 b(.)37 b(D)-9 b(\023)-30 b(\020ez-Orzas)39 b(and)f(P)-6 b(.)38 b(V)-6 b(ossen.)38 b(\(1996\).)h(User)f(Requiremen)n(ts)e(and)h (F)-6 b(unctional)282 4122 y(Sp)r(eci\014cation)26 b(of)h(the)e(EuroW) -6 b(ordNet)25 b(Pro)t(ject.)j Fa(http://www.let.uva.nl/\~ewn)199 4213 y Ft(E.)22 b(Brill.)h(\(1993\).)g Fv(A)h(Corpus-Base)l(d)i(Appr)l (o)l(ach)g(to)e(L)l(anguage)h(L)l(e)l(arning)p Ft(.)e(Ph.D.)f(thesis,)g (Computer)282 4304 y(and)k(Information)f(Science,)h(Univ)n(ersit)n(y)f (of)h(P)n(ennsylv)l(ania.)199 4395 y(P)-6 b(.)24 b(Bro)n(wn,)h(V.)e (Della)i(Pietra,)g(P)-6 b(.)24 b(deSouza,)g(J.)g(Lai,)h(and)e(R.)h (Mercer.)h(\(1992\).)g(Class-based)g(n-gram)282 4486 y(mo)r(dels)h(of)g(natural)g(language.)i Fv(Computational)g (Linguistics)p Ft(,)f(18\(4\):467{480.)199 4577 y(R.)h(Bruce)g(and)f (J.)i(Wieb)r(e.)g(\(1994\).)g(W)-6 b(ord-sense)27 b(disam)n(biguation)h (using)h(decomp)r(osable)f(mo)r(dels.)282 4668 y(In)d Fv(Pr)l(o)l(c)l(e)l(e)l(dings)30 b(of)d(A)n(CL)h('96)p Ft(,)e(Las)g(Cruces,)h(NM.,)f(pp.)f(139-146.)199 4759 y(K.)30 b(Ch)n(urc)n(h.)g(\(1988\).)i(A)d(sto)r(c)n(hastic)j(parts)e (program)g(and)g(noun)f(phrase)i(parser)f(for)h(unrestricted)282 4850 y(texts.)21 b(In)e Fv(Pr)l(o)l(c)l(e)l(e)l(dings)25 b(of)e(the)h(Se)l(c)l(ond)g(Confer)l(enc)l(e)g(on)f(Applie)l(d)g(Natur) l(al)g(L)l(anguage)i(Pr)l(o)l(c)l(essing)p Ft(,)282 4941 y(Austin,)h(T)-6 b(exas,)26 b(pp.)f(136{143.)199 5032 y(K.)36 b(Ch)n(urc)n(h)g(and)f(R.)h(Mercer.)i(\(1993\).)f(In)n(tro)r (duction)f(to)g(the)g(sp)r(ecial)h(issue)g(on)f(computational)282 5123 y(linguistics)28 b(using)d(large)i(corp)r(ora.)g Fv(Computational)i(Linguistics)p Ft(,)e(19\(1\):1{24.)199 5214 y(M.)49 b(Da)n(vis.)f(\(1996\).)i(New)e(Exp)r(erimen)n(ts)f(In)g (Cross-Language)j(T)-6 b(ext)48 b(Retriev)l(al)g(at)g(NMSU's)282 5305 y(Computing)37 b(Researc)n(h)g(Lab,)g(In)f(E.)i(M.)f(V)-6 b(o)r(orhees)38 b(and)e(D.)h(K.)g(Harman)f(\(eds.\),)h(The)h(Fifth)p eop %%Page: 20 20 20 19 bop 199 357 a Fz(20)912 b Fr(P.)30 b(R)l(esnik)g(and)g(D.)g(Y)-6 b(ar)l(owsky)282 556 y Ft(T)g(ext)44 b(REtriev)l(al)h(Conference)h (\(TREC-5\),)f(NIST)f(Sp)r(ecial)h(Publication)h(500-238,)h(Depart-)282 648 y(men)n(t)40 b(of)i(Commerce,)f(National)h(Institute)e(of)i (Standards)f(and)g(T)-6 b(ec)n(hnology)g(,)41 b(pp.)g(447{454.)282 739 y Fa(http://trec.nist.gov/pubs/tr)q(ec5/)q(paper)q(s/nm)q(su.d)q (avis.)q(pape)q(r.ps)199 834 y Ft(B.)32 b(Dorr)g(and)f(D.)g(Jones.)i (\(1996a\).)g(Acquisition)f(of)g(seman)n(tic)f(lexicons:)i(Using)e(w)n (ord)h(sense)g(dis-)282 926 y(am)n(biguation)23 b(to)g(impro)n(v)n(e)e 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y(N.)21 b(Ide.)f(\(forthcoming\).)h (Cross-lingual)i(sense)e(determination:)g(Can)g(it)g(w)n(ork?)g Fv(Computers)k(and)e(the)282 2418 y(Humanities)p Ft(,)k(33\(4-5\).)199 2514 y(N.)k(Ide.)g(\(forthcoming\).)g(P)n(arallel)i(T)-6 b(ranslations)33 b(as)e(Sense)g(Discriminators.)h(T)-6 b(o)32 b(app)r(ear)f(in)g Fv(Pr)l(o-)282 2605 y(c)l(e)l(e)l(dings)e(of) e(SIGLEX'99)p Ft(.)199 2700 y(N.)22 b(Ide)g(and)g(J.)h(V)n(\023)-36 b(eronis.)23 b(\(1998\).)h(In)n(tro)r(duction)e(to)g(the)g(sp)r(ecial)i (issue)f(on)f(w)n(ord)h(sense)f(disam)n(bigua-)282 2792 y(tion:)k(The)g(state)h(of)f(the)f(art.)i Fv(Computational)h (Linguistics)p Ft(,)f(24:1{40.)199 2887 y(F.)i(Jelinek.)g(\(1985\).)h (Mark)n(o)n(v)f(source)g(mo)r(deling)f(of)i(text)d(generation.)j(In)e (J.)h(Skwirzinski,)g(editor,)282 2978 y Fv(Imp)l(act)f(of)f(Pr)l(o)l(c) l(essing)j(T)-6 b(e)l(chniques)29 b(on)f(Communic)l(ation)p Ft(.)e(Dordrec)n(h)n(t.)199 3074 y(S.)38 b(Katz.)h(\(1987\).)g 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Ft(,)h(10\(2\):115{141.)199 3911 y(S.)37 b(Landes,)g(C.)g(Leaco)r(c)n (k,)h(and)e(R.)g(T)-6 b(engi.)38 b(\(1998\).)g(Building)f(Seman)n(tic)f (Concordances.)i(In)e(C.)282 4003 y(F)-6 b(ellbaum,)25 b(ed.)h(\(1998\).)h Fv(Wor)l(dNet:)i(A)n(n)e(Ele)l(ctr)l(onic)i(L)l (exic)l(al)f(Datab)l(ase)p Ft(.)g(MIT)e(Press.)199 4098 y(C.)g(Leaco)r(c)n(k,)f(G.)h(T)-6 b(o)n(w)n(ell)26 b(and)e(E.)h(V)-6 b(o)r(orhees.)26 b(\(1993\).)g(Corpus-based)f(statistical)h(sense)g (resolution.)282 4189 y(In)f Fv(Pr)l(o)l(c)l(e)l(e)l(dings,)30 b(ARP)-6 b(A)27 b(Human)h(L)l(anguage)h(T)-6 b(e)l(chnolo)l(gy)29 b(Workshop)p Ft(,)e(pp.)f(260{265.)199 4285 y(J.)20 b(Lehman.)e (\(1994\).)j(T)-6 b(o)n(w)n(ard)20 b(the)f(essen)n(tial)h(nature)f(of)h (statistical)h(kno)n(wledge)f(in)f(sense)h(resolution.)282 4376 y(In)25 b Fv(Pr)l(o)l(c)l(e)l(e)l(dings)30 b(of)d(the)i(12th)f (National)g(Confer)l(enc)l(e)h(on)f(A)n(rti\014cial)f(Intel)t(ligenc)l (e)p Ft(,)g(pp.)e(734{471.)199 4471 y(R.)31 b(Mandala,)h(T.)f(T)-6 b(ak)n(enobu,)30 b(and)h(T.)g(Hozumi.)f(\(1998\).)i(The)f(use)g(of)g(W) -6 b(ordNet)30 b(in)g(information)282 4563 y(retriev)l(al.)36 b(In)e(S.)h(Harabagiu)h(\(ed.\),)f(Usage)h(of)g(W)-6 b(ordNet)34 b(in)h(Natural)g(Language)h(Pro)r(cessing)282 4654 y(Systems,)25 b(COLING/A)n(CL-98)h(W)-6 b(orkshop,)25 b(Mon)n(treal,)j(August)d(16,)h(1998,)i(pp.)d(31{37.)199 4749 y(D.)e(Melamed)f(and)g(P)-6 b(.)22 b(Resnik.)g(\(submitted\).)f (Ev)l(aluation)i(of)g(sense)g(disam)n(biguation)g(giv)n(en)f(hierar-) 282 4841 y(c)n(hical)i(tag)f(sets.)h(Extends)e Fa (http://www.itri.brighton.ac.uk/)q(even)q(ts/s)q(ensev)q(al/m)q(r.asc)q Ft(.)199 4936 y(R.)32 b(Mo)r(oney)-6 b(.)32 b(\(1996\).)i(Comparativ)n (e)e(exp)r(erimen)n(ts)e(on)i(disam)n(biguating)g(w)n(ord)g(senses:)h (An)e(illus-)282 5027 y(tration)36 b(of)f(the)g(role)g(of)h(bias)g(in)e (mac)n(hine)g(learning.)i(In)f Fv(Pr)l(o)l(c)l(e)l(e)l(dings)j(of)d (the)i(Confer)l(enc)l(e)h(on)282 5118 y(Empiric)l(al)27 b(Metho)l(ds)i(in)e(Natur)l(al)i(L)l(anguage)g(Pr)l(o)l(c)l(essing)p Ft(,)f(Philadelphia,)f(pp.)e(82-91.)199 5214 y(S.)g(McRo)n(y)-6 b(.)25 b(\(1992\).)h(Using)g(m)n(ultiple)e(kno)n(wledge)h(sources)h (for)g(w)n(ord)g(sense)f(discrimination.)h Fv(Com-)282 5305 y(putational)j(Linguistics)p Ft(,)e(18\(1\):1{30.)p eop %%Page: 21 21 21 20 bop 1067 357 a Fr(New)30 b(Evaluation)h(Metho)l(ds)g(for)f(WSD) 784 b Fz(21)199 556 y Ft(G.)27 b(Miller)g(and)f(W.)g(Charles.)i (\(1991\).)g(Con)n(textual)e(correlates)i(of)e(seman)n(tic)g(similarit) n(y)-6 b(.)26 b Fv(L)l(anguage)282 648 y(and)i(Co)l(gnitive)g(Pr)l(o)l (c)l(esses)p Ft(,)h(6\(1\):1{28.)199 739 y(G.)22 b(Miller,)h(M.)f(Cho)r (doro)n(w,)h(S.)e(Landes,)h(C.)g(Leaco)r(c)n(k,)h(and)d(R.)i(Thomas.)f (\(1994\).)i(Using)f(a)f(seman)n(tic)282 830 y(concordance)39 b(for)g(sense)g(iden)n(ti\014cation.)g(In)f Fv(Pr)l(o)l(c)l(e)l(e)l (dings)j(of)e(the)h(ARP)-6 b(A)39 b(Human)g(L)l(anguage)282 922 y(T)-6 b(e)l(chnolo)l(gy)29 b(Workshop)p 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