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y(t)n(ypical)f(con)n(text)g(of)h Fm(tools/ma)n(chiner)-6 b(y)27 b Fq(in)h(Grolier's)e(encyclop)r(edia.)147 1465 y Fw(Step)38 b(2:)50 b(Iden)m(tify)36 b(salien)m(t)h(w)m(ords)g(in)g (the)g(collectiv)m(e)e(con)m(text,)h(and)j(w)m(eigh)m(t)147 1581 y Fh(.)348 b Fw(appropriately)147 1734 y Fq(In)n(tuitiv)n(ely)-7 b(,)25 b(a)e(salien)n(t)h(w)n(ord)1066 1704 y Fp(2)1126 1734 y Fq(is)f(one)h(whic)n(h)g(app)r(ears)e(signi\014can)n(tly)h(more) h(often)g(in)g(the)g(con)n(text)g(of)g(a)f(category)147 1834 y(than)33 b(at)f(other)g(p)r(oin)n(ts)g(in)h(the)g(corpus,)g(and)f (hence)h(is)f(a)g(b)r(etter)h(than)g(a)n(v)n(erage)c(indicator)j(for)g (the)h(category)-7 b(.)147 1942 y(W)g(e)34 b(formalize)f(this)h(with)g (a)f(m)n(utual-information-lik)n(e)f(estimate:)2377 1902 y Fg(P)9 b(r)r Fp(\()p Fg(w)r Ff(j)p Fg(RC)t(at)p Fp(\))p 2377 1923 369 4 v 2469 1971 a Fg(P)g(r)r Fp(\()p Fg(w)r Fp(\))2755 1942 y Fq(,)36 b(the)e(probabilit)n(y)e(of)i(a)f(w)n(ord)147 2056 y(\(w\))28 b(app)r(earing)f(in)g(the)h(con)n(text)g(of)f(a)g (Roget)g(category)f(divided)i(b)n(y)f(its)h(o)n(v)n(erall)d(probabilit) n(y)i(in)h(the)g(corpus.)272 2156 y(It)h(is)f(imp)r(ortan)n(t)g(to)h (exercise)f(some)g(care)f(in)i(estimating)g Fi(P)12 b(r)r Fq(\()p Fi(w)r Fe(j)p Fi(R)q(C)6 b(at)p Fq(\).)41 b(In)29 b(principle,)g(one)g(could)f(simply)147 2255 y(coun)n(t)h(the)g(n)n(um) n(b)r(er)f(of)h(times)g(that)g Fi(w)j Fq(app)r(ears)27 b(in)i(the)h(collectiv)n(e)e(con)n(text.)40 b(Ho)n(w)n(ev)n(er,)27 b(this)i(estimate,)g(whic)n(h)147 2355 y(is)24 b(kno)n(wn)g(as)g(the)g (maxim)n(um)h(lik)n(eliho)r(o)r(d)e(estimate)i(\(MLE\),)f(can)g(b)r(e)h (unreliable,)g(esp)r(ecially)e(when)i Fi(w)i Fq(do)r(es)d(not)147 2455 y(app)r(ear)29 b(v)n(ery)g(often)h(in)h(the)f(collectiv)n(e)f(con) n(text.)44 b(W)-7 b(e)31 b(ha)n(v)n(e)e(smo)r(othed)h(the)g(lo)r(cal)f (estimates)h(of)g Fi(P)12 b(r)r Fq(\()p Fi(w)r Fe(j)p Fi(R)q(C)6 b(at)p Fq(\))147 2554 y(with)35 b(global)f(estimates)h(of)g Fi(P)12 b(r)r Fq(\()p 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b(selected)h(are)f(the)i (most)f Fo(imp)l(ortant)147 3252 y Fq(to)30 b(the)g(mo)r(dels,)g(where) f Fo(imp)l(ortanc)l(e)i Fq(is)f(de\014ned)g(as)f(the)h(pro)r(duct)g(of) g(salience)f(and)g(lo)r(cal)g(frequency)-7 b(.)43 b(That)30 b(is)147 3351 y(to)d(sa)n(y)g(imp)r(ortan)n(t)g(w)n(ords)f(are)h (distinctiv)n(e)h Fo(and)g Fq(frequen)n(t.)272 3460 y(The)c(n)n(um)n(b) r(ers)g(in)h(paren)n(theses)e(are)h(the)h(log)f(of)g(the)h(salience)f (\()p Fi(l)r(og)2400 3419 y Fg(P)9 b(r)r Fp(\()p Fg(w)r Ff(j)p Fg(RC)t(at)p Fp(\))p 2400 3440 V 2491 3488 a Fg(P)g(r)r Fp(\()p Fg(w)r Fp(\))2778 3460 y Fq(\),)26 b(whic)n(h)e(w)n(e)g(will)h (henceforth)147 3569 y(refer)i(to)g(as)g(the)h(w)n(ord's)f Fo(weight)h Fq(in)g(the)g(statistical)f(mo)r(del)h(of)g(the)g(category) -7 b(.)p 894 3657 2107 4 v 892 3756 4 100 v 944 3726 a(ANIMAL/INSECT)27 b(\(Category)f(414\):)p 2998 3756 V 894 3760 2107 4 v 892 3859 4 100 v 944 3829 a(sp)r(ecies)h(\(2.3\),)g (family)h(\(1.7\),)g(bird)f(\(2.6\),)g(\014sh)h(\(2.4\),)p 2998 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147 240 a Fq(a)37 b(broad)g(set)h(of)g(relations,)h(suc)n(h)f (as)f(meronom)n(y)f(\()p Fo(blade,)44 b(engine,)e(ge)l(ar,)h(whe)l(el,) g(shaft,)g(to)l(oth,)f(piston)c Fq(and)147 340 y Fo(cylinder)p Fq(\),)45 b(t)n(ypical)40 b(functions)g(of)g(mac)n(hines)g(\()p Fo(cut,)k(r)l(otate,)h(move,)g(turn,)f(pul)t(l)p Fq(\),)g(t)n(ypical)c (ob)5 b(jects)39 b(of)h(those)147 439 y(actions)32 b(\()p Fo(wo)l(o)l(d,)37 b(metal)p Fq(\),)e(as)d(w)n(ell)h(as)f(t)n(ypical)g (mo)r(di\014ers)g(for)g(mac)n(hines)g(\()p Fo(ele)l(ctric,)38 b(me)l(chanic)l(al,)f(pneumatic)p Fq(\).)147 539 y(The)24 b(list)h(for)e(a)h(category)e(t)n(ypically)i(con)n(tains)f(o)n(v)n(er)f (3000)g(w)n(ords,)i(and)g(is)g(far)g(ric)n(her)f(than)h(can)g(b)r(e)g (deriv)n(ed)f(from)147 639 y(a)k(dictionary)g(de\014nition.)147 868 y Fw(Step)39 b(3:)53 b(Use)39 b(the)g(resulting)e(w)m(eigh)m(ts)h (to)h(predict)e(the)i(appropriate)g(category)g(for)147 984 y(a)f(w)m(ord)f(in)g(no)m(v)m(el)g(text)147 1137 y Fq(When)23 b(an)n(y)f(of)g(the)h(salien)n(t)f(w)n(ords)f(deriv)n(ed)g (in)i(step)f(2)g(app)r(ear)g(in)g(the)h(con)n(text)f(of)g(an)h(am)n (biguous)e(w)n(ord,)h(there)g(is)147 1237 y(evidence)i(that)g(the)g(w)n (ord)f(b)r(elongs)g(to)g(the)i(indicated)f(category)-7 b(.)33 b(If)24 b(sev)n(eral)f(suc)n(h)g(w)n(ords)f(app)r(ear,)i(the)g (evidence)147 1336 y(is)29 b(comp)r(ounded.)43 b(Using)29 b(Ba)n(y)n(es')e(rule,)j(w)n(e)f(sum)h(their)f(w)n(eigh)n(ts,)g(o)n(v)n (er)e(all)j(w)n(ords)e(in)h(con)n(text,)h(and)f(determine)147 1436 y(the)f(category)e(for)h(whic)n(h)g(the)h(sum)g(is)f(greatest.) 1702 1406 y Fp(3)939 1693 y Fi(AR)q(GM)9 b(AX)1067 1792 y Fg(RC)t(at)1604 1615 y Fd(X)1468 1792 y Fg(w)30 b(in)e(context)1874 1694 y Fq(log)q(\()2024 1638 y Fi(P)12 b(r)r Fq(\()p Fi(w)r Fe(j)p Fi(R)q(C)6 b(at)p Fq(\))20 b Fe(\002)e Fi(P)12 b(r)r Fq(\()p Fi(R)q(C)6 b(at)p Fq(\))p 2024 1675 931 4 v 2374 1751 a Fi(P)12 b(r)r Fq(\()p Fi(w)r Fq(\))2964 1694 y(\))272 1951 y(The)23 b(con)n(text)g(is)g(de\014ned)h 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y(sense)29 b(and)f(38)h(refer)f(to)h(the)g(hea)n(vy)f (mac)n(hinery)g(sense.)41 b(The)29 b(system)g(correctly)e(classi\014ed) i(all)f(but)i(one)f(of)g(the)147 2649 y(mac)n(hinery)d(senses,)h (yielding)g(99\045)f(o)n(v)n(erall)g(accuracy)f(.)37 b(The)27 b(one)g(misclassi\014ed)g(case)f(had)h(a)g(lo)n(w)g(score)f (for)g(all)147 2748 y(mo)r(dels,)i(indicating)f(a)g(lac)n(k)g(of)g (con\014dence)h(in)g(an)n(y)e(classi\014cation.)272 2848 y(It)g(is)g(useful)g(to)g(lo)r(ok)f(at)h(one)g(example)f(in)i(some)e (more)g(detail.)37 b(Consider)25 b(the)h(follo)n(wing)f(instance)h(of)g Fo(cr)l(ane)147 2948 y Fq(and)h(its)h(con)n(text)f(of)h Fe(\006)p Fq(10)e(w)n(ords:)1224 2917 y Fp(5)p 1046 3029 1803 4 v 1044 3129 4 100 v 1095 3099 a Fq(...)37 b(lift)29 b(w)n(ater)d(and)i(to)f(grind)g(grain)g(.PP)f(T)-7 b(readmills)p 2847 3129 V 1044 3228 V 1095 3198 a(attac)n(hed)27 b(to)h Fn(cranes)g Fq(w)n(ere)f(used)g(to)h(lift)g(hea)n(vy)p 2847 3228 V 1044 3328 V 1095 3298 a(ob)5 b(jects)27 b(from)h(Roman)f (times)h(,)f(...)p 2847 3328 V 1046 3331 1803 4 v 272 3460 a(The)i(table)g(b)r(elo)n(w)h(sho)n(ws)e(the)i(strongest)e (indicators)g(iden)n(ti\014ed)i(for)f(the)h(t)n(w)n(o)f(categories)e (in)j(the)f(sen)n(tence)147 3569 y(ab)r(o)n(v)n(e.)35 b(The)26 b(mo)r(del)g(w)n(eigh)n(ts,)f(as)g(noted)h(ab)r(o)n(v)n(e,)f (are)g(equiv)-5 b(alen)n(t)25 b(to)h Fi(l)r(og)2480 3528 y Fg(P)9 b(r)r Fp(\()p Fg(w)r Ff(j)p Fg(RC)t(at)p Fp(\))p 2479 3549 369 4 v 2571 3597 a Fg(P)g(r)r Fp(\()p Fg(w)r Fp(\))2857 3569 y Fq(.)37 b(Sev)n(eral)24 b(indicators)h(w)n(ere)147 3682 y(found)33 b(for)f(the)g Fm(tools/ma)n(chine)g Fq(class.)51 b(There)32 b(is)g(v)n(ery)f(little)i(evidence)g(for)f(the)g Fm(animal)g Fq(sense)g(of)h Fo(cr)l(ane)p Fq(,)147 3782 y(with)24 b(the)f(p)r(ossible)g(exception)g(of)g Fo(water)p Fq(.)36 b(The)23 b(prep)r(onderance)f(of)h(evidence)g(fa)n(v)n(ors)f (the)h(former)f(classi\014cation,)147 3882 y(whic)n(h)j(happ)r(ens)h (to)f(b)r(e)g(correct.)35 b(The)26 b(di\013erence)f(b)r(et)n(w)n(een)g (the)h(t)n(w)n(o)e(total)h(scores)f(indicate)h(strong)f(con\014dence) 147 3981 y(in)k(the)g(answ)n(er.)p 147 4026 1440 4 v 239 4080 a Fl(3)274 4103 y Fk(The)h(reader)g(ma)n(y)g(ha)n(v)n(e)h (noticed)g(that)g(the)g Fc(P)10 b(r)r Fk(\()p Fc(w)r Fk(\))29 b(factor)g(can)g(b)r(e)h(omitted)f(since)g(it)g(will)e(not)j (c)n(hange)h(the)f(results)e(of)h(the)147 4182 y(maximization.)43 b(It)29 b(is)e(included)i(here)f(for)g(exp)r(ository)g(con)n(v)n (enience)j(so)d(that)i(it)e(is)f(p)r(ossible)h(to)h(compare)e(results)h (across)g(w)n(ords)147 4261 y(with)f(v)n(ery)g(di\013eren)n(t)h (probabilities.)40 b(The)27 b(factor)g(also)g(b)r(ecomes)f(imp)r(ortan) n(t)h(when)g(an)h(incomplete)e(set)i(of)e(indicators)h(is)f(stored)147 4340 y(b)r(ecause)c(of)f(computational)g(space)h(constrain)n(ts.)31 b(Curren)n(tly)21 b(w)n(e)g(assume)e(a)i(uniform)e(prior)h(probabilit)n (y)h(for)f(eac)n(h)h(Roget)h(category)147 4419 y(\()p Fc(P)10 b(r)r Fk(\()p Fc(Rcat)p Fk(\)\),)34 b(i.e.)50 b(sense)30 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(68\045)i(to)g(92\045.)239 5264 y Fl(5)274 5287 y Fk(This)f(narro)n(w)n (er)g(windo)n(w)h(is)f(used)h(for)f(illustrativ)n(e)g(simplicit)n(y)-6 b(.)1926 5536 y Fq(4)p eop %%Page: 5 5 5 4 bop 883 161 2129 4 v 881 260 4 100 v 933 230 a Fm(tools/ma)n(chine) p 1595 260 V 99 w Fq(W)-7 b(eigh)n(t)p 1951 260 V 1968 260 V 116 w Fm(animal/insect)p 2654 260 V 99 w Fq(W)g(eigh)n(t)p 3010 260 V 883 263 2129 4 v 881 363 4 100 v 933 333 a(lift)p 1595 363 V 665 w(2.44)p 1951 363 V 1968 363 V 169 w(w)n(ater)p 2654 363 V 539 w(0.76)p 3010 363 V 881 463 V 933 433 a(lift)p 1595 463 V 665 w(2.44)p 1951 463 V 1968 463 V 2654 463 V 3010 463 V 881 562 V 933 532 a(grain)p 1595 562 V 582 w(1.68)p 1951 562 V 1968 562 V 2654 562 V 3010 562 V 881 662 V 933 632 a(used)p 1595 662 V 606 w(1.32)p 1951 662 V 1968 662 V 2654 662 V 3010 662 V 881 762 V 933 732 a(hea)n(vy)p 1595 762 V 557 w(1.28)p 1951 762 V 1968 762 V 2654 762 V 3010 762 V 881 861 V 933 831 a(T)g(readmills)p 1595 861 V 386 w(1.16)p 1951 861 V 1968 861 V 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V 547 w Fq(158)p 2611 2138 V 197 w(99\045)p 3060 2138 V 290 w(99\045)p 3497 2138 V 393 2238 V 845 2238 V 897 2208 a(\014sh)p 1615 2238 V 644 w Fm(animal)p 2345 2238 V 531 w Fq(69)p 2611 2238 V 176 w(100\045)p 3060 2238 V 3497 2238 V 395 2241 3104 4 v 393 2341 4 100 v 445 2311 a Fn(b)s(o)m(w)p 845 2341 V 282 w Fq(w)n(eap)r(on)p 1615 2341 V 496 w Fm(arms)p 2345 2341 V 613 w Fq(59)p 2611 2341 V 197 w(92\045)p 3060 2341 V 290 w(91\045)p 3497 2341 V 393 2440 V 845 2440 V 897 2410 a(fron)n(t)g(of)g(ship)p 1615 2440 V 324 w Fm(ship,bo)n(a)-6 b(t)p 2345 2440 V 434 w Fq(34)p 2611 2440 V 197 w(94\045)p 3060 2440 V 3497 2440 V 393 2540 V 845 2540 V 897 2510 a(violin)27 b(part)p 1615 2540 V 388 w Fm(musical)p 1991 2510 28 4 v 33 w(instr)p 2345 2540 4 100 v 249 w Fq(30)p 2611 2540 V 176 w(100\045)p 3060 2540 V 3497 2540 V 393 2640 V 845 2640 V 897 2610 a(ribb)r(on)p 1615 2640 V 531 w Fm(ornament)-6 b(a)g(tion)p 2345 2640 V 225 w Fq(4)p 2611 2640 V 198 w(25\045)p 3060 2640 V 3497 2640 V 393 2739 V 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3244 V 403 w Fm(injustice)p 2345 3244 V 403 w Fq(163)p 2611 3244 V 197 w(34\045)p 3060 3244 V 3497 3244 V 393 3344 V 845 3344 V 897 3314 a(\014nancial)p 1615 3344 V 464 w Fm(debt)p 2345 3344 V 619 w Fq(59)p 2611 3344 V 197 w(90\045)p 3060 3344 V 3497 3344 V 393 3443 V 845 3443 V 897 3413 a(share)p 1615 3443 V 578 w Fm(pr)n(oper)f(ty)p 2345 3443 V 431 w Fq(21)p 2611 3443 V 197 w(38\045)p 3060 3443 V 3497 3443 V 395 3447 3104 4 v 393 3546 4 100 v 445 3516 a Fn(issue)p 845 3546 V 252 w Fq(topic)p 1615 3546 V 589 w Fm(politics)p 2345 3546 V 444 w Fq(831)p 2611 3546 V 197 w(94\045)p 3060 3546 V 290 w(94\045)p 3497 3546 V 393 3646 V 845 3646 V 897 3616 a(p)r(erio)r(dical)p 1615 3646 V 413 w Fm(books,period)p 2345 3646 V 270 w Fq(28)p 2611 3646 V 197 w(89\045)p 3060 3646 V 3497 3646 V 393 3745 V 845 3745 V 897 3716 a(sto)r(c)n(k)p 1615 3745 V 581 w Fm(securities)p 2345 3745 V 438 w Fq(9)p 2611 3745 V 177 w(100\045)p 3060 3745 V 3497 3745 V 395 3749 3104 4 v 393 3848 4 100 v 445 3819 a Fn(dut)m(y)p 845 3848 V 262 w Fq(obligation)p 1615 3848 V 408 w Fm(duty)p 2345 3848 V 569 w Fq(347)p 2611 3848 V 197 w(96\045)p 3060 3848 V 290 w(96\045)p 3497 3848 V 393 3948 V 845 3948 V 897 3918 a(tax)p 1615 3948 V 651 w Fm(price,fee)p 2345 3948 V 435 w Fq(52)p 2611 3948 V 197 w(96\045)p 3060 3948 V 3497 3948 V 395 3951 3104 4 v 393 4051 4 100 v 445 4021 a Fn(sen)m(tence)p 845 4051 V 100 w Fq(punishmen)n(t)p 1615 4051 V 347 w Fm(legal)p 1908 4021 28 4 v 33 w(a)n(ction)p 2345 4051 4 100 v 227 w Fq(128)p 2611 4051 V 197 w(99\045)p 3060 4051 V 290 w(98\045)p 3497 4051 V 393 4151 V 845 4151 V 897 4121 a(set)27 b(of)h(w)n(ords)p 1615 4151 V 333 w Fm(grammar)p 2345 4151 V 393 w Fq(213)p 2611 4151 V 197 w(98\045)p 3060 4151 V 3497 4151 V 395 4154 3104 4 v 393 4254 4 100 v 445 4224 a Fn(slug)p 845 4254 V 286 w Fq(animal)p 1615 4254 V 524 w Fm(animal)p 2345 4254 V 531 w Fq(24)p 2611 4254 V 176 w(100\045)p 3060 4254 V 269 w(97\045)p 3497 4254 V 393 4353 V 845 4353 V 897 4323 a(t)n(yp)r(e)g(strip)p 1615 4353 V 415 w Fm(printing)p 2345 4353 V 505 w Fq(8)p 2611 4353 V 177 w(100\045)p 3060 4353 V 3497 4353 V 393 4453 V 845 4453 V 897 4423 a(mass)f(unit)p 1615 4453 V 418 w Fm(weight)p 2345 4453 V 562 w Fq(3)p 2611 4453 V 177 w(100\045)p 3060 4453 V 3497 4453 V 393 4552 V 845 4552 V 897 4523 a(fak)n(e)g(coin)p 1615 4552 V 448 w Fm(money)p 2345 4552 V 592 w Fq(2)p 2611 4552 V 198 w(50\045)p 3060 4552 V 3497 4552 V 393 4652 V 845 4652 V 897 4622 a(metallurgy)p 1615 4652 V 378 w Fm(impulse,imp)-6 b(a)n(ct)p 2345 4652 V 243 w Fq(1)p 2611 4652 V 177 w(100\045)p 3060 4652 V 3497 4652 V 393 4752 V 845 4752 V 897 4722 a(bullet)p 1615 4752 V 562 w Fm(arms)p 2345 4752 V 654 w Fq(1)p 2611 4752 V 177 w(100\045)p 3060 4752 V 3497 4752 V 395 4755 3104 4 v 1323 4987 a(T)f(able)27 b(1:)37 b(Summary)27 b(of)g(p)r(erformance) 1926 5536 y(6)p eop %%Page: 7 7 7 6 bop 147 240 a Fr(4)135 b(Limitations)47 b(of)e(the)g(Metho)t(d)147 422 y Fq(The)33 b(pro)r(cedure)f(describ)r(ed)h(here)g(is)g(based)g(on) f(broad)g(con)n(text)h(mo)r(dels.)54 b(It)33 b(p)r(erforms)f(b)r(est)i (on)f(w)n(ords)f(with)147 522 y(senses)26 b(whic)n(h)g(can)g(b)r(e)h (distinguished)g(b)n(y)f(their)h(broad)e(con)n(text.)36 b(These)27 b(are)e(most)i(t)n(ypically)f(concrete)f(nouns.)147 621 y(P)n(erformance)g(is)j(w)n(eak)n(er)d(on)j(the)g(follo)n(wing:)272 721 y Fo(T)-6 b(opic)41 b(Indep)l(endent)g(Distinctions)p Fq(:)60 b(One)39 b(of)g(the)h(reasons)d(that)j Fo(inter)l(est)e Fq(is)i(disam)n(biguated)e(p)r(o)r(orly)g(is)147 821 y(that)g(it)h(can)e(app)r(ear)g(in)h(almost)g(an)n(y)f(con)n(text.)67 b(While)39 b(its)f(\\curiosit)n(y")e(sense)h(is)h(often)g(indicated)g (b)n(y)g(the)147 920 y(presence)27 b(of)g(an)h(academic)e(sub)5 b(ject)28 b(or)f(hobbie,)h(the)g(\\adv)-5 b(an)n(tage")25 b(sense)i(\(to)h(b)r(e)g(in)f(one's)g(in)n(terests\))h(has)f(few)147 1020 y(topic)g(constrain)n(ts.)35 b(Distinguishing)27 b(b)r(et)n(w)n(een)g(t)n(w)n(o)f(suc)n(h)h(abstractions)e(is)i (di\016cult.)2868 990 y Fp(8)2943 1020 y Fq(Ho)n(w)n(ev)n(er,)e(the)j (\014nancial)147 1119 y(sense)33 b(of)h Fo(inter)l(est)f Fq(is)h(readily)f(iden)n(ti\014able,)i(and)f(can)f(b)r(e)h (distinguished)g(from)f(the)i(non-\014nancial)d(uses)i(with)147 1219 y(92\045)e(accuracy)-7 b(.)50 b(Other)31 b(distinctions)i(b)r(et)n (w)n(een)f(topic)h(indep)r(enden)n(t)g(and)g(topic)f(constrained)f (senses)h(app)r(ear)147 1319 y(successful)27 b(as)g(w)n(ell)h(\(e.g.)36 b Fo(taste,)30 b(issue,)g(duty)e Fq(and)f Fo(sentenc)l(e)p Fq(\).)272 1418 y Fo(Minor)36 b(Sense)e(Distinctions)i(within)g(a)f (Cate)l(gory)p Fq(:)50 b(Distinctions)34 b(b)r(et)n(w)n(een)g(the)f (medicinal)h(and)f(narcotic)147 1518 y(senses)24 b(of)h Fo(drug)f Fq(are)g(not)h(captured)f(b)n(y)g(the)h(system)g(b)r(ecause)f (they)h(b)r(oth)g(b)r(elong)f(to)h(the)g(same)f(Roget)g(category)147 1618 y(\()p Fm(remed)n(y)p Fq(\).)39 b(Similar)27 b(problems)g(o)r (ccur)h(with)g(the)g(m)n(usical)f(senses)h(of)f Fo(b)l(ass)p Fq(.)38 b(Roget's)28 b(Thesaurus)e(o\013ers)h(a)h(ric)n(h)147 1717 y(sub-hierarc)n(h)n(y)17 b(within)j(eac)n(h)f(category)-7 b(,)19 b(ho)n(w)n(ev)n(er.)32 b(F)-7 b(uture)20 b(implemen)n(tations)f (will)h(lik)n(ely)f(use)g(this)h(information,)147 1817 y(whic)n(h)28 b(is)f(curren)n(tly)g(ignored.)272 1916 y Fo(V)-6 b(erbs)p Fq(:)47 b(V)-7 b(erbs)32 b(ha)n(v)n(e)g(not)g(b)r (een)i(considered)d(in)i(this)g(particular)f(study)-7 b(,)34 b(and)f(it)g(app)r(ears)f(that)h(they)g(ma)n(y)147 2016 y(b)r(ene\014t)i(from)e(more)h(lo)r(cal)f(mo)r(dels)h(of)g(their)g (t)n(ypical)f(argumen)n(ts.)55 b(The)34 b(unmo)r(di\014ed)h(system)f (do)r(es)f(seem)h(to)147 2116 y(p)r(erform)26 b(w)n(ell)h(on)f(v)n (erbs)g(whic)n(h)h(sho)n(w)e(clear)h(topic)h(distinctions)g(suc)n(h)f (as)g Fo(\014r)l(e)p Fq(.)37 b(It's)27 b(w)n(eap)r(on,)f(engine,)g (furnace,)147 2215 y(emplo)n(y)n(ee,)h(imagination)f(and)i(p)r(ottery)f (senses)g(ha)n(v)n(e)f(b)r(een)i(disam)n(biguated)f(with)h(85\045)f (accuracy)-7 b(.)272 2315 y Fo(Pr)l(e-Nominal)27 b(Mo)l(di\014ers)p Fq(:)37 b(The)24 b(disam)n(biguation)g(of)g(pre-nominal)g(mo)r (di\014ers)g(\(adjectiv)n(es)g(and)g(comp)r(ound)147 2415 y(nominals\))30 b(is)g(hea)n(vily)f(dep)r(enden)n(t)i(on)f(the)h (noun)f(mo)r(di\014ed,)h(and)g(m)n(uc)n(h)f(less)f(so)h(on)g(distan)n (t)g(con)n(text.)45 b(While)147 2514 y(class-based)32 b(Ba)n(y)n(esian)g(discrimination)i(ma)n(y)f(b)r(e)i(useful)f(here)g (as)g(w)n(ell,)h(the)g(optimal)f(windo)n(w)f(size)h(is)g(m)n(uc)n(h)147 2614 y(narro)n(w)n(er.)272 2713 y Fo(Idioms)p Fq(:)40 b(These)29 b(broad)f(con)n(text,)h(topic-based)f(discriminators)f(are)h (also)g(less)g(successful)h(in)g(dealing)g(with)147 2813 y(a)j(w)n(ord)f(lik)n(e)g Fo(hand)p Fq(,)k(whic)n(h)d(is)g(usually)g (found)g(in)g(\014xed)h(expressions)d(suc)n(h)i(as)f Fo(on)j(the)g(other)h(hand)e Fq(and)f Fo(close)147 2913 y(at)f(hand)p Fq(.)41 b(These)29 b(\014xed)g(expressions)e(ha)n(v)n(e)g (more)h(function)i(than)f(con)n(ten)n(t,)g(and)f(therefore,)g(they)h (do)g(not)g(lend)147 3012 y(themselv)n(es)22 b(to)g(a)g(metho)r(d)g (that)h(dep)r(ends)g(on)f(di\013erences)g(in)g(con)n(ten)n(t.)35 b(The)22 b(situation)g(is)g(far)g(from)g(hop)r(eless,)h(as)147 3112 y(man)n(y)h(idioms)g(are)f(listed)i(directly)f(in)g(Roget's)g (Thesaurus)f(and)h(can)g(b)r(e)h(asso)r(ciated)e(with)i(a)e(category)g (through)147 3212 y(simple)e(table)h(lo)r(okup.)34 b(Other)21 b(researc)n(h,)f(suc)n(h)h(as)g(Smadja)g(and)g(McKeo)n(wn)f(\(1990\),)h (ha)n(v)n(e)g(sho)n(wn)f(more)g(general)147 3311 y(w)n(a)n(ys)26 b(of)i(iden)n(tifying)f(and)h(handling)f(these)h(\014xed)f(expressions) f(and)i(collo)r(cations.)272 3411 y(Giv)n(en)22 b(the)i(broad)d(set)i (of)g(issues)g(in)n(v)n(olv)n(ed)e(in)i(sense)g(disam)n(biguation,)f (it)i(is)f(reasonable)d(to)j(use)g(sev)n(eral)e(sp)r(e-)147 3510 y(cialized)k(to)r(ols)g(in)h(co)r(op)r(eration.)35 b(W)-7 b(e)26 b(already)e(handle)i(part)f(of)h(sp)r(eec)n(h)f (distinctions)h(through)f(other)g(metho)r(ds;)147 3610 y(an)i(e\016cien)n(t)h(idiom)g(recognizer)d(w)n(ould)i(b)r(e)h(an)g (appropriate)d(addition)j(as)f(w)n(ell.)147 3885 y Fr(5)135 b(Linking)65 b(Roget)i(Categories)g(with)f(other)g(Sense)f(Represen)l (ta-)349 4034 y(tions)147 4216 y Fq(The)23 b(Roget)g(category)f(names)h (tend)h(to)f(b)r(e)h(highly)f(mnemonic)g(and)h(ma)n(y)e(w)n(ell)h (su\016ce)h(as)e(sense)h(tags.)35 b(Ho)n(w)n(ev)n(er,)147 4316 y(one)c(ma)n(y)f(w)n(an)n(t)g(to)h(link)g(the)g(Roget)g(tags)f (with)h(an)g(established)f(reference)g(suc)n(h)h(as)f(the)i(sense)e(n)n (um)n(b)r(ers)g(one)147 4415 y(\014nds)35 b(in)f(a)g(dictionary)-7 b(.)56 b(W)-7 b(e)35 b(accomplish)f(this)g(b)n(y)g(applying)g(the)h(mo) r(dels)f(describ)r(ed)g(ab)r(o)n(v)n(e)f(to)i(the)f(text)h(of)147 4515 y(the)g(de\014nitions)g(in)h(a)e(dictionary)-7 b(,)36 b(creating)e(a)g(table)h(of)g(corresp)r(ondences)e(b)r(et)n(w)n(een)i (Roget)f(categories)f(and)147 4614 y(sense)25 b(n)n(um)n(b)r(ers.)36 b(Results)25 b(for)g(the)h(w)n(ord)e Fo(cr)l(ane)i Fq(are)e (illustrated)h(b)r(elo)n(w)g(for)g(t)n(w)n(o)g(dictionaries:)35 b(\(1\))25 b(COBUILD)147 4714 y(\(Sinclair,)i(1987\),)f(and)i(\(2\))g (Collins)f(English)g(Dictionary)-7 b(,)27 b(First)g(Edition)g(\(CED1\)) h(\(Hanks,)g(1979\).)p 147 4788 1440 4 v 239 4842 a Fl(8)274 4865 y Fk(Blac)n(k)f(\(1988\))i(has)f(noted)g(that)g(this)f (distinction)h(for)e Fj(inter)l(est)h Fk(is)f(strongly)h(correlated)h (with)f(the)h(pluralit)n(y)f(of)f(the)i(w)n(ord,)g(a)147 4944 y(feature)c(w)n(e)g(curren)n(tly)g(don't)g(utilize.)1926 5536 y Fq(7)p eop %%Page: 8 8 8 7 bop 574 161 2746 4 v 572 260 4 100 v 624 230 a Fq(Dictionary)p 1218 260 V 261 w(R)n(CA)-7 b(T)p 1651 260 V 199 w(Sense)27 b(#)p 2079 260 V 523 w(De\014nition)p 3318 260 V 574 263 2746 4 v 572 363 4 100 v 624 333 a Fm(cobuild)p 1218 363 V 325 w(ma)n(chine)p 1651 363 V 100 w Fq(crane)g(1.1)p 2079 363 V 104 w(a)g(mac)n(hine)h(with)g(a)f(long)g(mo)n(v)-5 b(able)p 3318 363 V 572 463 V 1218 463 V 1270 433 a Fm(animal)p 1651 463 V 150 w Fq(crane)27 b(1.2)p 2079 463 V 98 w(large)f(bird)i (with)g(a)f(long)g(nec)n(k)g(and)p 3318 463 V 574 466 2746 4 v 572 566 4 100 v 624 536 a(Collins)g(English)p 1218 566 V 99 w Fm(animal)p 1651 566 V 150 w Fq(crane)g(1)p 2079 566 V 231 w(a)h(large)e(long-nec)n(k)n(ed)f(long-leg)p 3318 566 V 572 665 V 1218 665 V 1270 635 a Fm(animal)p 1651 665 V 150 w Fq(crane)i(2)p 2079 665 V 168 w(an)n(y)g(similar)g (bird)g(,)h(suc)n(h)f(as)g(a)h(her)p 3318 665 V 572 765 V 1218 765 V 1270 735 a Fm(ma)n(chine)p 1651 765 V 100 w Fq(crane)f(3)p 2079 765 V 176 w(a)g(device)h(for)f(lifting)h(and)f (mo)n(ving)p 3318 765 V 572 865 V 1218 865 V 1270 835 a Fm(ma)n(chine)p 1651 865 V 100 w Fq(crane)g(4)p 2079 865 V 168 w(a)g(large)f(trolley)h(carrying)e(a)j(b)r(o)r(om)p 3318 865 V 574 868 2746 4 v 272 998 a(It)22 b(ma)n(y)f(also)f(b)r(e)j (p)r(ossible)e(to)h(link)f(Roget)h(category)d(tags)i(with)i(\\natural") d(sense)h(tags,)h(suc)n(h)f(as)h(translations)147 1098 y(in)32 b(a)f(foreign)f(language.)47 b(W)-7 b(e)32 b(use)f(a)g(w)n (ord-aligned)e(parallel)h(bilingual)i(corpus)e(suc)n(h)h(as)g(the)h(F) -7 b(renc)n(h-English)147 1198 y(Canadian)24 b(Hansards)f(for)h(this)g (purp)r(ose.)36 b(F)-7 b(or)24 b(example,)g(consider)g(the)h(p)r (olysemous)e(w)n(ord)h Fo(duty)g Fq(whic)n(h)h(can)f(b)r(e)147 1297 y(translated)31 b(in)n(to)g(F)-7 b(renc)n(h)31 b(as)f Fo(devoir)k Fq(or)c Fo(dr)l(oit)p Fq(,)j(dep)r(ending)f(on)f(the)h (sense)f(\(obligation)f(or)h(tax,)h(resp)r(ectiv)n(ely\).)147 1397 y(When)27 b(the)g(Grolier-trained)e(mo)r(dels)h(are)g(applied)g (to)h(the)g(English)f(side)g(of)h(the)g(Hansards,)e(the)i(w)n(ords)e (tagged)147 1496 y Fm(price,fee)k Fq(most)f(commonly)f(aligned)g(with)i (the)f(F)-7 b(renc)n(h)28 b(w)n(ords)e Fo(dr)l(oits)j Fq(\(256\),)e Fo(dr)l(oit)h Fq(\(96\))g(and)g Fo(douane)g Fq(\(67\).)147 1596 y(W)-7 b(ords)25 b(lab)r(eled)h Fm(duty)f Fq(\(the)h(Roget)f(category)f(for)h(Obligation\))g(most)g(frequen)n (tly)g(aligned)g(with)h Fo(devoir)i Fq(\(205\).)147 1696 y(These)e(correlations)f(ma)n(y)h(ha)n(v)n(e)f(useful)i(implications)g (for)f(mac)n(hine)g(translation)f(and)i(bilingual)f(lexicograph)n(y)-7 b(.)147 1967 y Fr(6)135 b(Other)69 b(Sense)h(Disam)l(biguation)i(Metho) t(ds:)108 b(The)69 b(Kno)l(wledge)349 2117 y(Acquisition)45 b(Bottlenec)l(k)147 2298 y Fq(W)-7 b(ord)29 b(sense)g(disam)n (biguation)f(is)h(a)g(long-standing)f(problem)h(in)g(computational)g (linguistics)g(\(Kaplan,)g(1950;)147 2398 y(Yngv)n(e,)k(1955;)g (Bar-Hillel,)g(1960\),)f(with)h(imp)r(ortan)n(t)f(implications)g(for)g (a)g(v)-5 b(ariet)n(y)31 b(of)i(practical)e(applications)147 2498 y(including)j(sp)r(eec)n(h)f(syn)n(thesis,)h(information)f (retriev)-5 b(al,)34 b(and)g(mac)n(hine)f(translation.)53 b(Most)34 b(approac)n(hes)d(ma)n(y)147 2597 y(b)r(e)i(c)n(haracterized) e(b)n(y)i(the)g(follo)n(wing)f(generalizations:)46 b(1\))32 b(They)h(tend)h(to)f(fo)r(cus)g(on)f(the)i(searc)n(h)d(for)h(sets)h(of) 147 2697 y(w)n(ord-sp)r(eci\014c)28 b(features)g(or)h(indicators)f(\(t) n(ypically)g(w)n(ords)g(in)h(con)n(text\))g(whic)n(h)h(can)e(disam)n (biguate)g(the)i(senses)147 2797 y(of)37 b(a)f(w)n(ord.)63 b(2\))37 b(E\013orts)f(to)g(acquire)g(these)h(indicators)e(ha)n(v)n(e)h (faced)g(a)h(kno)n(wledge)e(acquisition)h(b)r(ottlenec)n(k,)147 2896 y(c)n(haracterized)21 b(b)n(y)h(either)h(substan)n(tial)f(h)n (uman)h(in)n(v)n(olv)n(emen)n(t)f(for)g(eac)n(h)g(w)n(ord,)h(and/or)e (incomplete)i(v)n(o)r(cabulary)147 2996 y(co)n(v)n(erage.)272 3095 y(The)32 b(AI)g(comm)n(unit)n(y)f(has)h(enjo)n(y)n(ed)f(some)g (success)g(hand-co)r(ding)h(detailed)g(\\w)n(ord)e(exp)r(erts")h (\(Small)h(and)147 3195 y(Rieger,)37 b(1982;)h(Hirst,)g(1987\),)f(but)g (this)f(lab)r(or)f(in)n(tensiv)n(e)g(pro)r(cess)g(has)g(sev)n(erely)g (limited)h(co)n(v)n(erage)d(b)r(ey)n(ond)147 3295 y(small)27 b(v)n(o)r(cabularies.)272 3394 y(Others)j(suc)n(h)i(as)f(Lesk)g (\(1986\),)h(W)-7 b(alk)n(er)30 b(\(1987\),)i(V)-7 b(eronis)31 b(and)h(Ide)f(\(1990\),)h(and)f(Guthrie)h(et)g(al.)49 b(\(1991\))147 3494 y(ha)n(v)n(e)37 b(turned)h(to)g(mac)n(hine)g (readable)e(dictionaries)h(\(MRD's\))j(in)e(an)g(e\013ort)f(to)h(ac)n (hiev)n(e)f(broad)g(v)n(o)r(cabulary)147 3594 y(co)n(v)n(erage.)51 b(MRD's)34 b(ha)n(v)n(e)e(the)i(useful)g(prop)r(ert)n(y)e(that)i(some)f (indicativ)n(e)g(w)n(ords)f(for)g(eac)n(h)h(sense)g(are)f(directly)147 3693 y(a)n(v)-5 b(ailable)25 b(in)i(n)n(um)n(b)r(ered)g(de\014nitions)f (and)h(examples.)36 b(Ho)n(w)n(ev)n(er,)24 b(de\014nitions)j(are)f (often)h(to)r(o)f(short)g(to)g(pro)n(vide)147 3793 y(an)h(adequate)f (set)i(of)f(indicators,)f(and)h(those)g(w)n(ords)f(whic)n(h)h(are)f (found)i(lac)n(k)e(signi\014cance)g(w)n(eigh)n(ts)g(to)i(iden)n(tify) 147 3892 y(whic)n(h)j(are)e(crucial)h(and)h(whic)n(h)f(are)g(merely)g (c)n(ha\013.)46 b(Dictionaries)30 b(pro)n(vide)g(w)n(ell)g(structured)h (but)g(incomplete)147 3992 y(information.)272 4092 y(Recen)n(tly)-7 b(,)25 b(man)n(y)g(ha)n(v)n(e)f(turned)h(to)g(text)g(corp)r(ora)e(to)i (broaden)f(the)i(range)e(and)h(v)n(olume)f(of)h(a)n(v)-5 b(ailable)24 b(exam-)147 4191 y(ples.)49 b(Unlik)n(e)32 b(dictionaries,)f(ho)n(w)n(ev)n(er,)g(ra)n(w)f(corp)r(ora)g(do)h(not)h (indicate)f(whic)n(h)h(sense)f(of)h(a)f(w)n(ord)f(o)r(ccurs)h(at)g(a) 147 4291 y(giv)n(en)23 b(instance.)35 b(Sev)n(eral)22 b(researc)n(hers)f(\(Kelly)i(and)h(Stone,)g(1975;)g(Blac)n(k,)f(1988\)) f(ha)n(v)n(e)h(o)n(v)n(ercome)e(this)j(through)147 4391 y(hand)33 b(tagging)f(of)h(training)g(examples,)h(and)f(w)n(ere)f(able) h(to)g(disco)n(v)n(er)e(useful)j(discriminatory)e(patterns)g(from)147 4490 y(the)f(partitioned)f(con)n(texts.)45 b(This)31 b(also)e(has)h(pro)n(v)n(ed)f(lab)r(or)h(in)n(tensiv)n(e.)45 b(Others)30 b(\(W)-7 b(eiss,)31 b(1973;)f(Zernik,)h(1990;)147 4590 y(Hearst,)j(1991\))d(ha)n(v)n(e)h(attempted)h(to)g(partially)f 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b(to)g Fo(phr)l(ase)i Fq(\(grammatical)d(sen)n(tence\))h (or)g Fo(p)l(eine)h Fq(\(legal)147 5287 y(sen)n(tence\).)k(While)25 b(this)e(metho)r(d)h(has)f(b)r(een)h(used)g(successfully)f(on)g(a)g(p)r (ortion)g(of)h(the)g(v)n(o)r(cabulary)-7 b(,)22 b(its)i(co)n(v)n(erage) 1926 5536 y(8)p eop %%Page: 9 9 9 8 bop 147 240 a Fq(is)32 b(also)f(limited.)52 b(Curren)n(tly)31 b(a)n(v)-5 b(ailable)31 b(bilingual)h(corp)r(ora)e(lac)n(k)i(size)f(or) h(div)n(ersit)n(y:)45 b(o)n(v)n(er)30 b(half)j(of)f(the)g(w)n(ords)147 340 y(considered)c(in)h(this)g(study)g(either)g(nev)n(er)f(app)r(ear)g (in)h(the)g(Hansards)f(or)g(lac)n(k)g(examples)g(of)h(secondary)e (senses.)147 439 y(More)d(fundamen)n(tally)-7 b(,)26 b(man)n(y)f(w)n(ords)f(are)g(m)n(utually)i(am)n(biguous)e(across)f (languages.)34 b(F)-7 b(renc)n(h)25 b(w)n(ould)g(b)r(e)h(of)f(lit-)147 539 y(tle)h(use)f(in)h(disam)n(biguating)e(the)i(w)n(ord)e Fo(inter)l(est)p Fq(,)i(as)e(all)h(ma)5 b(jor)25 b(senses)f(translate)h (as)g Fo(int)n(\023)-40 b(er)n(^)g(et)p Fq(.)36 b(More)24 b(promising)147 639 y(is)29 b(a)g(non-Indo)g(Europ)r(ean)f(language)g (suc)n(h)h(as)g(Japanese,)g(whic)n(h)g(should)g(a)n(v)n(oid)f(suc)n(h)h (m)n(utual)h(am)n(biguit)n(y)f(for)147 738 y(et)n(ymological)e (reasons.)40 b(Un)n(til)30 b(more)e(div)n(erse,)g(large)g(bilingual)h (corp)r(ora)e(b)r(ecome)i(a)n(v)-5 b(ailable,)28 b(the)i(co)n(v)n (erage)c(of)147 838 y(these)i(metho)r(ds)f(will)h(remain)f(limited.)272 938 y(Eac)n(h)g(of)h(these)g(approac)n(hes)e(ha)n(v)n(e)h(faced)i(a)e (fundamen)n(tal)i(obstacle:)37 b Fo(wor)l(d)31 b(sense)e Fq(is)f(an)g(abstract)f(concept)147 1037 y(that)k(is)g(not)f(iden)n (ti\014ed)i(in)f(natural)f(text.)46 b(Hence)31 b(an)n(y)f(system)h (whic)n(h)g(hop)r(es)f(to)h(acquire)e(discriminators)h(for)147 1137 y(sp)r(eci\014c)i(senses)f(of)g(a)g(w)n(ord)g(will)h(need)f(to)h (isolate)e(samples)h(of)h(those)f(senses.)48 b(While)32 b(this)g(pro)r(cess)f(has)g(b)r(een)147 1236 y(partially)25 b(automated,)g(it)i(app)r(ears)d(to)i(require)e(substan)n(tial)i(h)n (uman)f(in)n(terv)n(en)n(tion)g(to)g(handle)h(an)g(unrestricted)147 1336 y(v)n(o)r(cabulary)-7 b(.)147 1611 y Fr(7)135 b(Conclusion)147 1792 y Fq(This)39 b(pap)r(er)f(has)h(describ)r(ed)f(an)h(approac)n(h)e (to)i(w)n(ord)e(sense)i(disam)n(biguation)e(using)i(statistical)f(mo)r (dels)h(of)147 1892 y(w)n(ord)30 b(classes.)47 b(This)32 b(metho)r(d)f(o)n(v)n(ercomes)e(the)j(kno)n(wledge)e(acquisition)h(b)r (ottlenec)n(k)g(faced)g(b)n(y)g(w)n(ord-sp)r(eci\014c)147 1992 y(sense)f(discriminators.)45 b(By)31 b(en)n(tirely)f(circum)n(v)n (en)n(ting)f(the)i(issue)g(of)g(p)r(olysem)n(y)f(resolution)f(in)i (training)f(mate-)147 2091 y(rial)f(acquisition,)h(the)g(system)f(has)g (acquired)g(an)g(extensiv)n(e)g(set)h(of)g(sense)f(discriminators)f (from)i(unrestricted)147 2191 y(monolingual)h(texts)i(without)g(h)n (uman)f(in)n(terv)n(en)n(tion.)51 b(Class)31 b(mo)r(dels)i(also)e (o\013er)h(the)h(additional)f(adv)-5 b(an)n(tages)147 2291 y(of)32 b(smaller)f(mo)r(del)i(storage)d(requiremen)n(ts)h(and)h (increased)f(implemen)n(tation)h(e\016ciency)g(due)g(to)g(reduced)g (di-)147 2390 y(mensionalit)n(y)-7 b(.)36 b(Also,)27 b(they)g(can)f(correctly)g(iden)n(tify)h(a)f(w)n(ord)g(sense)h(whic)n (h)f(o)r(ccurs)g(rarely)g(or)g(only)g(once)h(in)g(the)147 2490 y(corpus)34 b({)h(p)r(erformance)f(unattainable)h(b)n(y)g (statistically)g(trained)g(w)n(ord-sp)r(eci\014c)f(mo)r(dels.)60 b(These)35 b(adv)-5 b(ances)147 2589 y(are)25 b(not)i(without)f(cost,)g (as)g(class-based)f(mo)r(dels)h(ha)n(v)n(e)f(diluted)i(discriminating)f (p)r(o)n(w)n(er)f(and)h(ma)n(y)f(not)i(capture)147 2689 y(highly)f(indicativ)n(e)h(collo)r(cations)e(sp)r(eci\014c)i(to)f(only) h(one)f(w)n(ord.)35 b(Despite)28 b(the)f(inheren)n(t)f(handicaps,)g (the)h(system)147 2789 y(p)r(erforms)32 b(b)r(etter)g(than)h(sev)n (eral)d(previous)i(approac)n(hes,)f(based)h(on)g(a)g(direct)g (comparison)f(of)h(results)g(for)g(the)147 2888 y(same)27 b(w)n(ords.)147 3163 y Fr(Ac)l(kno)l(wledgemen)l(ts)147 3345 y Fq(Sp)r(ecial)g(thanks)h(are)e(due)i(to)f(Ken)g(Ch)n(urc)n(h)f (and)i(Barbara)d(Grosz)h(for)h(their)g(in)n(v)-5 b(aluable)27 b(help)h(in)f(restructuring)147 3444 y(this)h(pap)r(er,)f(and)g(to)h (Bill)f(Gale)h(for)f(the)g(theoretical)g(foundations)g(on)g(whic)n(h)h (this)g(w)n(ork)e(rests.)36 b(The)28 b(author)e(is)147 3544 y(also)e(grateful)h(to)h(Marti)f(Hearst,)g(F)-7 b(ernando)25 b(P)n(ereira,)f(Don)h(Hindle,)i(Ric)n(hard)e(Sproat,)g (and)g(Mic)n(hael)g(Riley)h(for)147 3644 y(their)i(commen)n(ts)f(and)g (suggestions.)147 3918 y Fr(References)147 4100 y Fq([1])41 b(Y.)34 b(Bar-Hillel.)52 b(Automatic)34 b(translation)e(of)h (languages.)52 b(In)33 b Fo(A)l(dvanc)l(es)i(in)g(Computers)p Fq(,)g(Donald)e(Bo)r(oth)235 4200 y(and)27 b(R.)h(E.)f(Meagher,)f (eds.,)i(Academic)g(Press,)e(New)h(Y)-7 b(ork,)27 b(1960.)147 4366 y([2])41 b(E.)20 b(Blac)n(k.)j(An)e(exp)r(erimen)n(t)f(in)h (computational)e(discrimination)h(of)g(English)f(w)n(ord)g(senses.)24 b(In)c Fo(IBM)k(Journal)235 4465 y(of)30 b(R)l(ese)l(ar)l(ch)g(and)g (Development)p Fq(,)f(232:185{194,)23 b(1988.)147 4631 y([3])41 b(P)-7 b(.)23 b(Bro)n(wn,)h(S.)f(Della)h(Pietra,)f(V.)h(Della) g(Pietra,)f(and)h(R.)g(Mercer.)29 b(W)-7 b(ord)23 b(sense)g(disam)n (biguation)g(using)g(sta-)235 4731 y(tistical)h(metho)r(ds.)31 b(In)24 b Fo(Pr)l(o)l(c)l(e)l(e)l(dings)j(of)h(the)e(29th)h(A)n(nnual)f (Me)l(eting)h(of)g(the)g(Asso)l(ciation)g(for)g(Computational)235 4831 y(Linguistics)p Fq(,)h(pp.)g(264{270,)c(Berk)n(eley)-7 b(,)26 b(1991.)147 4997 y([4])41 b(P)-7 b(.)23 b(Bro)n(wn,)g(V.)h (Della)g(Pietra,)f(S.)h(Della)f(Pietra,)g(and)h(R.)f(Mercer.)29 b(Class-based)22 b(n-gram)g(mo)r(dels)h(of)h(natural)235 5096 y(language.)35 b Fo(Computational)c(Linguistics)p Fq(,)d(1992.)1926 5536 y(9)p eop %%Page: 10 10 10 9 bop 147 240 a Fq([5])41 b(R.)31 b(Chapman.)47 b Fo(R)l(o)l(get's)33 b(International)g(Thesaurus)h(\(F)-6 b(ourth)32 b(Edition\))p Fq(.)49 b(Harp)r(er)30 b(and)h(Ro)n(w,)g(New)h (Y)-7 b(ork,)235 340 y(1977.)147 501 y([6])41 b(Y.)21 b(Chouek)-5 b(a)20 b(and)g(S.)h(Lusignam.)j(Disam)n(biguation)19 b(b)n(y)i(short)e(con)n(texts.)25 b Fo(Computers)e(and)h(the)f (Humanities)p Fq(,)235 600 y(19:147-158,)g(1985.)147 761 y([7])41 b(K.)34 b(W.)h(Ch)n(urc)n(h.)57 b(A)35 b(sto)r(c)n(hastic) f(parts)f(program)g(and)h(noun)h(phrase)e(parser)g(for)h(unrestricted)g (text.)58 b(In)235 861 y Fo(Pr)l(o)l(c)l(e)l(e)l(dings)25 b(of)h(the)f(Se)l(c)l(ond)g(Confer)l(enc)l(e)g(on)g(Applie)l(d)i(Natur) l(al)d(L)l(anguage)h(Pr)l(o)l(c)l(essing)p Fq(,)f(pp.)f(136{143,)d (1988.)147 1021 y([8])41 b(J.)36 b(Clear.)60 b(An)36 b(exp)r(erimen)n(t)g(in)g(automatic)f(w)n(ord)g(sense)g(iden)n (ti\014cation.)62 b(In)n(ternal)35 b(Do)r(cumen)n(t,)j(Oxford)235 1121 y(Univ)n(ersit)n(y)26 b(Press,)g(Oxford,)h(1989.)147 1282 y([9])41 b(G.)28 b(Cottrell.)36 b Fo(A)30 b(Conne)l(ctionist)g (Appr)l(o)l(ach)h(to)f(Wor)l(d)g(Sense)g(Disambiguation)p Fq(.)38 b(Pitman,)27 b(London,)g(1989.)147 1443 y([10])41 b(I.)22 b(Dagan,)h(A.)g(Itai,)h(and)e(U.)h(Sc)n(h)n(w)n(all.)28 b(Tw)n(o)22 b(languages)e(are)i(more)g(informativ)n(e)f(than)i(one.)28 b(In)23 b Fo(Pr)l(o)l(c)l(e)l(e)l(dings)235 1542 y(of)30 b(the)g(29th)h(A)n(nnual)e(Me)l(eting)h(of)g(the)g(Asso)l(ciation)h (for)g(Computational)g(Linguistics)p Fq(,)d(pp.)g(130-137,)d(1991.)147 1703 y([11])41 b(W.)21 b(Gale,)h(K.)f(Ch)n(urc)n(h,)h(and)e(D.)i(Y)-7 b(aro)n(wsky)g(.)24 b(Discrimination)d(decisions)f(for)h (100,000-dimensional)c(spaces.)235 1803 y Fo(A)-6 b(T&T)29 b(Statistic)l(al)h(R)l(ese)l(ar)l(ch)g(R)l(ep)l(ort)g(No.)g(103)p Fq(.)147 1963 y([12])41 b(W.)32 b(Gale,)h(K.)f(Ch)n(urc)n(h,)g(and)g (D.)h(Y)-7 b(aro)n(wsky)g(.)48 b(A)32 b(metho)r(d)h(for)f(disam)n (biguating)e(w)n(ord)h(senses)h(in)g(a)f(large)235 2063 y(corpus.)k Fo(Computers)c(and)f(the)g(Humanities)p Fq(,)d(26:415{439,) d(1992.)147 2224 y([13])41 b(R.)g(Granger.)74 b Fo(F)n(OUL-UP)p Fq(:)40 b(A)h(program)e(that)i(\014gures)e(out)i(meanings)f(of)h(w)n (ords)e(from)h(con)n(text.)76 b(In)235 2323 y Fo(Pr)l(o)l(c)l(e)l(e)l (dings,)31 b(IJCAII-77)p Fq(,)d(pp.)g(172-178,)c(1977.)147 2484 y([14])41 b(J.)e(Guthrie,)44 b(L.)39 b(Guthrie,)44 b(Y.)c(Wilks)g(and)g(H.)g(Aidinejad.)74 b(Sub)5 b(ject)40 b(dep)r(enden)n(t)h(co-o)r(ccurrence)c(and)235 2584 y(w)n(ord)e(sense)h (disam)n(biguation.)62 b(In)36 b Fo(Pr)l(o)l(c)l(e)l(e)l(dings)j(of)g (the)f(29th)g(A)n(nnual)f(Me)l(eting)i(of)f(the)g(Asso)l(ciation)h(for) 235 2683 y(Computational)31 b(Linguistics)p Fq(,)d(pp.)g(146{152,)c (1991.)147 2844 y([15])41 b(P)-7 b(.)27 b(Hanks)g(\(ed.\).)38 b Fo(Col)t(lins)31 b(English)g(Dictionary)p Fq(.)38 b(Collins,)27 b(London)g(and)h(Glasgo)n(w,)e(1979.)147 3005 y([16])41 b(M.)23 b(Hearst.)30 b(Noun)23 b(homograph)f(disam)n(biguation)g(using) h(lo)r(cal)g(con)n(text)h(in)f(large)f(text)i(corp)r(ora.)k(In)c Fo(Using)235 3104 y(Corp)l(or)l(a)p Fq(,)29 b(Univ)n(ersit)n(y)e(of)g (W)-7 b(aterlo)r(o,)27 b(W)-7 b(aterlo)r(o,)27 b(On)n(tario,)f(1991.) 147 3265 y([17])41 b(G.)e(Hirst.)69 b Fo(Semantic)40 b(Interpr)l(etation)g(and)g(the)g(R)l(esolution)g(of)h(A)n(mbiguity)p Fq(.)70 b(Cam)n(bridge)37 b(Univ)n(ersit)n(y)235 3365 y(Press,)26 b(Cam)n(bridge,)g(1987.)147 3526 y([18])41 b(A.)30 b(Kaplan.)42 b(An)30 b(exp)r(erimen)n(tal)g(study)g(of)f(am)n (biguit)n(y)g(in)h(con)n(text.)43 b(Cited)30 b(in)g Fo(Me)l(chanic)l (al)k(T)-6 b(r)l(anslation)p Fq(,)235 3625 y(1,)27 b(1-3,)f(1950.)147 3786 y([19])41 b(E.)31 b(Kelly)g(and)g(P)-7 b(.)31 b(Stone.)48 b Fo(Computer)34 b(R)l(e)l(c)l(o)l(gnition)f(of)h(English)h(Wor)l(d)f (Senses)p Fq(.)48 b(North-Holland,)31 b(Ams-)235 3886 y(terdam,)c(1975.)147 4046 y([20])41 b(M.)28 b(Lesk.)37 b(Automatic)28 b(sense)f(disam)n(biguation:)36 b(ho)n(w)28 b(to)g(tell)g(a)f(pine)h(cone)g(from)f(an)h(ice)g(cream)f(cone.)37 b(In)235 4146 y Fo(Pr)l(o)l(c)l(e)l(e)l(ding)d(of)h(the)e(1986)j (SIGDOC)d(Confer)l(enc)l(e)p Fq(,)h(Asso)r(ciation)d(for)g(Computing)h (Mac)n(hinery)-7 b(,)32 b(New)g(Y)-7 b(ork,)235 4246 y(1986.)147 4406 y([21])41 b(G.)31 b(Miller.)45 b(W)-7 b(ordNet:)44 b(an)30 b(on-line)g(lexical)g(database.)45 b Fo(International)33 b(Journal)g(of)g(L)l(exic)l(o)l(gr)l(aphy)p Fq(,)g(3,)e(4,)235 4506 y(1990.)147 4667 y([22])41 b(F.)35 b(Mosteller)g(and)h(D.)g(W)-7 b(allace.)59 b Fo(Infer)l(enc)l(e)37 b(and)h(Dispute)l(d)f(A)n(uthorship:)54 b(The)38 b(F)-6 b(e)l(der)l(alist)p Fq(.)61 b(Addison-)235 4766 y(W)-7 b(esley)g(,)27 b(Reading,)g(Massac)n(h)n(usetts,)f(1964.)147 4927 y([23])41 b(G.)28 b(Salton.)36 b Fo(A)n(utomatic)29 b(T)-6 b(ext)29 b(Pr)l(o)l(c)l(essing)p Fq(.)38 b(Addison-W)-7 b(esley)27 b(Publishing)g(Co,)g(1989.)147 5088 y([24])41 b(B.)e(Slator.)71 b(Using)39 b(con)n(text)g(for)g(sense)g(preference.) 71 b(In)39 b Fo(T)-6 b(ext-Base)l(d)41 b(Intel)t(ligent)g(Systems:)60 b(Curr)l(ent)235 5188 y(R)l(ese)l(ar)l(ch)31 b(in)h(T)-6 b(ext)31 b(A)n(nalysis,)i(Information)g(Extr)l(action)e(and)h(R)l (etrieval)p Fq(,)f(P)-7 b(.S.)29 b(Jacobs,)g(ed.,)h(GE)g(Researc)n(h) 235 5287 y(and)d(Dev)n(elopmen)n(t)g(Cen)n(ter,)g(Sc)n(henectady)-7 b(,)28 b(New)f(Y)-7 b(ork,)27 b(1990.)1905 5536 y(10)p eop %%Page: 11 11 11 10 bop 147 240 a Fq([25])41 b(F.)29 b(Smadja,)h(and)f(K.)g(McKeo)n (wn.)41 b(Automatically)29 b(extracting)f(and)h(represen)n(ting)f (collo)r(cations)g(for)h(lan-)235 340 y(guage)20 b(generation.)25 b(In)c Fo(Pr)l(o)l(c)l(e)l(e)l(dings)k(of)g(the)f(28th)h(A)n(nnual)e (Me)l(eting)i(of)f(the)h(Asso)l(ciation)g(for)f(Computational)235 439 y(Linguistics)p Fq(,)k(1990.)147 606 y([26])41 b(S.)e(Small,)i(and) e(C.)f(Rieger.)69 b(P)n(arsing)37 b(and)h(comprehending)g(with)h(w)n (ord)f(exp)r(erts)g(\(a)h(theory)e(and)i(its)235 705 y(realization\).)69 b(In)39 b Fo(Str)l(ate)l(gies)h(for)h(Natur)l(al)e (L)l(anguage)i(Pr)l(o)l(c)l(essing)p Fq(,)h(W.)e(Lehnert)f(and)f(M.)h (Ringle.)g(eds.,)235 805 y(La)n(wrence)26 b(Erlbaum)g(Asso)r(ciates,)h (Hillsdale,)h(NJ,)f(1982.)147 971 y([27])41 b(J.)31 b(V)-7 b(eronis)31 b(and)g(N.)h(Ide.)48 b(W)-7 b(ord)31 b(sense)g(disam)n (biguation)f(with)i(v)n(ery)e(large)g(neural)h(net)n(w)n(orks)f (extracted)235 1070 y(from)d(mac)n(hine)g(readable)f(dictionaries.)36 b(In)28 b Fo(Pr)l(o)l(c)l(e)l(e)l(dings,)j(COLING-90)p Fq(,)d(pp.)g(389{394,)c(1990.)147 1236 y([28])41 b(D.)21 b(W)-7 b(alk)n(er.)25 b(Kno)n(wledge)19 b(resource)h(to)r(ols)g(for)g (accessing)g(large)f(text)j(\014les.)j(In)d Fo(Machine)j(T)-6 b(r)l(anslation:)36 b(The-)235 1336 y(or)l(etic)l(al)25 b(and)f(Metho)l(dolo)l(gic)l(al)k(Issues)p Fq(.)21 b(Sergei)g(Niren)n (b)r(erg,)g(ed.,)i(Cam)n(bridge)e(Univ)n(ersit)n(y)f(Press,)h(Cam)n (bridge,)235 1436 y(England,)26 b(1987.)147 1602 y([29])41 b(S.)28 b(W)-7 b(eiss.)36 b(Learning)27 b(to)g(disam)n(biguate.)36 b Fo(Information)31 b(Stor)l(age)e(and)i(R)l(etrieval)p Fq(,)d(9:33-41,)d(1973.)147 1768 y([30])41 b(V.)25 b(Yngv)n(e.)31 b(Syn)n(tax)25 b(and)f(the)i(problem)e(of)h(m)n(ultiple)g(meaning.)32 b(In)25 b Fo(Machine)k(T)-6 b(r)l(anslation)27 b(of)h(L)l(anguages)p Fq(,)235 1867 y(W.)g(Lo)r(c)n(k)n(e)e(and)i(D.)g(Bo)r(oth,)f(eds.)g (Wiley)-7 b(,)28 b(New)g(Y)-7 b(ork,)27 b(1955.)147 2033 y([31])41 b(U.)24 b(Zernik.)31 b(T)-7 b(agging)22 b(w)n(ord)h(senses)h (in)g(a)g(corpus:)34 b(the)25 b(needle)f(in)h(the)f(ha)n(ystac)n(k)f (revisited.)30 b(In)25 b Fo(T)-6 b(ext-Base)l(d)235 2133 y(Intel)t(ligent)37 b(Systems:)52 b(Curr)l(ent)37 b(R)l(ese)l(ar)l(ch)g (in)g(T)-6 b(ext)36 b(A)n(nalysis,)k(Information)e(Extr)l(action)f(and) g(R)l(etrieval)p Fq(,)235 2233 y(P)-7 b(.S.)27 b(Jacobs,)f(ed.,)i(GE)f (Researc)n(h)g(and)g(Dev)n(elopmen)n(t)g(Cen)n(ter,)g(Sc)n(henectady)-7 b(,)28 b(New)f(Y)-7 b(ork,)27 b(1990.)1905 5536 y(11)p eop %%Trailer end userdict /end-hook known{end-hook}if %%EOF