乐胖代购免代理版

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a(\017) p Fd 39 w(a) h(translation) h(system) g(from) g (English) g(to) g(the) g(tar) o(get) f(language) r(,) g(and) 4 4718 y(the) g(re) n(v) o(erse) g(translation) g(system) p Fb -73 4828 a(\017) p Fd 39 w(an) 26 b(interf) o(ace) g(that) g(allo) n (ws) g(these) g(compo) r(nents) g(to) g(be) g(used) h(ef) n(fec-) 4 4909 y(ti) n(v) o(ely) 18 b(in) h(commun) r(ication) -73 5048 y(The) f(entire) h(project,) g(from) f(start) g(to) h(\002nish,) f (w) o(as) h(allo) n(wed) g(to) g(tak) o(e) g(only) -150 5128 y(one) j(calenda) r(r) f(year) m(,) i(including) g(initial) e (contractual) h(arrangemen) r(ts,) g(hir) o(-) -150 5209 y(ing) c(languag) r(e) g(e) o(xperts,) g(etc.) 23 b(All) 17 b(of) h(these) g(systems) h(had) f(to) g(run) h(on) f(a) g(sin-) -150 5289 y(gle) h(small) f(sub-noteb) r(ook) h(computer) m(,) g(in) g(a) f (reasona) r(ble) g(time;) g(this) h(added) -150 5370 y(further) g(interesting) g(constraints) h(on) f(the) g(project.) 2093 1321 y(F) o(or) e(topical) h(reasons,) g(Croatian) g(w) o(as) g(chosen) h(as) f(the) f(tar) o(get) h(language.) 2016 1402 y(Although) f(spok) o (e) r(n) f(by) g(aroun) r(d) g(5) g(million) g(people,) h(it) e(does) i (not) f(comman) r(d) 2016 1482 y(enoug) r(h) f(econo) r(mic) g(weight) h (that) f(the) h(commercial) g(speech) h(and) f(languag) r(e) 2016 1563 y(commun) r(ity) h(has) h(produced) h(recognize) r(rs,) e (synthesizers) h(and) h(translation) 2016 1643 y(engines) 30 b(for) f(it.) 53 b(Thus) 29 b(it) f(is) h(a) g(realistic) f(languag) r (e) h(type) g(to) g(use) g(as) g(an) 2016 1724 y(e) o(xample.) 51 b(From) 27 b(a) h(testing) g(standpoint,) j(although) e(Croatia) f(is) f (still) g(of) 2016 1805 y(interest) g(to) g(the) h(US) e(military) -5 b(,) 29 b(there) e(are) h(no) g(current) f(hostilities) g(there,) 2016 1885 y(thus) 19 b(enabling) h(a) f(realistic) f(\002eld-test) h(under) g (safe) g(cond) r(itions.) p Fc 2735 2044 a(PREP) -6 b(ARA) f(TION) p Fd 2016 2162 a(As) 34 b(we) g(were) g(to) g(b) o(uild) g(these) g (system) h(in) f(a) g(short) g(period) h(and) f(on) h(a) 2016 2243 y(small) c(b) o(udget,) k(data) d(dri) n(v) o(en) h(approache) r (s) e(were) h(the) f(only) h(reason) r(able) 2016 2323 y(method.) i(Such) 23 b(techniques) g(must) g(be) f(used) h(for) f (each) h(of) g(the) f(three) g(core) 2016 2404 y(compon) r(ents:) g (machine) c(translation,) f(speech) h(recognition) g(engines,) g(and) 2016 2484 y(speech) i(synthesis) g(engines.) 2093 2567 y(Thus) h(at) h(the) f(v) o(ery) h(start) f(we) g(arranged) i(to) e (record) i(a) e(number) i(of) e(chap-) 2016 2647 y(lains) d(in) h (role-playing) g(con) m(v) o(ersa) r(tions) f(of) h(the) f(type) h(we) f (e) o(xpec) r(ted) g(the) h(de-) 2016 2728 y(vice) 27 b(to) g(encou) r(nter) l(.) 47 b(F) o(ortunately) -5 b(,) 29 b(the) e(chaplain) r(s) f(were) h(f) o(amiliar) g(with) 2016 2809 y(role-playing) 20 b(e) o(x) o(ercises,) e(and) i(all) e(had) h (rele) n(v) n(ant) g(\002eld) g(e) o(xperiences) h(to) e(re-) 2016 2889 y(enact.) k(Both) 16 b(sides) g(of) g(the) g(con) m(v) o(ersation) r(s) f(were) h(in) g(English.) 22 b(These) 16 b(were) 2016 2970 y(digitally) 27 b(recorded) h(with) f(head) h(mounted) g (microphon) r(es) f(at) f(16KHz) i(in) 2016 3050 y(stereo) 19 b(\(one) h(speak) o(er) g(on) g(each) g(channel\),) f(as) g(this) g(w) o (as) h(closest) f(to) g(the) g(in-) 2016 3131 y(tended) g(audio) f (chann) r(el) f(characteristics) h(of) g(the) g(e) n(v) o(entual) h (system.) k(In) 18 b(all,) 2016 3211 y(we) 24 b(recorded) h(46) g(con) m (v) o(ersations,) h(ranging) f(from) f(a) g(fe) n(w) g(minutes) g(to) g (20) 2016 3292 y(minutes) 19 b(length.) 24 b(In) 19 b(total) f(there) h (w) o(as) h(4.25) f(hours) h(of) f(actual) g(speech.) 2093 3374 y(These) 34 b(con) m(v) o(e) r(rsations) g(were) g(then) h (hand-transcribe) r(d) f(at) g(the) g(w) o(ord) 2016 3455 y(le) n(v) o(el,) 16 b(identifying) h(f) o(alse) f(starts,) f (\002lled) h(pauses) g(and) h(the) f(complete) g(w) o(ords.) 2093 3538 y(Ne) o(xt) 25 b(the) h(transcriptions) f(of) h(these) g (English-English) f(con) m(v) o(e) r(rsations) 2016 3618 y(were) 18 b(translated) g(into) g(Croatian) f(by) i(nati) n(v) o(e) f (Croatian) g(speak) o(ers) h(by) f(hand.) 2093 3701 y(This) j(data) i (pro) o(vided) g(the) f(basic) h(information) f(from) h(which) f(we) g (could) 2016 3781 y(boot) e(strap) e(the) h(rest) g(of) g(the) g (speech-to-sp) r(eech) g(translation) g(system.) p Fc 2735 3940 a(COMPONENTS) 2016 4059 y(Recognition) p Fd 2016 4160 a(F) o(or) g(speech) i(recognition,) g(we) e(used) i(the) f (CMU) g(Sphinx) g(II) f(system) h([8) q(],) f(a) 2016 4240 y(relati) n(v) o(ely) k(light-weight) g(recognizer) h(that) f(w) o (orks) g(in) g(real) g(time) f(e) n(v) o(en) i(on) 2016 4321 y(machines) c(with) e(relati) n(v) o(ely) h(small) g(memory) g (and) h(modest-speed) g(proces-) 2016 4401 y(sors.) 31 b(F) o(or) 21 b(Automatic) h(Speech) g(Recognition) h(\(ASR\)) d(to) h (w) o(ork) h(we) g(need) 2016 4482 y(to) 16 b(b) o(uild) h(tw) o(o) f (basic) h(types) g(of) g(models.) p Fc 22 w(Acoustic) g(Models) p Fd 15 w(which) g(model) 2016 4562 y(the) j(acoustic) h(phon) r(etic) e (space) i(for) g(the) f(gi) n(v) o(en) h(language) h(and) p Fc 20 w(Language) 2016 4643 y(Models) p Fd 21 w(which) f(mode) r(l) g (the) g(probab) r(ility) f(of) i(w) o(ord) g(sequences) r(.) 30 b(In) 21 b(addi-) 2016 4724 y(tion) 16 b(to) g(these) h(models) g(we) f (also) g(need) h(tw) o(o) f(le) o(xicons) h(one) g(for) f(English) g (and) 2016 4804 y(one) k(for) e(Croatian) h(that) g(map) g(w) o(ords) h (to) f(their) f(pronu) r(nciations.) 2093 4887 y(F) o(or) 33 b(the) g(English) h(acoustic) g(models,) j(we) c(could) h(ha) o(v) o(e) g(used) g(e) o(xist-) 2016 4967 y(ing) 28 b(acou) r(stic) f(models) i (trained) g(from) f(similar) f(wide-band) j(speech,) h(b) o(ut) 2016 5048 y(as) 24 b(there) h(were) g(not) f(an) o(y) h(readily) g(a) o(v) n (ailable) g(con) m(v) o(ersationa) r(l) f(wide-band) 2016 5128 y(speech) d(databases) f(in) g(the) f(intended) i(domain,) f(it) f (w) o(as) h(felt) f(better) h(to) f(train) 2016 5209 y(on) 29 b(the) g(chaplain) h(dialogs) f(directly) g(rather) g(than) g (use) g(e) o(xisting) g(models) 2016 5289 y(and) k(some) g(form) g(of) g (adaptation.) 65 b(Although) 34 b(such) f(adaptation) h(tech-) 2016 5370 y(niques) 17 b(may) f(ha) o(v) o(e) h(been) g(bene\002cial) f(and) h(feasible) f(for) g(English,) g(we) g(kne) n(w) p 90 rotate dyy eop %%Page: 2 2 2 1 bop Fd -150 113 a(that) 25 b(for) f(the) h(Croatian) g(no) g(such) g (data) g(w) o(as) g(a) o(v) n(ailable,) h(and) g(part) e(of) h(this) -150 194 y(e) o(x) o(ercise) g(w) o(as) g(to) f(de) n(v) o(elop) i (speech-to-sp) r(eech) f(translation) g(systems) g(for) -150 274 y(languag) r(es) e(that) g(did) g(not) h(already) g(ha) o(v) o(e) f (speech) h(resources) h(constructed) -150 355 y(for) e(them.) 34 b(Thus) 23 b(for) f(English) h(we) f(took) p Fc 24 w(only) p Fd 22 w(the) h(4.25) g(hours) g(of) g(chap-) -150 435 y(lain) e(speech) i(and) e(directly) h(trained) f(semi-contino) r(us) g (HMM) h(models) g(for) -150 516 y(Sphinx2.) -73 600 y(F) o(or) e(the) g (English) h(language) h(model) e(we) h(required) g(a) f(lar) o(ger) g (collection) -150 680 y(of) 26 b(in-domain) h(te) o(xt.) 44 b(W) -6 b(e) 25 b(used) i(the) f(dialog) h(transcriptions) f(themselv) o (es) -150 761 y(b) o(ut) h(also) g(augmen) r(ted) g(that) g(with) f(te) o(xt) h(from) g(chaplain) h(hand) r(books) g(that) -150 841 y(were) c(made) g(a) o(v) n(ailable) g(to) f(us.) 37 b(Although) 25 b(we) f(kne) n(w) g(we) f(could) i(pro) o(vide) -150 922 y(better) c(recogn) r(ition) g(accurac) o(y) i(by) f(using) g(more) g(resources,) h(we) e(were) h(in-) -150 1003 y(terested) j(in) f (limiting) g(what) g(resources) h(were) g(necessary) g(for) f(this) h (w) o(ork,) -150 1083 y(and) g(also) g(\(see) f(belo) n(w\)) h(we) f (found) i(the) e(trained) h(models) g(from) f(this) h(data) -150 1164 y(adequa) r(te) 18 b(for) h(the) g(task.) -73 1248 y(Building) 39 b(Croatian) f(models) h(w) o(as) g(harder) l(.) 82 b(As) 39 b(we) f(were) h(a) o(w) o(are) -150 1328 y(that) g(our) g (resource) g(of) g(Croatian) g(speak) o(e) r(rs) f(w) o(as) h(limited,) k(and) c(the) o(y) -150 1409 y(had) 25 b(less) f(skill) g(in) g (carrying) h(out) f(full) g(w) o(ord) h(transcription) f(of) h(con) m (v) o(ersa-) -150 1489 y(tional) 20 b(speech,) h(we) f(wished) g(to) g (\002nd) g(a) g(simpler) m(,) g(less) g(resource-inten) r(si) n(v) o(e) -150 1570 y(method) 30 b(to) g(b) o(uild) f(Croatian) g(acou) r(stic) g (models.) 55 b(From) 29 b(the) g(the) h(trans-) -150 1650 y(lated) 21 b(chaplain) g(transcripts,) g(we) g(wished) g(to) f (select) h(e) o(xample) g(utterances) -150 1731 y(that) h(when) i (recorded) f(w) o(ould) h(gi) n(v) o(e) f(suf) n(\002cient) g(acoustic) g(co) o(v) o(erage) h(to) e(al-) -150 1811 y(lo) n(w) e(reasonab) r(le) g(acoustic) g(models) h(to) f(be) h(trained.) 27 b(T) -6 b(o) 20 b(do) g(this,) g(we) g(used) -150 1892 y(a) 29 b(technique) h(originally) f(de) n(v) o(eloped) h(for) f(selecting) g (te) o(xt) f(to) h(record) g(for) -150 1973 y(speech) h(synthesis) g ([2].) 54 b(By) 29 b(using) h(the) f(initially) g(de) n(v) o(eloped) i (Croatian) -150 2053 y(speech) 16 b(synthesizer) m(,) h(we) e(could) h (\002nd) f(the) g(phone) r(mes) g(that) g(w) o(ould) h(be) f(used) -150 2134 y(to) 26 b(say) g(each) g(utterance.) 44 b(W) -6 b(e) 25 b(then) h(ran) g(a) g(greedy) g(selection) g(algorithm) -150 2214 y(that) 17 b(selects) g(utterances) h(that) f(w) o(ould) h(best) f (co) o(v) o(er) h(the) f(acou) r(stic) f(space) i([2].) -150 2295 y(From) 23 b(a) g(list) g(of) g(se) n(v) o(eral) h(thousand) h (utterances,) f(we) g(selected) f(group) r(s) g(of) -150 2375 y(250) i(utterances) g(that) g(were) f(phone) r(tically) g(rich.) 39 b(These) 25 b(sets) f(were) g(then) -150 2456 y(read) 17 b(by) g(a) g(number) h(of) e(Croatian) h(speak) o(e) r(rs.) 22 b(Using) 17 b(read) g(speech) g(a) o(v) o(oided) -150 2536 y(the) 32 b(process) g(of) g(hand-tran) r(scription) g(of) f(the) h (speech,) k(though) d(it) e(does) -150 2617 y(mak) o(e) 26 b(it) f(less) h(lik) o(e) g(the) f(intended) i(con) m(v) o(ersation) r (al) e(speech.) 44 b(Due) 26 b(to) g(the) -150 2697 y(relati) n(v) o(e) 21 b(scarcity) h(of) f(nati) n(v) o(e) h(Croatian) f(speak) o(ers,) i (we) e(recorded) h(only) g(15) -150 2778 y(dif) n(ferent) 17 b(speak) o(ers,) h(of) f(which) g(13) g(were) g(female) g(and) g(2) g (were) g(male.) 22 b(This) -150 2858 y(resulted) h(in) f(a) h(gender) h (imbalance,) g(which) f(w) o(as) g(not) g(ho) n(we) n(v) o(er) g (observ) q(ed) -150 2939 y(to) k(af) n(fect) h(the) f(system') l(s) h (performance) h(greatly) -5 b(.) 49 b(In) 27 b(all,) i(a) e(total) g (of) h(4.0) -150 3019 y(hours) 21 b(of) g(Croatian) f(speech) i(w) o (as) e(collected.) 29 b(This) 20 b(data) p Fc 20 w(alone) p Fd 21 w(w) o(as) g(then) -150 3100 y(used) g(to) e(train) h(ne) n(w) g (acous) r(tic) f(models) h(for) g(Croatian.) -73 3184 y(F) o(or) 42 b(both) i(English) f(and) h(Croatian) f(recogn) r(ition) g (systems,) 49 b(semi-) -150 3265 y(continuo) r(us) 24 b(5-state) f(triphone) i(HMMs) g(were) f(trained.) 38 b(The) 24 b(number) h(of) -150 3345 y(tied) 16 b(states) g(used) g(in) g (each) h(case) f(w) o(as) h(commensurate) g(with) f(the) g(amount) h (of) -150 3426 y(training) j(data) h(a) o(v) n(ailable.) 27 b(Although) 21 b(the) f(English) g(models) h(did) f(ha) o(v) o(e) h(e) o (x-) -150 3506 y(plicit) i(modeling) i(of) f(\002lled) f(pauses) i (\(non-lingu) r(istic) e(v) o(erbalized) h(soun) r(ds) -150 3587 y(such) 18 b(as) f(\223um\224,) h(\223uh\224) h(etc.\),) d(none) j (were) e(trained) h(for) f(Croatian.) 23 b(This) 17 b(w) o(as) -150 3667 y(partially) 23 b(because) h(the) f(recorded) h(speech) g(w) o(as) f(read,) h(and) f(had) h(minimal) -150 3748 y(spontane) r(ous) 19 b(speech) h(pheno) r(mena) f(such) h(as) f(\002lled) f(pauses.) -73 3832 y(Language) 26 b(models) g(in) f(both) g(cases) h(were) e(w) o (ord-trigrams) i(b) o(uilt) e(with) -150 3913 y(absolute) d(discoun) r (ting.) 27 b(The) 20 b(language) r(-model) g(v) o(ocab) o(ularies) h (consisted) -150 3993 y(of) i(2900) h(w) o(ords) g(for) f(English) g (and) h(3900) g(w) o(ords) g(for) e(Croatian.) 36 b(In) 23 b(pilot) -150 4074 y(e) o(xperiments) 18 b(with) f(heldout) h(test) e (sets,) h(the) g(w) o(ord) h(error) f(rates) g(were) g(found) -150 4154 y(to) i(be) g(belo) n(w) g(15\045) h(for) f(English) g(and) g (belo) n(w) h(20\045) g(for) e(Croatian.) -73 4238 y(W) -6 b(e) 14 b(note) i(that) e(as) h(the) g(utterances) h(used) g(in) f(the) g(training) g(were) g(not) g(spon-) -150 4319 y(taneous,) 26 b(the) d(system) i(w) o(as) f(more) g(easily) f(confu) r(sed) h(by) g (hesitations) g(and) -150 4399 y(\002lled) g(pauses.) 40 b(Ho) n(we) n(v) o(er) 25 b(in) f(the) g(actual) h(user) f(tests) g(of) g(the) g(system) h(this) -150 4480 y(pro) o(v) o(ed) 17 b(to) f(be) g(less) g(of) g(a) g(problem) h(than) g(we) f(e) o (xpected.) 23 b(As) 16 b(turns) g(in) g(a) g(con-) -150 4560 y(v) o(ersation) g(throug) r(h) g(a) f(speech) r(-to-speech) h (translation) h(system) f(are) g(slo) n(wer) -150 4641 y(and) 23 b(less) g(spontan) r(eous) g(compared) h(to) f(single) g (languag) r(e) g(con) m(v) o(ersations,) -150 4721 y(speak) o(e) r(rs) c (were) h(more) g(careful) g(in) g(their) f(deli) n(v) o(ery) i(than) f (the) o(y) g(might) g(be) g(in) -150 4802 y(full) e(con) m(v) q (ersations.) p Fc -150 4944 a(Synthesis) p Fd -150 5048 a(F) o(or) 28 b(English) g(synthesis,) j(we) d(used) h(an) f(e) o (xisting) h(English) f(v) o(oice) h(in) f(the) -150 5128 y(Festi) n(v) n(al) d(Speech) g(Synthesis) g(System) g([3].) 41 b(Although) 26 b(there) f(may) h(ha) o(v) o(e) -150 5209 y(been) 21 b(a) f(slight) g(adv) n(antag) r(e) g(in) g(b) o(uilding) g (a) g(tar) o(geted) g(synthesize) r(r) f(for) h(con-) -150 5289 y(v) o(ersations,) d(it) f(w) o(ould) h(not) g(ha) o(v) o(e) g (been) g(signi\002cantly) g(dif) n(ferent) f(in) h(quality) -5 b(.) -150 5370 y(A) 21 b(fe) n(w) g(le) o(xicon) g(additions) h(were) f (made) h(for) f(the) g(particular) g(domain,) h(b) o(ut) 2016 113 y(the) d(e) o(xisting) g(English) g(v) o(oice) g(w) o(as) g (essentially) g(used) h(uncha) r(nged.) 2093 286 y(F) o(or) i (Croatian,) i(it) e(w) o(as) h(necessary) h(to) f(b) o(uild) g(a) g (complete) g(ne) n(w) h(speech) 2016 367 y(synthesis) 17 b(v) o(oice.) 22 b(T) -6 b(o) 16 b(do) g(this,) g(we) g(used) h(the) f (tools) g(a) o(v) n(ailable) g(in) g(the) g(CMU) 2016 447 y(FestV) -10 b(ox) 28 b(project) h([1],) g(which) g(is) e(designe) r (d) h(to) g(pro) o(vide) h(the) f(necessary) 2016 528 y(suppo) r(rt) 20 b(for) h(b) o(uilding) g(ne) n(w) g(synthetic) g(v) o (oices) g(in) g(ne) n(w) g(langua) r(ges.) 29 b(Syn-) 2016 608 y(thetic) 16 b(v) o(oices) f(require:) 22 b(te) o(xt) 16 b(processing,) h(le) o(xicons,) g(a) f(method) g(for) g(w) o(a) o(v) o (e-) 2016 689 y(form) j(synthesis,) g(and) h(prosodic) g(models.) 2093 862 y(In) 30 b(this) f(case,) k(the) c(te) o(xt) h(processing) h(w) o (as) f(minimal,) i(as) e(the) g(type) g(of) 2016 942 y(languag) r(e) 25 b(being) i(gi) n(v) o(en) g(to) f(the) g (synthesizer) h(w) o(as) f(f) o(airly) g(re) o(gular) m(,) h(since) 2016 1023 y(it) f(w) o(ould) h(be) f(generated) i(by) f(the) f(translation) g (system) h(\(or) f(the) h(Croatian) 2016 1103 y(recognizer\).) 2093 1276 y(Luckily) -5 b(,) 30 b(orthograp) r(hic-to-phone) r(me) e(rules) g (for) g(Croatian) g(are) g(rela-) 2016 1357 y(ti) n(v) o(ely) 17 b(easy) g(and) g(could) h(be) f(written) f(by) h(hand,) h(so) f(b) o (uilding) g(a) f(le) o(xicon) i(w) o(as) 2016 1437 y(much) i(easier) e (than) h(it) f(might) h(be) g(for) g(some) g(other) g(languag) r(es.) k (\(The) 18 b(same) 2016 1518 y(le) o(xicon) j(and) g(letter) o(-t) n (o-soun) r(d) f(rules) g(were) g(used) h(by) g(the) f(recogn) r(ition) g (en-) 2016 1598 y(gine\).) 2093 1771 y(The) k(w) o(a) o(v) o(eform) g (synthesis) g(w) o(as) g(done) h(using) f(a) g(constrained) h(v) o (ersion) 2016 1852 y(of) 15 b(general) h(unit) f(selection) g (technique) r(s.) 21 b(From) 15 b(the) g(translated) g(utterances) 2016 1933 y(from) 26 b(chaplain) h(dialogs) g(and) f(other) h(Croatian) f (te) o(xt,) h(we) f(selected) h(1000) 2016 2013 y(utterances) j(that) f (best) h(co) o(v) o(ered) g(the) g(phonetic) g(space) g(\(using) g(the) g(tech-) 2016 2094 y(nique) d(more) f(fully) g(described) h(in) e([2) q (]\).) 43 b(These) 26 b(were) g(spok) o(en) h(by) g(a) f(na-) 2016 2174 y(ti) n(v) o(e) 16 b(male) h(Croatian) g(and) g(automatically) g (labelled) g(by) g(a) f(simple) h(dynamic) 2016 2255 y(time) g(w) o(arp) g(techniqu) r(e) g(using) h(cross-linguistic) g (prompts) f(\(as) h(decribed) g(in) 2016 2335 y([1]\).) 23 b(These) c(were) g(then) g(hand) h(corrected.) 2093 2508 y(The) g(\002nal) f(required) i(piece) f(w) o(as) h(a) f(set) f(of) h (prosod) r(ic) f(models) i(for) f(Croa-) 2016 2589 y(tian;) 25 b(we) e(found) h(a) g(v) o(ery) f(simple) h(rule-based) g(method) g(of) f(phrasing) h(ade-) 2016 2669 y(quate) g(for) f(this) h(domain) g (\(mostly) f(shorter) h(sentences\).) 38 b(W) -6 b(e) 23 b(trained) g(du-) 2016 2750 y(ration) i(models) h(from) f(the) h (recorded) g(Croatian) f(speech) r(,) h(which) f(w) o(ork) o(e) r(d) 2016 2830 y(well.) 40 b(Ho) n(we) n(v) o(er) m(,) 27 b(the) e(intonation) h(model) f(w) o(as) g(harder) l(.) 42 b(W) -6 b(e) 24 b(found) i(that) 2016 2911 y(a) 21 b(model) h(trained) f (from) g(the) g(relati) n(v) o(ely) h(small) e(amoun) r(t) g(of) h (speech) i(in) e(the) 2016 2991 y(Croatian) f(database) i(did) e(not) h (produce) g(a) f(goo) r(d) g(intonation) h(model.) 28 b(Thus) 2016 3072 y(we) 19 b(fell) g(back) h(on) g(a) g(dif) n(ferent) f (techniqu) r(e:) 24 b(we) 19 b(simply) h(used) g(our) g(English) 2016 3152 y(intonation) 28 b(model) g(modi\002ed) f(to) g(the) g(range) h (of) f(our) h(Croatian) f(speak) o(e) r(r) l(.) 2016 3233 y(On) 16 b(listening) g(tests,) g(nati) n(v) o(e) g(Croatians) g (preferred) h(this) e(o) o(v) o(er) h(the) g(nati) n(v) o(ely-) 2016 3314 y(trained) 21 b(model.) 30 b(F) o(or) 21 b(other) g(langua) r(ges) g(such) h(short) f(cuts) g(may) h(not) f(be) h(so) 2016 3394 y(acceptable.) 2093 3567 y(The) 32 b(resulting) i (quality\226althoug) r(h) e(not) h(al) o(w) o(ays) h(\003uent\226w) o (as) f(und) r(er) o(-) 2016 3648 y(standable) 22 b(almost) g(all) f (the) g(time,) g(and) h(much) g(better) g(than) f(a) h(standard) g(di-) 2016 3728 y(phone) f(synthesizer) l(.) k(It) 19 b(also) g(readily) h (captured) h(the) e(v) o(oice) h(quality) f(of) h(the) 2016 3809 y(original) f(Croatian) g(speak) o(e) r(r) l(.) p Fc 2016 4219 a(Machine) f(T) -6 b(ranslation) p Fd 2016 4484 a(Again) 27 b(due) h(to) f(the) h(requirement) g(of) f(rapid) h (de) n(v) o(elopm) r(ent,) h(data-dri) n(v) o(en) 2016 4565 y(approach) r(es) i(were) h(preferred.) 61 b(Thus) 31 b(we) h(used) g(a) f(Multi-Engine) h(MT) 2016 4645 y(\(MEMT\)) c (system) g([7],) i(whose) f(primary) f(engines) h(were) f(an) g (Example-) 2016 4726 y(Based) 18 b(MT) g(\(EBMT\)) f(engine) i([4) q(]) e(and) i(a) f(bilingual) g(dictionary/glo) r(ssary) -5 b(.) 2016 4806 y(Carne) o(gie) 34 b(Mellon') l(s) g(EBMT) f(system) h (uses) g(a) g(\223shallo) n(wer\224) g(approac) r(h) 2016 4887 y(than) 19 b(man) o(y) g(other) g(EBMT) f(systems;) h(e) o (xamples) g(to) g(be) g(used) g(are) f(selected) 2016 4967 y(based) e(on) g(string) g(matching) g(and) g(in\003ectional) f (and) h(other) g(heuristics,) g(with) 2016 5048 y(no) g(deep) g (structural) f(analysis.) 22 b(The) 15 b(MEMT) h(architecture) f(uses) h (a) f(trigram) 2016 5128 y(languag) r(e) i(model) h(of) g(the) f(outpu) r(t) g(language) i(to) e(select) h(among) h(competing) 2016 5209 y(partial) j(translations) h(produced) h(by) e(se) n(v) o(eral) h (engines.) 34 b(It) 22 b(is) g(used) h(in) f(this) 2016 5289 y(system) k(primarily) g(to) g(select) g(among) h(competing) g (\(and) f(possibly) h(o) o(v) o(er) o(-) 2016 5370 y(lapping\)) 20 b(EBMT) e(translation) h(hypothes) r(es.) p 90 rotate dyy eop %%Page: 3 3 3 2 bop -108 2400 a @beginspecial 52 @llx 155 @lly 465 @urx 673 @ury 2267 @rwi @setspecial %%BeginDocument: ebmt-arch2.pic %!PS-Adobe-2.0 EPSF-1.2 %%Creator: idraw %%DocumentFonts: Helvetica Helvetica-Bold %%Pages: 1 %%BoundingBox: 52 155 465 673 %%EndComments /arrowHeight 10 def /arrowWidth 5 def /IdrawDict 52 dict def IdrawDict begin /reencodeISO { dup dup findfont dup length dict begin { 1 index /FID ne { def }{ pop pop } ifelse } forall /Encoding ISOLatin1Encoding def currentdict end definefont } def /ISOLatin1Encoding [ /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /space/exclam/quotedbl/numbersign/dollar/percent/ampersand/quoteright /parenleft/parenright/asterisk/plus/comma/minus/period/slash /zero/one/two/three/four/five/six/seven/eight/nine/colon/semicolon /less/equal/greater/question/at/A/B/C/D/E/F/G/H/I/J/K/L/M/N /O/P/Q/R/S/T/U/V/W/X/Y/Z/bracketleft/backslash/bracketright /asciicircum/underscore/quoteleft/a/b/c/d/e/f/g/h/i/j/k/l/m /n/o/p/q/r/s/t/u/v/w/x/y/z/braceleft/bar/braceright/asciitilde /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef/.notdef /.notdef/dotlessi/grave/acute/circumflex/tilde/macron/breve /dotaccent/dieresis/.notdef/ring/cedilla/.notdef/hungarumlaut /ogonek/caron/space/exclamdown/cent/sterling/currency/yen/brokenbar /section/dieresis/copyright/ordfeminine/guillemotleft/logicalnot /hyphen/registered/macron/degree/plusminus/twosuperior/threesuperior /acute/mu/paragraph/periodcentered/cedilla/onesuperior/ordmasculine /guillemotright/onequarter/onehalf/threequarters/questiondown /Agrave/Aacute/Acircumflex/Atilde/Adieresis/Aring/AE/Ccedilla /Egrave/Eacute/Ecircumflex/Edieresis/Igrave/Iacute/Icircumflex /Idieresis/Eth/Ntilde/Ograve/Oacute/Ocircumflex/Otilde/Odieresis /multiply/Oslash/Ugrave/Uacute/Ucircumflex/Udieresis/Yacute /Thorn/germandbls/agrave/aacute/acircumflex/atilde/adieresis /aring/ae/ccedilla/egrave/eacute/ecircumflex/edieresis/igrave /iacute/icircumflex/idieresis/eth/ntilde/ograve/oacute/ocircumflex /otilde/odieresis/divide/oslash/ugrave/uacute/ucircumflex/udieresis /yacute/thorn/ydieresis ] def /Helvetica reencodeISO def /Helvetica-Bold reencodeISO def /none null def /numGraphicParameters 17 def /stringLimit 65535 def /Begin { save numGraphicParameters dict begin } def /End { end restore } def /SetB { dup type /nulltype eq { pop false /brushRightArrow idef false /brushLeftArrow idef true /brushNone idef } { /brushDashOffset idef /brushDashArray idef 0 ne /brushRightArrow idef 0 ne /brushLeftArrow idef /brushWidth idef false /brushNone idef } ifelse } def /SetCFg { /fgblue idef /fggreen idef /fgred idef } def /SetCBg { /bgblue idef /bggreen idef /bgred idef } def /SetF { /printSize idef /printFont idef } def /SetP { dup type /nulltype eq { pop true /patternNone idef } { dup -1 eq { /patternGrayLevel idef /patternString idef } { /patternGrayLevel idef } ifelse false /patternNone idef } ifelse } def /BSpl { 0 begin storexyn newpath n 1 gt { 0 0 0 0 0 0 1 1 true subspline n 2 gt { 0 0 0 0 1 1 2 2 false subspline 1 1 n 3 sub { /i exch def i 1 sub dup i dup i 1 add dup i 2 add dup false subspline } for n 3 sub dup n 2 sub dup n 1 sub dup 2 copy false subspline } if n 2 sub dup n 1 sub dup 2 copy 2 copy false subspline patternNone not brushLeftArrow not brushRightArrow not and and { ifill } if brushNone not { istroke } if 0 0 1 1 leftarrow n 2 sub dup n 1 sub dup rightarrow } if end } dup 0 4 dict put def /Circ { newpath 0 360 arc patternNone not { ifill } if brushNone not { istroke } if } def /CBSpl { 0 begin dup 2 gt { storexyn newpath n 1 sub dup 0 0 1 1 2 2 true subspline 1 1 n 3 sub { /i exch def i 1 sub dup i dup i 1 add dup i 2 add dup false subspline } for n 3 sub dup n 2 sub dup n 1 sub dup 0 0 false subspline n 2 sub dup n 1 sub dup 0 0 1 1 false subspline patternNone not { ifill } if brushNone not { istroke } if } { Poly } ifelse end } dup 0 4 dict put def /Elli { 0 begin newpath 4 2 roll translate scale 0 0 1 0 360 arc patternNone not { ifill } if brushNone not { istroke } if end } dup 0 1 dict put def /Line { 0 begin 2 storexyn newpath x 0 get y 0 get moveto x 1 get y 1 get lineto brushNone not { istroke } if 0 0 1 1 leftarrow 0 0 1 1 rightarrow end } dup 0 4 dict put def /MLine { 0 begin storexyn newpath n 1 gt { x 0 get y 0 get moveto 1 1 n 1 sub { /i exch def x i get y i get lineto } for patternNone not brushLeftArrow not brushRightArrow not and and { ifill } if brushNone not { istroke } if 0 0 1 1 leftarrow n 2 sub dup n 1 sub dup rightarrow } if end } dup 0 4 dict put def /Poly { 3 1 roll newpath moveto -1 add { lineto } repeat closepath patternNone not { ifill } if brushNone not { istroke } if } def /Rect { 0 begin /t exch def /r exch def /b exch def /l exch def newpath l b moveto l t lineto r t lineto r b lineto closepath patternNone not { ifill } if brushNone not { istroke } if end } dup 0 4 dict put def /Text { ishow } def /idef { dup where { pop pop pop } { exch def } ifelse } def /ifill { 0 begin gsave patternGrayLevel -1 ne { fgred bgred fgred sub patternGrayLevel mul add fggreen bggreen fggreen sub patternGrayLevel mul add fgblue bgblue fgblue sub patternGrayLevel mul add setrgbcolor eofill } { eoclip originalCTM setmatrix pathbbox /t exch def /r exch def /b exch def /l exch def /w r l sub ceiling cvi def /h t b sub ceiling cvi def /imageByteWidth w 8 div ceiling cvi def /imageHeight h def bgred bggreen bgblue setrgbcolor eofill fgred fggreen fgblue setrgbcolor w 0 gt h 0 gt and { l b translate w h scale w h true [w 0 0 h neg 0 h] { patternproc } imagemask } if } ifelse grestore end } dup 0 8 dict put def /istroke { gsave brushDashOffset -1 eq { [] 0 setdash 1 setgray } { brushDashArray brushDashOffset setdash fgred fggreen fgblue setrgbcolor } ifelse brushWidth setlinewidth originalCTM setmatrix stroke grestore } def /ishow { 0 begin gsave fgred fggreen fgblue setrgbcolor /fontDict printFont printSize scalefont dup setfont def /descender fontDict begin 0 [FontBBox] 1 get FontMatrix end transform exch pop def /vertoffset 1 printSize sub descender sub def { 0 vertoffset moveto show /vertoffset vertoffset printSize sub def } forall grestore end } dup 0 3 dict put def /patternproc { 0 begin /patternByteLength patternString length def /patternHeight patternByteLength 8 mul sqrt cvi def /patternWidth patternHeight def /patternByteWidth patternWidth 8 idiv def /imageByteMaxLength imageByteWidth imageHeight mul stringLimit patternByteWidth sub min def /imageMaxHeight imageByteMaxLength imageByteWidth idiv patternHeight idiv patternHeight mul patternHeight max def /imageHeight imageHeight imageMaxHeight sub store /imageString imageByteWidth imageMaxHeight mul patternByteWidth add string def 0 1 imageMaxHeight 1 sub { /y exch def /patternRow y patternByteWidth mul patternByteLength mod def /patternRowString patternString patternRow patternByteWidth getinterval def /imageRow y imageByteWidth mul def 0 patternByteWidth imageByteWidth 1 sub { /x exch def imageString imageRow x add patternRowString putinterval } for } for imageString end } dup 0 12 dict put def /min { dup 3 2 roll dup 4 3 roll lt { exch } if pop } def /max { dup 3 2 roll dup 4 3 roll gt { exch } if pop } def /midpoint { 0 begin /y1 exch def /x1 exch def /y0 exch def /x0 exch def x0 x1 add 2 div y0 y1 add 2 div end } dup 0 4 dict put def /thirdpoint { 0 begin /y1 exch def /x1 exch def /y0 exch def /x0 exch def x0 2 mul x1 add 3 div y0 2 mul y1 add 3 div end } dup 0 4 dict put def /subspline { 0 begin /movetoNeeded exch def y exch get /y3 exch def x exch get /x3 exch def y exch get /y2 exch def x exch get /x2 exch def y exch get /y1 exch def x exch get /x1 exch def y exch get /y0 exch def x exch get /x0 exch def x1 y1 x2 y2 thirdpoint /p1y exch def /p1x exch def x2 y2 x1 y1 thirdpoint /p2y exch def /p2x exch def x1 y1 x0 y0 thirdpoint p1x p1y midpoint /p0y exch def /p0x exch def x2 y2 x3 y3 thirdpoint p2x p2y midpoint /p3y exch def /p3x exch def movetoNeeded { p0x p0y moveto } if p1x p1y p2x p2y p3x p3y curveto end } dup 0 17 dict put def /storexyn { /n exch def /y n array def /x n array def n 1 sub -1 0 { /i exch def y i 3 2 roll put x i 3 2 roll put } for } def /SSten { fgred fggreen fgblue setrgbcolor dup true exch 1 0 0 -1 0 6 -1 roll matrix astore } def /FSten { dup 3 -1 roll dup 4 1 roll exch newpath 0 0 moveto dup 0 exch lineto exch dup 3 1 roll exch lineto 0 lineto closepath bgred bggreen bgblue setrgbcolor eofill SSten } def /Rast { exch dup 3 1 roll 1 0 0 -1 0 6 -1 roll matrix astore } def %%EndProlog %%BeginIdrawPrologue /arrowhead { 0 begin transform originalCTM itransform /taily exch def /tailx exch def transform originalCTM itransform /tipy exch def /tipx exch def /dy tipy taily sub def /dx tipx tailx sub def /angle dx 0 ne dy 0 ne or { dy dx atan } { 90 } ifelse def gsave originalCTM setmatrix tipx tipy translate angle rotate newpath arrowHeight neg arrowWidth 2 div moveto 0 0 lineto arrowHeight neg arrowWidth 2 div neg lineto patternNone not { originalCTM setmatrix /padtip arrowHeight 2 exp 0.25 arrowWidth 2 exp mul add sqrt brushWidth mul arrowWidth div def /padtail brushWidth 2 div def tipx tipy translate angle rotate padtip 0 translate arrowHeight padtip add padtail add arrowHeight div dup scale arrowheadpath ifill } if brushNone not { originalCTM setmatrix tipx tipy translate angle rotate arrowheadpath istroke } if grestore end } dup 0 9 dict put def /arrowheadpath { newpath arrowHeight neg arrowWidth 2 div moveto 0 0 lineto arrowHeight neg arrowWidth 2 div neg lineto } def /leftarrow { 0 begin y exch get /taily exch def x exch get /tailx exch def y exch get /tipy exch def x exch get /tipx exch def brushLeftArrow { tipx tipy tailx taily arrowhead } if end } dup 0 4 dict put def /rightarrow { 0 begin y exch get /tipy exch def x exch get /tipx exch def y exch get /taily exch def x exch get /tailx exch def brushRightArrow { tipx tipy tailx taily arrowhead } if end } dup 0 4 dict put def %%EndIdrawPrologue %I Idraw 10 Grid 8 8 %%Page: 1 1 Begin %I b u %I cfg u %I cbg u %I f u %I p u %I t [ 0.799705 0 0 0.799705 0 0 ] concat /originalCTM matrix currentmatrix def Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f u %I p u %I t [ 1 0 0 1 0 25 ] concat Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 39 ] concat %I 118 594 54 15 Elli End Begin %I Rect %I b 65535 1 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -4.5 114 ] concat %I 73 519 182 599 Rect End Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 122 ] concat %I 118 594 54 15 Elli End Begin %I Elli none SetB %I b n %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 40 ] concat %I 118 594 54 15 Elli End End %I eop Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I p u %I t [ 1 0 0 1 147 24 ] concat Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 39 ] concat %I 118 594 54 15 Elli End Begin %I Rect %I b 65535 1 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -4.5 114 ] concat %I 73 519 182 599 Rect End Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 122 ] concat %I 118 594 54 15 Elli End Begin %I Elli none SetB %I b n %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 40 ] concat %I 118 594 54 15 Elli End End %I eop Begin %I Pict %I b u %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t [ 1 0 0 1 30 -93 ] concat Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 67 810 ] concat %I [ (Bilingual) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 70 785 ] concat %I [ (Corpus) ] Text End End %I eop Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I t [ 1 0 0 1 252.5 705.5 ] concat %I [ (Index) ] Text End Begin %I Line %I b 65535 3 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -3 139 ] concat %I 182 559 222 559 Line %I 1 End Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t [ 1 0 0 1 240 37 ] concat Begin %I Rect %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -33 228 ] concat %I 202 369 372 484 Rect End Begin %I Pict %I b u %I cfg u %I cbg u %I f u %I p u %I t [ 1 0 0 1 -30 103.5 ] concat Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 231.5 581 ] concat %I [ (Locate matching) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 229 556 ] concat %I [ (word sequences ) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 242.5 531 ] concat %I [ (in the corpus) ] Text End End %I eop End %I eop Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 212 265 ] concat %I 282 369 282 315 Line %I 1 End Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t [ 1 0 0 1 242 38 ] concat Begin %I Rect %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -35 62 ] concat %I 202 369 372 484 Rect End Begin %I Pict %I b u %I cfg u %I cbg u %I f u %I p u %I t [ 1 0 0 1 -13 99 ] concat Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 239 417 ] concat %I [ (Retrieve) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 217.5 397 ] concat %I [ (sentence pairs) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 203 372 ] concat %I [ (containing matches) ] Text End End %I eop End %I eop Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 27 25 ] concat %I 297 673 382 673 Line %I 1 End Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t [ 1 0 0 1 19 -39 ] concat Begin %I Pict %I b u %I cfg u %I cbg u %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I p u %I t [ 1 0 0 1 -19 -183 ] concat Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 39 ] concat %I 118 594 54 15 Elli End Begin %I Rect %I b 65535 1 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -4.5 114 ] concat %I 73 519 182 599 Rect End Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 122 ] concat %I 118 594 54 15 Elli End Begin %I Elli none SetB %I b n %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 40 ] concat %I 118 594 54 15 Elli End End %I eop Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 72.5 496.5 ] concat %I [ (Dictionary) ] Text End End %I eop Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t [ 1 0 0 1 27 -91 ] concat Begin %I Rect %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 0 0 1 180 17 ] concat %I 202 369 372 484 Rect End Begin %I Pict %I b u %I cfg u %I cbg u %I f u %I p u %I t [ 1 0 0 1 -9 -10.5 ] concat Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 414 486 ] concat %I [ (Find best alignment) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 435 461 ] concat %I [ (of chunk with) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 426 432 ] concat %I [ (target sentence) ] Text End End %I eop End %I eop Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 33 25 ] concat %I 461 444 461 384 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 8 114 ] concat %I 486 708 486 633 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -2 114 ] concat %I 496 180 496 100 Line %I 1 End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I t [ 1 0 0 1 453 836 ] concat %I [ (Input String) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I t [ 1 0 0 1 429 210 ] concat %I [ (Translated Chunks) ] Text End Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t u Begin %I Pict %I b u %I cfg u %I cbg u %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I p u %I t [ 1 0 0 1 9.53674e-07 -98.0001 ] concat Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 39 ] concat %I 118 594 54 15 Elli End Begin %I Rect %I b 65535 1 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -4.5 114 ] concat %I 73 519 182 599 Rect End Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 122 ] concat %I 118 594 54 15 Elli End Begin %I Elli none SetB %I b n %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 40 ] concat %I 118 594 54 15 Elli End End %I eop Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 79 583.5 ] concat %I [ (Tokenizations) ] Text End End %I eop Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 182 550 415 459 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 183 302 415 250 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 184 473 414 565 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 185 472 414 424 Line %I 1 End Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 186 474 222 578 Line %I 1 End Begin %I Pict %I b 65535 2 0 0 [] 0 SetB %I cfg u %I cbg u %I f -*-helvetica-bold-r-normal-*-14-*-*-*-*-*-*-* Helvetica-Bold 14 SetF %I p u %I t u Begin %I Pict %I b u %I cfg u %I cbg u %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I p u %I t [ 1 0 0 1 1.90735e-06 -356 ] concat Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 39 ] concat %I 118 594 54 15 Elli End Begin %I Rect %I b 65535 1 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 -4.5 114 ] concat %I 73 519 182 599 Rect End Begin %I Elli %I b 65535 0 0 0 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 122 ] concat %I 118 594 54 15 Elli End Begin %I Elli none SetB %I b n %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 1 SetP %I t [ 1 -0 -0 1 5 40 ] concat %I 118 594 54 15 Elli End End %I eop Begin %I Pict %I b u %I cfg u %I cbg u %I f u %I p u %I t [ 1 0 0 1 1 4.00006 ] concat Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 90 332 ] concat %I [ (Insertable) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 110.5 315 ] concat %I [ (and) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 97.5 298 ] concat %I [ (Elidable) ] Text End Begin %I Text %I cfg Black 0 0 0 SetCFg %I f -*-helvetica-medium-r-normal-*-14-*-*-*-*-*-*-* Helvetica 14 SetF %I t [ 1 0 0 1 100.5 281 ] concat %I [ (Words) ] Text End End %I eop End %I eop Begin %I Line %I b 65535 2 0 1 [] 0 SetB %I cfg Black 0 0 0 SetCFg %I cbg White 1 1 1 SetCBg %I p 0 SetP %I t [ 1 -0 -0 1 -6 105 ] concat %I 183 168 413 239 Line %I 1 End End %I eop showpage %%Trailer end %%EndDocument @endspecial Fd 537 2481 a(EBMT) 18 b(Architecture) -73 2723 y(F) o(or) c(translation) i(into) f(Croatian,) h(we) f (incorporated) i(a) e(\002nite-state) f(w) o(ord) -150 2804 y(reordering) 22 b(mechan) r(ism,) f(applied) i(during) f(the) f (langua) r(ge) g(model-dri) n(v) q(en) -150 2884 y(selection) j(of) g (partial) f(translations,) h(to) g(place) g(clitics) f(in) g(a) h (cluster) f(in) h(the) -150 2965 y(appropriate) e(location.) 31 b(\(Croatian) 21 b(syntax) h(requires) g(a) f(v) o(ery) h(speci\002c) f (or) o(-) -150 3045 y(dering) f(of) f(clitics) f(in) h(a) f(cluster) h (in) g(a) g(speci\002c) g(position) g(in) g(the) g(sentence.\)) -73 3126 y(The) 37 b(training) g(corpus) h(for) g(the) f(EBMT) f(engine) i (consisted) h(of) e(the) -150 3207 y(translated) 21 b(chaplain) g (dialogs) g(plus) g(pre-e) o(xisting) g(parallel) g(te) o(xt) f(from) h (the) -150 3287 y(DIPLOMA) -8 b(T) 34 b(project) j([6]) f(and) g(ne) n (wly-acq) r(uired) g(parallel) g(te) o(xt) g(from) -150 3368 y(the) 28 b(web) m(.) 52 b(The) 28 b(dictionary/glossary) i (engine) f(used) g(both) g(statistically-) -150 3448 y(e) o(xtracted) d(translations) f(and) h(manua) r(lly-created) f (entries.) 42 b(The) 26 b(English) -150 3529 y(trigram) 40 b(model) h(already) g(e) o(xisted,) k(and) c(had) g(been) g(generated) h (from) -150 3609 y(ne) n(wswire) 18 b(and) h(broadca) r(st) e(ne) n(ws) i(transcripts.) k(Finally) -5 b(,) 17 b(the) h(Croatian) h(tri-) -150 3690 y(gram) f(model) h(w) o(as) f(b) o(uilt) f(from) h(the) f (Croatian) h(half) g(of) g(the) g(EBMT) f(corpus,) -150 3770 y(some) 28 b(Croatian) g(te) o(xt) f(found) i(on) f(the) g(web,) h (and) g(the) e(full) g(te) o(xt) h(of) f(some) -150 3851 y(sixty) f(no) o(v) o(els) g(and) h(other) f(Croatian) g(literary) f(w) o(orks) h(\(in) g(total,) h(approxi-) -150 3931 y(mately) 19 b(six) g(million) g(w) o(ords\).) p Fc -150 4064 a(Integration) g(and) f (Interface) p Fd -150 4162 a(Simply) i(stringing) h(together) g(a) f (recognizer) m(,) h(translator) m(,) g(and) g(synthesizer) -150 4242 y(does) i(not) g(mak) o(e) g(a) f(v) o(ery) h(useful) g (speech-to-spee) r(ch) f(translation) h(system.) -150 4323 y(A) g(good) i(interf) o(ace) f(is) g(necessary) h(to) e(mak) o(e) i(the) f(parts) f(w) o(ork) i(together) f(in) -150 4403 y(such) 16 b(a) f(w) o(ay) g(that) g(a) g(user) g(can) h(actually) f (deri) n(v) o(e) h(bene\002t) f(from) g(it.) 21 b(Using) 15 b(our) -150 4484 y(e) o(xperience) 23 b(from) g(the) f(earlier) g (DIPLOMA) -8 b(T) 20 b(system,) j(we) f(designed) i(the) -150 4564 y(interf) o(ace) 19 b(to) g(be) h(asymmetric,) f(with) f(the) i (Croatian) f(side) g(being) h(as) f(simple) -150 4645 y(as) h(possible,) g(and) h(an) o(y) f(necessa) r(ry) f(comple) o(x) r (ity) g(handled) i(on) g(the) f(English) -150 4725 y(side,) d(since) g (the) f(chaplain) i(w) o(ould) f(be) g(trained) g(and) g(practiced) g (in) f(using) i(the) -150 4806 y(system.) -73 4887 y(W) -6 b(e) 26 b(included) j(back-translation,) h(to) d(allo) n(w) g(a) g (user) h(with) f(no) g(kno) n(wl-) -150 4967 y(edge) 18 b(of) g(the) f(tar) o(get) h(language) h(to) e(better) g(assess) h(the) g(quality) g(of) f(the) h(trans-) -150 5048 y(lation.) 40 b(W) -6 b(e) 24 b(also) h(included) h(se) n(v) o(eral) f(user) o (-requested) g(features,) h(such) g(as) -150 5128 y(b) o(uilt-in) e (pre-recorded) i(instructions) f(and) h(e) o(xplanations) g(for) e(the) h(Croat-) -150 5209 y(ian) f(\(since) g(the) f(Croatian) h(speak) o(e) r (r) f(is) h(completely) g(nai) n(v) o(e) g(re) o(garding) h(the) -150 5289 y(de) n(vice) 16 b(and) h(the) e(chaplain') l(s) i(intentions\),) f (emer) o(genc) o(y) g(k) o(e) o(y) h(phrases) f(\(such) -150 5370 y(as) 21 b(\223Don') o(t) f(mo) o(v) o(e!\224\),) h(and) g(enhan) r (cements) g(such) g(as) g(being) g(able) g(to) f(mod-) 2016 113 y(ify) 28 b(the) g(translation) g(le) o(xicon,) j(so) d(that) g (the) g(system) h(could) g(be) f(tuned) h(to) 2016 194 y(more) 19 b(speci\002c) g(tasks.) 2093 274 y(The) d(\002nal) f(system) i(ran) f(on) g(a) g(W) m(indo) n(ws-based) h(T) -6 b(oshiba) 17 b(Libretto,) f(run-) 2016 355 y(ning) 33 b(at) f(200MHz) h(with) f (192M) r(B) g(of) g(memory) -5 b(.) 64 b(At) 31 b(the) i(time) e(of) i (the) 2016 435 y(project) 18 b(\(2000\)) g(this) g(w) o(as) f(the) h (best) f(combin) r(ation) g(of) h(speed) g(and) g(size) g(that) 2016 516 y(w) o(as) 28 b(readily) g(a) o(v) n(ailable.) 50 b(The) 28 b(system) g(w) o(as) g(equipp) r(ed) g(with) f(a) h(custom) 2016 596 y(touchscreen) r(,) c(so) f(that) h(the) f(Croatian-speak) o (e) r(r) g(w) o(ould) h(not) g(need) g(to) f(type) 2016 677 y(or) c(use) h(a) g(mouse) g(at) f(all.) 24 b(A) -7 b(w) o(are) 20 b(that) f(the) g(system) h(may) g(be) g(used) g(in) f (situa-) 2016 757 y(tions) c(where) h(the) g(non-English) g (participant) g(may) f(be) h(unf) o(amiliar) g(with) f(the) 2016 838 y(technolog) r(y) -5 b(,) 27 b(we) f(include) g(a) g(microphon) r (e/speak) o(er) h(handset) f(that) g(looks) 2016 918 y(lik) o(e) e(a) f(con) m(v) o(en) r(tional) g(telephon) r(e) g (handset.) 38 b(This) 23 b(has) h(the) f(adv) n(a) r(ntage) h(of) 2016 999 y(pro) o(vided) i(a) e(close-talking) i(microphone) r(,) f(thus) g (making) h(speech) f(recog-) 2016 1079 y(nition) c(easier) m(,) g(and) h (coming) g(in) f(a) f(format) h(that) g(will) f(be) h(f) o(amiliar) g (to) g(most) 2016 1160 y(people.) p Fc 2761 1308 a(EV) -10 b(ALU) l(A) j(T) n(ION) p Fd 2016 1422 a(In) 17 b(April) f(200) r(1,) h (a) g(group) h(or) o(ganized) f(by) h(the) f(US) f(Army) h(Chaplain) h (school) 2016 1502 y(took) f(tw) o(o) g(v) o(ersions) h(of) f(the) g (de) n(vice) h(to) e(Zagreb,) i(where) f(it) f(w) o(as) h(tested) g (with) 2016 1583 y(non-English-sp) r(eaking) h(Croatians.) 23 b(A) 17 b(number) h(of) f(scenarios) h(were) g(pre-) 2016 1663 y(pared) k(in) e(English) h(and) h(Croatian,) f(and) h(were) e(gi) n(v) o(en) i(to) f(each) g(participant) 2016 1744 y(to) i(act) g(out) g (using) h(the) f(translation) g(de) n(vice) r(.) 35 b(The) 23 b(scenarios) h(were) f(in) g(the) 2016 1824 y(intended) c(domain,) f (in) m(v) o(olving) h(refugees,) f(medical) h(supplies) f(and) g (getting) 2016 1905 y(general) i(directions.) 2093 1986 y(In) h(all,) f(21) h(dialogs) g(took) h(place,) f(between) g(dif) n (ferent) g(Croatian) g(speak-) 2016 2066 y(ers) d(and) h(one) g(of) f (5) g(chaplains.) 24 b(After) 17 b(the) h(test,) g(the) g(Croatian) g (participants) 2016 2147 y(were) e(gi) n(v) o(en) h(a) f(questionnaire) h(to) f(\002ll) f(out.) 22 b(Their) 16 b(o) o(v) o(erall) g(impression) h(w) o(as) 2016 2227 y(as) i(follo) n(ws:) p 2170 2288 497 4 v 2168 2369 4 81 v 2219 2344 a(Ov) o(erall) p 2491 2369 V 2665 2369 V 2170 2372 497 4 v 2168 2452 4 81 v 2219 2428 a(Good) p 2491 2452 V 195 w(5) p 2665 2452 V 2170 2456 497 4 v 2168 2536 4 81 v 2219 2512 a(OK) p 2491 2536 V 215 w(11) p 2665 2536 V 2170 2540 497 4 v 2168 2620 4 81 v 2219 2596 a(Bad) p 2491 2620 V 240 w(3) p 2665 2620 V 2170 2623 497 4 v 2016 2731 a(Our) g(o) n(wn) h(observ) n (a) r(tions) f(of) g(the) h(basic) f(system) h(were) f(that) g(it) g (did) g(actually) 2016 2811 y(w) o(ork) 24 b(to) f(a) f(le) n(v) o(el) i (that) e(w) o(as) i(useful) f(about) h(one) g(half) f(of) g(the) g (time) f(\(it) h(w) o(as) 2016 2892 y(not) f(clear) f(in) h(adv) n (ance) h(that) e(this) h(necessarily) g(w) o(ould) g(be) g(the) g (case\).) 31 b(The) 2016 2972 y(participants) d(were) g(capable) h(of) f (communicating) h(through) g(the) f(system) 2016 3053 y(and) 20 b(real) e(information) i(w) o(as) f(transferred.) 2093 3133 y(Ho) n(we) n(v) o(er) m(,) 31 b(as) e(e) o(xpected,) i(there) e (were) f(a) h(number) g(of) g(speci\002c) f(prob-) 2016 3214 y(lems.) 22 b(One) 16 b(that) f(we) h(noted) g(immediately) g(w) o (as) g(a) g(frustrating) f(slo) n(wness) i(of) 2016 3295 y(commun) r(ication,) 23 b(due) g(to) g(required) g(user) g (clari\002cations,) g(thoug) r(h) g(it) f(w) o(as) 2016 3375 y(much) 17 b(f) o(aster) f(than) g(if) f(a) h(bi-lingual) g (dictionary) h(were) f(the) g(only) h(translation) 2016 3456 y(de) n(vice) j(a) o(v) n(ailable.) 2093 3536 y(On) 28 b(asking) g(the) g(participants) g(to) g(identify) f(the) h(most) g (dif) n(\002cult) f(prob-) 2016 3617 y(lems,) 19 b(the) o(y) g(replied) g(as) g(follo) n(ws:) p 2170 3693 1000 4 v 2168 3773 4 81 v Fc 2219 3749 a(User) g(dif\002culti) n(es) p 2768 3773 V 3167 3773 V 2170 3776 1000 4 v 2170 3793 V 2168 3874 4 81 v Fd 2219 3849 a(grammar/case) p 2768 3874 V 445 w(5) p 3167 3874 V 2170 3877 1000 4 v 2168 3957 4 81 v 2219 3933 a(loudsp) r(eak) o(ers) p 2768 3957 V 474 w(4) p 3167 3957 V 2170 3961 1000 4 v 2168 4041 4 81 v 2219 4017 a(translation) p 2768 4041 V 548 w(3) p 3167 4041 V 2170 4045 1000 4 v 2168 4125 4 81 v 2219 4101 a(recogn) r(ition) p 2768 4125 V 522 w(2) p 3167 4125 V 2170 4128 1000 4 v 2168 4209 4 81 v 2219 4185 a(synthes) r(is) p 2768 4209 V 588 w(2) p 3167 4209 V 2170 4212 1000 4 v 2168 4293 4 81 v 2219 4269 a(speed) p 2768 4293 V 694 w(1) p 3167 4293 V 2170 4296 1000 4 v 2016 4404 a(Hardw) o(are) 26 b(issues) f(with) g(the) g(v) o(olume) g (of) g(the) g(b) o(uilt-in) g(speak) o(ers) h(were) f(a) 2016 4484 y(clear) c(\(and) i(easily) e(solv) n(able\)) h(problem.) 32 b(But) 21 b(other) h(aspects) g(of) g(the) f(core) 2016 4565 y(technolog) r(y) c(were) g(both) h(harder) f(to) h(identify) f (and) h(harder) f(to) g(\002x.) 23 b(The) 17 b(sys-) 2016 4645 y(tem) j(includes) h(a) e(f) o(acility) h(to) g(allo) n(w) g(the) g (user) g(\(typically) g(the) g(chaplain\)) h(to) 2016 4726 y(e) o(xplicitly) j(add) g(ne) n(w) g(w) o(ords) h(and) f(phrases) h(to) f(the) g(system) g(so) g(that) f(com-) 2016 4806 y(mon) 18 b(errors) f(can) g(be) h(minimized) f(o) o(v) o(er) h(time.) k (Although) c(this) f(f) o(acility) g(w) o(as) 2016 4887 y(not) j(used) h(often,) f(it) f(is) h(clear) f(that) h(suppo) r(rting) f(a) h(greater) g(le) n(v) o(el) g(of) g(adapta-) 2016 4967 y(tion) f(w) o(ould) h(allo) n(w) f(the) f(de) n(v) r(ice) g(to) h (become) h(more) f(useful) h(o) o(v) o(er) f(time.) 2093 5048 y(Unlik) o(e) 24 b(the) g(English) f(recogn) r(izer) m(,) h(the) g (Croatian) g(recognizer) h(did) f(not) 2016 5128 y(suppo) r(rt) 29 b(\002lled) g(pauses) h(and) h(hesitations.) 55 b(The) 30 b(ef) n(fect) f(w) o(as) h(that) g(e) o(xtra) 2016 5209 y(short) 19 b(w) o(ords) h(\(typically) f(function) h(w) o(ords\)) f (were) g(often) g(erroneou) r(sly) g(hy-) 2016 5289 y(pothesized) f(by) e(the) h(system.) 22 b(As) 17 b(the) f(system) h(displayed) g(what) f (w) o(as) h(being) 2016 5370 y(recognized) r(,) h(it) h(w) o(as) g (easy) h(for) f(the) g(speak) o(er) h(to) f(delete) g(those) h(e) o (xtra) f(w) o(ords) p 90 rotate dyy eop %%Page: 4 4 4 3 bop Fd -150 113 a(by) 20 b(hand,) h(which) f(the) o(y) g(often) g (did.) 25 b(Ho) n(we) n(v) o(er) c(the) e(speak) q(ers) g(also) h (learned) -150 194 y(to) k(speak) g(more) h(\003uently) f(and) g(less) g (con) m(v) o(ersationa) r(lly) f(as) h(the) o(y) g(used) h(the) -150 274 y(system,) 19 b(impro) o(ving) h(recognition) g(accurac) o(y) -5 b(.) -73 356 y(Similarly) g(,) 17 b(we) i(ask) o(ed) h(what) f(the) o (y) h(found) g(easy:) p 4 436 954 4 v 2 516 4 81 v Fc 53 492 a(What) f(w) o(orks?) p 556 516 V 956 516 V 4 520 954 4 v 4 536 V 2 617 4 81 v Fd 53 593 a(short) h(sentences) p 556 617 V 326 w(10) p 956 617 V 4 620 954 4 v 2 701 4 81 v 53 676 a(nothing) p 556 701 V 590 w(4) p 956 701 V 4 704 954 4 v -150 815 a(It) f(w) o(as) h(quickly) g(disco) o(v) o (ered) h(by) f(most) f(participants) h(that) f(the) h(system) g(did) -150 896 y(not) c(translate) g(long,) h(rambling) f(sentence) r(s) f (well.) 22 b(Short,) 16 b(direct) g(sentences) -150 976 y(were) i(much) h(more) g(lik) o(ely) f(to) g(produc) r(e) g(good) h (translations.) k(This) 18 b(w) o(as) h(not) -150 1057 y(surprising,) i(gi) n(v) o(en) f(the) g(limitations) g(of) g(the) g (platform) g(and) g(the) g(deliberate) -150 1137 y(limiting) 15 b(of) h(de) n(v) o(elop) r(ment) g(time) f(to) h(see) g(if) g(such) g (limitations) g(still) e(allo) n(wed) -150 1218 y(a) 25 b(useful) g(translation) g(de) n(vice.) 42 b(W) -6 b(e) 24 b(were) h(actually) g(pleased) g(to) g(see) g(that) -150 1298 y(the) f(system) h(pro) o(vided) g(adequ) r(ate) f(co) o(v) o (erage) h(for) f(success) r(ful) g(translation) -150 1379 y(of) 19 b(unrehearse) r(d,) f(nai) n(v) o(e) i(dialogues.) -73 1461 y(Other) i(speci\002c) h(observ) n(a) r(tions) f(we) h(noted) g (were) g(that) f(the) h(users) g(could) -150 1541 y(not) h(easily) g (identify) g(where) g(the) g(problems) h(lay) f(with) f(the) h(system.) 38 b(\(F) o(or) -150 1622 y(e) o(xample,) 27 b(if) e(speech) h (recognition) g(produ) r(ced) f(and) h(displayed) g(a) g(correct) -150 1702 y(transcript,) k(and) f(then) g(translation) f(produce) r(d) g(an) g(unacc) r(eptable) g(result,) -150 1783 y(the) o(y) 33 b(w) o(ould) g(usually) p Ff 33 w(r) m(espeak) p Fd 34 w(the) f(same) h(utterance) g(using) g(the) f(same) -150 1863 y(w) o(ords.\)) 45 b(Thus) 26 b(e) n(v) o(en) g(if) g(we) g(pro) o (vided) h(separate) f(user) g(method) r(s) f(to) h(add) -150 1944 y(w) o(ords) 20 b(to) f(the) h(recognizer) m(,) g(language) h (model) f(and) g(translation) f(engine) r(,) f(it) -150 2024 y(is) 23 b(clear) g(that) g(the) g(user) h(w) o(ould) f(not) h(be) f(able) h(to) f(identify) g(which) h(part) f(\(or) -150 2105 y(parts\)) i(need) g(to) g(be) g(upda) r(ted.) 41 b(As) 24 b(we) h(feel) g(that) f(such) i(systems) f(need) h(to) -150 2186 y(pro) o(vide) g(methods) f(of) g(adaptation) h(in) f(the) g (\002eld,) g(it) f(is) h(clear) f(that) h(the) g(in-) -150 2266 y(terf) o(ace) i(presented) g(to) g(the) f(user) h(to) g(of) n (fer) f(that) g(adap) r(tation) g(needs) h(more) -150 2347 y(w) o(ork.) -73 2428 y(Although) i(there) f(were) g(problems) h (with) f(the) g(v) o(olume) h(of) f(the) g(output) -150 2509 y(through) 33 b(the) f(small) g(b) o(uilt-in) f(speak) o(ers) i (on) f(the) g(de) n(vice,) k(which) c(man) o(y) -150 2589 y(users) c(commen) r(ted) g(on,) i(mistak) o(es) f(in) e(the) h (synthe) r(sizer) f(were) h(often) h(er) o(-) -150 2670 y(roneous) r(ly) 18 b(attrib) o(uted) h(to) g(the) g(translator) g (\(and) g(vice) g(v) o(ersa\).) -73 2752 y(A) g(second) h(observ) n (ation) g(w) o(as) g(that) e(the) i(participants) f(continued) h(to) f (use) -150 2832 y(speech) 30 b(and) f(did) g(not) g(resort) g(to) f (the) h(alternati) n(v) o(e) g(typing) g(interf) o(ace) g(\(al-) -150 2913 y(though) 23 b(the) o(y) f(were) f(clearly) h(a) o(w) o(are) g(of) g(it\),) f(and) h(only) g(resorted) g(to) g(typing) -150 2993 y(as) c(a) g(last) g(resort.) k(This) c(may) g(ha) o(v) o(e) h (been) f(due) h(to) f(the) g(f) o(act) g(the) g(participants) -150 3074 y(were) d(told) h(to) f(use) h(the) g(speech-to-spe) r(ech) g (translation) f(de) n(vice) i(rather) e(than) -150 3154 y(ha) o(v) o(e) 26 b(the) g(more) g(abstract) g(goal) g(of) g (successful) g(commun) r(ication) f(by) i(the) -150 3235 y(best) c(means.) 35 b(The) 22 b(v) o(ery) h(small) g(k) o(e) o(yboa) r (rd) f(on) h(the) g(\(required\)) g(small) g(de-) -150 3316 y(vice) c(may) h(also) f(ha) o(v) o(e) g(been) g(a) g(f) o(actor) l (.) -108 4534 y @beginspecial 73 @llx 354 @lly 376 @urx 535 @ury 2267 @rwi @setspecial %%BeginDocument: AVTusers4.ps %!PS-Adobe-2.0 EPSF-2.0 %%Title: /usr0/awb/DOCS/papers/hlt2002/tongues/AVTusers4.ps %%Creator: XV Version 3.10a Rev: 12/29/94 - by John Bradley %%BoundingBox: 73 354 376 535 %%Pages: 1 %%DocumentFonts: %%EndComments %%EndProlog %%Page: 1 1 % remember original state /origstate save def % build a temporary dictionary 20 dict begin % define string to hold a scanline's worth of data /pix 1398 string def % define space for color conversions /grays 466 string def % space for gray scale line /npixls 0 def /rgbindx 0 def % lower left corner 73 354 translate % size of image (on paper, in 1/72inch coords) 302.90400 181.36800 scale % define 'colorimage' if it isn't defined % ('colortogray' and 'mergeprocs' come from xwd2ps % via xgrab) /colorimage where % do we know about 'colorimage'? { pop } % yes: pop off the 'dict' returned { % no: define one /colortogray { % define an RGB->I function /rgbdata exch store % call input 'rgbdata' rgbdata length 3 idiv /npixls exch store /rgbindx 0 store 0 1 npixls 1 sub { grays exch rgbdata rgbindx get 20 mul % Red rgbdata rgbindx 1 add get 32 mul % Green rgbdata rgbindx 2 add get 12 mul % Blue add add 64 idiv % I = .5G + .31R + .18B put /rgbindx rgbindx 3 add store } for grays 0 npixls getinterval } bind def % Utility procedure for colorimage operator. % This procedure takes two procedures off the % stack and merges them into a single procedure. /mergeprocs { % def dup length 3 -1 roll dup length dup 5 1 roll 3 -1 roll add array cvx dup 3 -1 roll 0 exch putinterval dup 4 2 roll putinterval } bind def /colorimage { % def pop pop % remove 'false 3' operands {colortogray} 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2752 2194 a(REFERENCES) p Fd 2016 2308 a([1]) 39 b(A.) 16 b(Black) i(and) g(K.) f(Lenzo.) 24 b(Building) 18 b(v) o(oices) g(in) f (the) h(Festi) n(v) n(al) f(speech) 2142 2388 y(synthesis) i(system.) p Fa 27 w(http) r(://fe) r(stv) o(ox.or) o(g) p Fd(,) g(2000.) 2016 2497 y([2]) 39 b(A.) 18 b(Black) i(and) g(K.) f(Lenzo.) 30 b(Optimal) 19 b(data) h(selection) g(for) f(unit) h(selec-) 2142 2577 y(tion) 25 b(synthesis.) 47 b(In) p Ff 25 w(4r) m(d) 25 b(ESCA) g(W) -7 b(orkshop) 26 b(on) g(Speec) o(h) g(Synthesis) p Fd(,) 2142 2658 y(Scotland.,) 18 b(2001) r(.) 2016 2767 y([3]) 39 b(A.) 17 b(Black,) h(P) -8 b(.) 17 b(T) -6 b(aylor) m(,) 18 b(and) h(R.) e(Cale) o(y) -5 b(.) 25 b(The) 18 b(Festi) n(v) n(al) g(speech) h(synthe-) 2142 2847 y(sis) f(system.) p Fa 27 w(http) r(://fe) r(stv) o(ox.or) o (g/fest) r(i) n(v) n(al) p Fd 2 w(,) g(1998) r(.) 2016 2956 y([4]) 39 b(R.) 29 b(Bro) n(wn.) 64 b(Example-base) r(d) 30 b(machine) i(translation) e(in) h(the) f(P) o(an-) 2142 3037 y(gloss) 18 b(system.) 27 b(In) p Ff 18 w(Pr) m(oceedings) 19 b(of) g(COLING-96) p Fd(,) e(pages) j(169\2261) r(74,) 2142 3117 y(Copenhag) r(en,) e(Denmark,) i(1996.) 2016 3226 y([5]) 39 b(R.) 24 b(Frederking,) i(A.) e(Black,) i(R.) e(Bro) n(wn,) i (J.) f(Moody) -5 b(,) 27 b(and) f(E.) d(Stein-) 2142 3306 y(brecher) l(.) 45 b(Field) 23 b(testing) i(the) f(tongu) r(es) g (speech-to-sp) r(eech) h(machine) 2142 3387 y(translation) 19 b(system.) 27 b(LREC) 17 b(200) r(2,) h(2002) r(.) 2016 3496 y([6]) 39 b(R.) 28 b(Frederking,) k(A.) c(Rudnick) q(y) -5 b(,) 31 b(C.) e(Hogan,) j(and) d(K.) g(Lenzo.) 60 b(In-) 2142 3576 y(teracti) n(v) o(e) 22 b(speech) i(translation) f(in) g(the) f (diplomat) h(project.) p Ff 40 w(Mac) o(hine) 2142 3657 y(T) l(r) o(anslation) 17 b(J) n(ourn) r(al) p Fd(,) g(special) g (issue) h(on) f(spok) o(e) r(n) g(languag) r(e) g(transla-) 2142 3737 y(tion,) h(2000) r(.) 2016 3846 y([7]) 39 b(R.) 13 b(E.) h(Frederking) h(and) g(R.) f(D.) g(Bro) n(wn.) j(The) d(P) o (angloss-Lite) h(Machine) 2142 3926 y(T) m(ranslation) j(System.) 25 b(In) p Ff 18 w(Pr) m(oceedings) 19 b(of) f(the) h(Second) g(Confer) m (en) r(ce) 2142 4007 y(of) 28 b(the) h(Association) g(for) g(Mac) o (hine) g(T) l(r) o(anslation) g(in) g(the) g(Americas) 2142 4087 y(\(AMT) l(A\)) p Fd(,) 17 b(page) r(s) i(268\2262) r(72,) g (Montreal,) h(Quebec,) g(Canada,) g(October) 2142 4168 y(1996.) 2016 4277 y([8]) 39 b(X.) 23 b(Huang,) j(F) -6 b(.) 23 b(Alle) n(v) n(a,) i(H.-W) -7 b(.) 23 b(Hon,) i(K.) f(Hw) o (ang,) i(M.-Y) -10 b(.) 23 b(Lee,) i(and) 2142 4357 y(R.) 31 b(Rosenfeld.) 68 b(The) 32 b(SPHINX-II) e(speech) j(recognition) g (system:) 2142 4438 y(an) 20 b(o) o(v) o(ervie) n(w) -5 b(.) p Ff 30 w(Computer) 20 b(Speec) o(h) h(and) g(Langua) o(g) q(e) p Fd(,) f(7\(2\):137\2261) r(48,) 2142 4518 y(1992.) p 90 rotate dyy eop %%Trailer end userdict /end-hook known{end-hook}if %%EOF