introduction, natural, processing, enormous, progress, recent, decades, combined, effort, contribution, individual, researchers, numerous, research, technology, driving, success, development, text, started, alan, turing, published, computing, intelligence, introducing, georgetown, experiment, performed, russian, translated, english, dostert, revolutionised, learning, algorithms, modelling, recognition, bahl, et, al, focus, thesis, dependency, parsing, syntactic, analysis, grammatical, relations, within, parse, generated, directed, graph, showing, relationships, required, meaning, interpreted, multiple, preliminary, translation, hutchins, somers, named, entity, nadeau, sekine, relation, extraction, agichtein, gravano, translators, chatbots, similar, software, products, examples, lies, core, functionality, typically, estonian, efforts, developing, parser, based, constraint, grammar, framework, karlsson, statistical, using, maltparser, nivre, contributed, version, treebank, muischnek, considering, advancements, achieved, whether, benefits, constitutes, stated, parsers, maintaining, performance, accuracy, listed, evaluated, nilsson, spacy, honnibal, goldberg, johnson, stanford, neural, network, nndep, chen, manning, syntaxnet, andor, udpipe, straka, systems, widely, industry, novel, model, competitive, provides, pre, trained, models, picked, optimised, configuration, particularly, suitable, data, assume, presence, annotated, training, principle, heavily, tested, particular, initially, swedish, czech, danish, bulgarian, latest, supports, german, chinese, including, respective, accuracies, systematically, compared, thus, results, directly, comparable, structured, manner, chapter, overview, transition, datasets, evaluation, evaluating, documents, procedure, existing, obtained, discusses, result, posed, conclusion, https, github, com, explosion, nlp, edu, shtml, tensorflow, briefly, description, followed, explained, shortly, methods, popular, focuses, representing, bler, constituency, subphrases, generates, phrase, structure, nodes, represent, phrases, charniak, evaluate, example, online, corenlp, connected, modifier, determiner, express, dependent, called, generally, object, complement, basically, acyclic, arcs, pointing, arc, labels, attachments, chased, modifies, noun, relationship, det, principal, verb, serves, http, process, projective, mcdonald, satta, non, types, linear, drawn, property, distance, dependencies, contribute, projectivity, importance, parses, probably, contain, error, influence, respectively, adopted, method, derive, predicting, sequence, initial, terminal, probable, current, available, categorised, restricted, structures, employ, standard, system, adopting, notation, triple, tokens, buffer, artificial, node, represents, represented, quadruple, configurations, denote, consisted, containing, n], contains, denotes, transitions, function, cin, input, outputs, cout, resulting, performing, labelled, partial, processed, applied, complete, label, condition, token, dummy, assigned, replace, operator, associative, preconditions, employs, working, dependents, later, introduces, determinism, necessary, postpone, attachment, added, earliest, opportunity, termination, terminates, oracle, optimal, oracles, categorized, static, dynamic, designed, functions, sequences, actions, specified, produced, type, drawback, greedy, deviated, classifier, eventually, errors, overcome, obstacle, introduced, concept, permits, valid, leading, forcing, crucial, characteristic, defined, minimum, loss, section, namely, described, explanation, feature, related, implements, learners, chang, lin, support, vector, perform, classification, regression, distribution, estimation, multi, class, default, consists, lexical, features, considers, leftmost, rightmost, pendents, developed, arcstandard, technique, feedforward, predicts, extracted, highest, scoring, constituted, repeatedly, terminating, reached, embeddings, dimensional, embedding, matrix, dictionary, dense, mapping, representations, correspondingly, matrices, distinct, position, information, denoted, elements, www, csie, ntu, tw, cjlin, libsvm, corresponding, excluding, per, knowledge, attempts, aspect, implementation, monotonic, monotonicity, consistency, respect, previous, action, ensures, exactly, naturally, reduce, shift, pushed, determine, relative, decided, continuation, missing, assignment, suggested, nonmonotonic, assignments, previously, incorrectly, overwrite, earlier, averaged, perceptron, learner, collins, extended, zhang, baseline, template, additionally, includes, valency, calculated, separately, unigram, formed, combining, combination, refer, unique, created, june, attempt, google, transitionbased, recurrent, nivres, maintains, hypotheses, global, normalisation, conditional, random, objective, lafferty, overcoming, bias, problem, locally, normalised, phenomenon, outgoing, probability, mass, observed, forced, ignore, observation, algorithm, searching, breadth, generate, limited, promising, successors, stored, width, wider, expanding, sacrifices, completeness, memory, optimization, pruned, finding, solution, inference, partition, estimated, summation, updates, roark, zhou, gradients, computed, approximate, performs, propagation, parameters, experiments, pipeline, tokenizer, lemmatizer, morphological, analyser, tagger, parsito, addition, optional, decoding, swap, reorder, inspired, distributed, applicable, predicted, original, unusable, dataset, karlson, publication, disambiguating, estcg, capable, determining, clause, boundaries, disambiguation, risep, module, identifying, particle, verbs, lexicons, integrated, approximately, conduct, portion, conll, format, formatted, employed, grained, regular, annotation, remained, main, maltoptimizer, recommended, covingtons, covington, mode, specific, formats, universal, project, annotations, across, easier, develop, lingual, cross, basic, facilitate, consistent, scheme, constructions, providing, inventory, guidelines, categories, keeping, possibility, creating, extensions, needed, evolution, de, marneffe, petrov, interset, interlingua, morphosyntactic, zeman, backend, diverse, common, shared, doing, linguistic, das, unsupervised, tagging, conversion, various, encoded, relevant, port, lexicalised, adaptation, resnik, create, treebanks, released, hameldt, provided, merged, november, collected, corpora, fiction, science, universaldependencies, org, html, representation, tab, characters, marked, hash, symbol, indicates, comments, integer, indexing, range, punctuation, lemma, underscore, zero, subtype, enhanced, custom, substantial, morphologically, wanted, provide, constructing, encoding, contained, corpus, latter, gen, plur, tense, verbform, construct, reduced, significant, degree, included, consulting, linguist, affect, decisions, instance, assumed, affected, considerably, determines, accurate, attaching, unlabelled, correctness, assigning, precision, recall, percentage, actually, total, identified, ratio, correctly, deprels, quality, expressed, mathematically, formulas, positives, tp, detected, belonging, fp, negatives, fn, commands, details, regarding, usage, command, hyperparameters, java, define, character, final, specify, latin, alphabets, penntreebanklanguagepack, complications, mikolov, reference, cp, dependencyparser, tlp, trainfile, udtrain, conllu, devfile, ud, dev, embedfile, txt, embeddingsize, gz, stanfordnlp, io, cl, ut, ee, korpused, segakorpus, alexander, tkachenko, passed, parameter, adding, directory, classpath, treebanklanguagepack, validation, dimension, vectors, iteration, unchanged, overwritten, exceeds, us, finished, average, hyperparameter, tuning, options, contrast, option, subsequent, explore, comparison, cpos, experimented, hiddensize, dimensionality, layer, increasing, increases, capacity, potentially, improvement, coarse, improved, aspects, slightly, lower, detailed, exception, subclass, creation, subpackage, according, code, resources, placed, imported, registered, __init__, py, setup, closed, internet, appendix, python, dictionaries, entry, attributes, snippet, stopwords, json, blob, dist, estnltk, textclassifier, analyzer, exceptions, mainly, special, freely, worrying, interact, exceptional, abbreviations, currently, future, clusters, clustering, variation, hierarchical, sector, cluster, context, occur, determined, january, vicinity, source, liang, frequency, occurrence, considered, experimental, executed, src, nlp_data, et_ud, percyliang, executable, compiled, indicating, acquired, resource, installed, instruction, manual, installation, assuming, pretrained, downloaded, unzipped, syntaxnet_models, parsey_universal, sh, syntaxnet_parse_conll_output, output, repository, maltparser_download_directory\maltparser, ud_estonian_treebank_directory\et, defines, location, md, estsyntax, estmalt, estudmodel, download, presented, script, perl, programming, computes, etc, comparative, comparing, lowest, italic, parsed, maltparsers, syntaxnets, udpipes, poorly, elikip, bist, bmstparser, utils, eval, pl, evaluates, modified, notable, coordinating, conjunctions, semantic, larger, constituents, linking, ja, vi, aga, comparatively, percent, adpositions, collective, prepositions, postpositions, nominals, adpositional, normally, adverbial, attribute, nouns, constitute, tightly, difficult, boundary, identical, finite, moreover, adverb, despite, characteristics, extremely, detecting, auxiliary, properties, mood, accompany, distinctions, auxiliaries, oleme, teinud, olen, pidama, tegema, pean, modal, reliable, frequencies, labelling, outperforms, obtains, largest, adjectives, modify, specifying, detect, topped, staggering, bottomed, occasions, attached, expected, achieves, variance, collapsed, acl, relcl, advmod, quant, cc, preconj, compound, prt, csubj, cop, nmod, poss, nsubj, numerals, subordinating, struggle, adverbs, scored, closely, analyses, truncated, ease, firstly, although, sections, outperformed, relatively, adjectival, amod, aux, marking, conjunction, marker, negation, neg, advcl, clauses, predicate, adjective, especially, appos, ccomp, conj, dep, nan, discourse, dobj, foreign, nummod, parataxis, punct, vocative, xcomp, impressive, measured, decrease, identify, stayed, calculation, supplying, enabled, component, curious, limitation, accomplished, entirely, cleanly, produce, requires, struggled, quotation, treating, hyphenated, creates, numeric, include, usually, period, pattern, vice, versa, tagged, appropriate, discussion, recommendation, evident, optimisation, suggestion, advantageous, achieving, gathered, noteworthy, revising, wrongly, decision, influenced, focusing, modification, fulfil, purpose, testing, efficiency, looking, opinion, selecting, unanswered, significance, implication, observe, effect, rational, solutions, issues, unable, solving, problems, potential, conclusions, embedded, behaved, similarly, complexity, richness, factors, tokenized, less, environment, recommend, preferable