Preliminary results for dependency induction

Averages over languages and cutoffs:

measure

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

NED

0.716930833333

0.736828166667

0.741521833333

0.732072866667

0.7002352

0.742467266667

0.774400766667

directed

0.506569633333

0.437339266667

0.499768733333

0.4544954

0.403863566667

0.4917331

0.5717169

undirected

0.603482466667

0.5974854

0.606312533333

0.5852968

0.566614766667

0.6064818

0.6641148

Directed accuracy

cutoff: 10

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.472222

0.157407

0.648148

0.648148

0.472222

0.546296

0.666667

basque_3lb

0.502799

0.280266

0.302659

0.272218

0.33345

0.223233

0.585724

czech_pdt

0.485257

0.61344

0.574817

0.576955

0.455382

0.511697

0.59024

danish_cdt

0.492669

0.601662

0.513196

0.613881

0.568915

0.604594

0.607527

dutch_alpino

0.507837

0.369906

0.495298

0.384013

0.388715

0.5

0.517241

english_childes

0.621675

0.567735

0.471715

0.518311

0.504714

0.535133

0.56049

english_ptb

0.737096

0.589126

0.673778

0.521679

0.448039

0.610461

0.746731

portuguese_floresta

0.762836

0.635697

0.599022

0.442543

0.476773

0.711491

0.557457

slovene_jos

0.539112

0.420719

0.513742

0.392178

0.397463

0.503171

0.676533

swedish_talbanken

0.666667

0.613734

0.636624

0.708155

0.482117

0.719599

0.765379

cutoff: 15

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.430493

0.147982

0.663677

0.650224

0.439462

0.591928

0.681614

basque_3lb

0.422864

0.244781

0.2818

0.248043

0.291259

0.174984

0.503914

czech_pdt

0.412831

0.564942

0.513233

0.521819

0.402641

0.472637

0.549073

danish_cdt

0.454424

0.558693

0.472432

0.571143

0.500889

0.532014

0.570253

dutch_alpino

0.445698

0.332863

0.476728

0.342031

0.351904

0.439351

0.465444

english_childes

0.598621

0.546636

0.44775

0.498011

0.485633

0.522589

0.542702

english_ptb

0.636858

0.506998

0.599533

0.452955

0.411159

0.550544

0.674378

portuguese_floresta

0.694714

0.598706

0.594391

0.389428

0.434736

0.640777

0.515642

slovene_jos

0.456536

0.376348

0.476078

0.346024

0.336253

0.447102

0.633423

swedish_talbanken

0.589155

0.556309

0.570907

0.601668

0.434307

0.629823

0.667883

cutoff: none

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.234515

0.127082

0.572619

0.52029

0.339385

0.464972

0.541222

basque_3lb

0.361417

0.210431

0.25537

0.223492

0.254941

0.136621

0.439852

czech_pdt

0.3205

0.490818

0.429265

0.44087

0.329206

0.408833

0.488175

danish_cdt

0.378262

0.483912

0.414279

0.496798

0.424204

0.450856

0.501521

dutch_alpino

0.379152

0.282713

0.441977

0.29892

0.313125

0.405162

0.436775

english_childes

0.594039

0.541901

0.442246

0.493305

0.48095

0.518618

0.538315

english_ptb

0.503808

0.410083

0.502795

0.375365

0.327864

0.425154

0.555319

portuguese_floresta

0.652026

0.501897

0.495308

0.293472

0.371132

0.546416

0.418447

slovene_jos

0.354444

0.303603

0.407608

0.267162

0.284092

0.37731

0.580262

swedish_talbanken

0.488562

0.483788

0.506067

0.525761

0.374975

0.550627

0.573304

Undirected accuracy

cutoff: 10

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.592593

0.592593

0.694444

0.694444

0.592593

0.657407

0.675926

basque_3lb

0.595171

0.497551

0.5007

0.483555

0.543037

0.327502

0.663751

czech_pdt

0.598795

0.692048

0.666256

0.676171

0.623226

0.635409

0.70138

danish_cdt

0.635386

0.705767

0.643695

0.711144

0.678886

0.706745

0.701857

dutch_alpino

0.598746

0.575235

0.633229

0.579937

0.584639

0.584639

0.605016

english_childes

0.706084

0.694323

0.624305

0.637306

0.642715

0.635669

0.69085

english_ptb

0.792154

0.659326

0.724708

0.623538

0.624914

0.75086

0.788025

portuguese_floresta

0.819071

0.716381

0.701711

0.623472

0.657702

0.784841

0.721271

slovene_jos

0.637421

0.563425

0.590909

0.55074

0.547569

0.637421

0.719873

swedish_talbanken

0.735336

0.701001

0.711016

0.753934

0.665236

0.772532

0.83691

cutoff: 15

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.547085

0.623318

0.704036

0.695067

0.591928

0.695067

0.704036

basque_3lb

0.530822

0.465264

0.47668

0.458578

0.512883

0.28229

0.592466

czech_pdt

0.539128

0.644992

0.612929

0.62627

0.573121

0.611434

0.66885

danish_cdt

0.59293

0.668075

0.609827

0.671632

0.6245

0.656292

0.668519

dutch_alpino

0.535261

0.521157

0.573343

0.526093

0.53385

0.540197

0.567701

english_childes

0.687649

0.675758

0.603174

0.618557

0.624171

0.62647

0.673504

english_ptb

0.705288

0.583787

0.658437

0.557737

0.583787

0.682932

0.729782

portuguese_floresta

0.770227

0.685005

0.688242

0.581446

0.605178

0.730313

0.682848

slovene_jos

0.579852

0.520553

0.552561

0.511456

0.496968

0.597035

0.680593

swedish_talbanken

0.677268

0.646507

0.653285

0.668405

0.607925

0.708551

0.755474

cutoff: none

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.297095

0.575609

0.619821

0.587356

0.48035

0.583725

0.592695

basque_3lb

0.471716

0.433322

0.449562

0.432291

0.475253

0.243427

0.532995

czech_pdt

0.449846

0.577981

0.542835

0.555021

0.493393

0.557643

0.614472

danish_cdt

0.507043

0.606931

0.561069

0.60341

0.566272

0.605331

0.616136

dutch_alpino

0.44958

0.47539

0.514806

0.488796

0.468387

0.513806

0.546218

english_childes

0.683758

0.67162

0.598661

0.613996

0.619525

0.623585

0.66933

english_ptb

0.581186

0.496516

0.575899

0.481547

0.495058

0.587769

0.621293

portuguese_floresta

0.724097

0.614294

0.619485

0.498103

0.526452

0.669195

0.614494

slovene_jos

0.479044

0.45241

0.490554

0.444565

0.423815

0.534686

0.617993

swedish_talbanken

0.584842

0.588423

0.593197

0.604337

0.53511

0.651681

0.669186

Neutral Edge Detection

cutoff: 10

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.685185

0.666667

0.759259

0.759259

0.685185

0.722222

0.712963

basque_3lb

0.685794

0.628761

0.651505

0.642407

0.70119

0.549685

0.794612

czech_pdt

0.726201

0.818223

0.786339

0.799041

0.760158

0.78122

0.811613

danish_cdt

0.763441

0.832356

0.784457

0.843109

0.772727

0.844086

0.85044

dutch_alpino

0.717868

0.77116

0.783699

0.768025

0.725705

0.684953

0.710031

english_childes

0.816346

0.84468

0.766921

0.747668

0.790244

0.849196

0.824831

english_ptb

0.894012

0.87543

0.884377

0.84033

0.786648

0.870613

0.843083

portuguese_floresta

0.90709

0.877751

0.877751

0.875306

0.828851

0.919315

0.9022

slovene_jos

0.768499

0.708245

0.72833

0.704017

0.680761

0.788584

0.798097

swedish_talbanken

0.858369

0.831187

0.855508

0.871245

0.808298

0.875536

0.921316

cutoff: 15

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.663677

0.663677

0.7713

0.757848

0.699552

0.775785

0.73991

basque_3lb

0.625897

0.567678

0.596217

0.584801

0.643836

0.460372

0.720483

czech_pdt

0.667464

0.779305

0.735422

0.755611

0.709663

0.758138

0.779659

danish_cdt

0.716541

0.791018

0.749889

0.8008

0.711872

0.778791

0.817919

dutch_alpino

0.685472

0.729196

0.755994

0.72567

0.690409

0.673484

0.698166

english_childes

0.799797

0.831226

0.745823

0.731677

0.775351

0.836133

0.808638

english_ptb

0.818235

0.8021

0.833981

0.775078

0.739891

0.812597

0.797045

portuguese_floresta

0.869471

0.829558

0.846818

0.837109

0.759439

0.865156

0.866235

slovene_jos

0.72035

0.661725

0.666442

0.660377

0.631402

0.743598

0.759434

swedish_talbanken

0.805005

0.792492

0.808655

0.797185

0.749218

0.82586

0.860792

cutoff: none

file

Bisk, standard

Marecek, CPOS

Marecek, POS

Marecek, UPOS

Soegaard, norules

Soegaard, rulesonly

Tu, standard

arabic_padt

0.373345

0.591628

0.671081

0.632208

0.565357

0.658479

0.641393

basque_3lb

0.5576

0.514779

0.555766

0.534456

0.588417

0.379876

0.658189

czech_pdt

0.556697

0.702

0.651883

0.673268

0.631572

0.697397

0.71643

danish_cdt

0.631183

0.72867

0.695374

0.734833

0.658796

0.718025

0.764207

dutch_alpino

0.586435

0.686074

0.719888

0.697279

0.605842

0.638455

0.669468

english_childes

0.795896

0.827991

0.740778

0.727343

0.770886

0.832095

0.804449

english_ptb

0.697658

0.693871

0.738373

0.671569

0.640759

0.715909

0.698428

portuguese_floresta

0.797564

0.755839

0.757437

0.71671

0.668996

0.781793

0.803953

slovene_jos

0.607464

0.569113

0.588572

0.571281

0.558635

0.666822

0.687003

swedish_talbanken

0.709369

0.732445

0.737816

0.726676

0.667396

0.769843

0.771036

= Baseline results =

Averages over languages and cutoffs:

measure

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

NED

0.648697

0.662586966667

0.636346666667

0.6564483

0.6817947

0.6427428

0.575072866667

0.608477666667

0.711147266667

0.539303333333

directed

0.363708133333

0.3731399

0.335474766667

0.360753266667

0.390611566667

0.334187266667

0.270774266667

0.274573133333

0.316194733333

0.229692766667

undirected

0.5333736

0.546242833333

0.516800133333

0.5443168

0.560976233333

0.5153962

0.458698433333

0.542959433333

0.5565862

0.410035566667

Directed accuracy

cutoff: 10

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.462963

0.453704

0.500000

0.194444

0.194444

0.407407

0.425926

0.092593

0.648148

0.407407

basque_3lb

0.462561

0.432470

0.312806

0.629811

0.571728

0.377537

0.218334

0.342897

0.244227

0.230231

czech_pdt

0.300953

0.312034

0.317607

0.303674

0.356685

0.320718

0.246970

0.288899

0.343400

0.284039

danish_cdt

0.472141

0.501955

0.352884

0.477517

0.396872

0.424731

0.363636

0.186706

0.492180

0.334800

dutch_alpino

0.487461

0.396552

0.490596

0.415361

0.402821

0.412226

0.351097

0.340125

0.394984

0.371473

english_childes

0.517467

0.518757

0.390383

0.510024

0.522132

0.383486

0.316594

0.359766

0.232781

0.219680

english_ptb

0.316586

0.446662

0.306263

0.412939

0.500344

0.377151

0.352374

0.403992

0.198899

0.176875

portuguese_floresta

0.271394

0.371638

0.268949

0.393643

0.457213

0.405868

0.310513

0.281174

0.376528

0.286064

slovene_jos

0.357294

0.372093

0.356237

0.353066

0.660677

0.353066

0.256871

0.359408

0.146934

0.188161

swedish_talbanken

0.442060

0.442060

0.457797

0.407725

0.407725

0.427754

0.390558

0.331903

0.313305

0.253219

cutoff: 15

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.412556

0.417040

0.475336

0.156951

0.156951

0.295964

0.363229

0.062780

0.650224

0.358744

basque_3lb

0.395956

0.367906

0.282453

0.552022

0.484344

0.339530

0.206621

0.336269

0.231083

0.194716

czech_pdt

0.274469

0.295853

0.290908

0.278083

0.336694

0.293598

0.215695

0.260964

0.313706

0.216836

danish_cdt

0.423077

0.456647

0.302801

0.409960

0.341707

0.349711

0.328146

0.158960

0.472877

0.269453

dutch_alpino

0.438646

0.331453

0.440056

0.306770

0.290550

0.305360

0.263047

0.308181

0.294076

0.236953

english_childes

0.501194

0.501901

0.374016

0.492441

0.507073

0.366413

0.301432

0.350013

0.224781

0.208646

english_ptb

0.243002

0.423017

0.240863

0.344285

0.456843

0.301128

0.253888

0.353810

0.205093

0.150272

portuguese_floresta

0.241640

0.327940

0.238403

0.365696

0.427184

0.363538

0.235167

0.280475

0.327940

0.227616

slovene_jos

0.350404

0.316712

0.351078

0.356806

0.598046

0.356132

0.196092

0.333221

0.129380

0.138477

swedish_talbanken

0.352450

0.352450

0.380083

0.321689

0.321689

0.344630

0.333681

0.286236

0.295620

0.197080

cutoff: none

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.274242

0.274242

0.321444

0.148868

0.144596

0.234088

0.258650

0.052114

0.587997

0.341734

basque_3lb

0.343874

0.321189

0.247551

0.489517

0.418371

0.300309

0.195738

0.324368

0.224523

0.165836

czech_pdt

0.250701

0.275723

0.272019

0.255696

0.315938

0.274729

0.182524

0.239333

0.291376

0.181929

danish_cdt

0.355931

0.394910

0.250680

0.318313

0.272371

0.263246

0.285417

0.132784

0.474148

0.257724

dutch_alpino

0.406162

0.283713

0.405362

0.233293

0.211885

0.235094

0.195478

0.279312

0.246098

0.169068

english_childes

0.496847

0.497711

0.369503

0.488380

0.503672

0.361641

0.297840

0.348251

0.222333

0.206220

english_ptb

0.223262

0.335136

0.217509

0.308824

0.344089

0.259439

0.183824

0.314353

0.204343

0.140719

portuguese_floresta

0.195049

0.240168

0.193252

0.259533

0.310840

0.254741

0.185067

0.258934

0.311240

0.201238

slovene_jos

0.350470

0.242129

0.350263

0.365335

0.532931

0.365645

0.139672

0.310571

0.107928

0.101115

swedish_talbanken

0.290432

0.290432

0.307141

0.271932

0.271932

0.270738

0.269147

0.258802

0.279690

0.174458

Undirected accuracy

cutoff: 10

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.527778

0.537037

0.555556

0.592593

0.592593

0.601852

0.546296

0.611111

0.694444

0.518519

basque_3lb

0.600770

0.580826

0.485304

0.675297

0.630161

0.536389

0.422323

0.564381

0.538838

0.471659

czech_pdt

0.516169

0.512086

0.504504

0.515067

0.547469

0.497440

0.472426

0.541961

0.568790

0.476119

danish_cdt

0.649560

0.643206

0.600196

0.608993

0.477517

0.553275

0.563539

0.596774

0.638807

0.526882

dutch_alpino

0.626959

0.567398

0.628527

0.543887

0.543887

0.543887

0.510972

0.562696

0.606583

0.528213

english_childes

0.656709

0.660927

0.595226

0.646884

0.663656

0.587783

0.512058

0.512158

0.510123

0.446457

english_ptb

0.537509

0.653131

0.532003

0.551961

0.657949

0.547144

0.519615

0.588438

0.548520

0.469374

portuguese_floresta

0.540342

0.608802

0.542787

0.645477

0.677262

0.645477

0.533007

0.567237

0.638142

0.493888

slovene_jos

0.464059

0.530655

0.463002

0.453488

0.696617

0.454545

0.449260

0.454545

0.459831

0.392178

swedish_talbanken

0.645207

0.645207

0.660944

0.630901

0.630901

0.638054

0.592275

0.592275

0.595136

0.487840

cutoff: 15

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.533632

0.547085

0.573991

0.596413

0.573991

0.578475

0.506726

0.632287

0.690583

0.461883

basque_3lb

0.535714

0.523810

0.445858

0.606001

0.551370

0.491031

0.398728

0.553164

0.536856

0.400522

czech_pdt

0.491414

0.493696

0.478642

0.489348

0.524673

0.467393

0.432911

0.527716

0.545623

0.377643

danish_cdt

0.606492

0.593819

0.558248

0.554024

0.422410

0.490885

0.518897

0.586705

0.612272

0.428413

dutch_alpino

0.561354

0.502116

0.562059

0.487306

0.476728

0.486601

0.440056

0.521157

0.544429

0.394217

english_childes

0.642074

0.643975

0.579613

0.630095

0.648130

0.570772

0.494209

0.502652

0.501326

0.425913

english_ptb

0.477255

0.617224

0.480560

0.488725

0.604588

0.475117

0.437986

0.553655

0.539852

0.364308

portuguese_floresta

0.497303

0.563107

0.494067

0.610572

0.633225

0.594391

0.463862

0.556634

0.599784

0.406688

slovene_jos

0.438679

0.467318

0.439353

0.441038

0.636792

0.440701

0.390836

0.433962

0.439690

0.307278

swedish_talbanken

0.573514

0.573514

0.596976

0.555787

0.555787

0.562565

0.516163

0.559958

0.563608

0.372263

cutoff: none

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.417984

0.420120

0.436779

0.544212

0.521786

0.495728

0.411576

0.616617

0.639043

0.426741

basque_3lb

0.480753

0.477144

0.402732

0.542361

0.487283

0.444406

0.376181

0.538666

0.531363

0.357793

czech_pdt

0.461775

0.466689

0.453394

0.461221

0.495543

0.441005

0.384913

0.514569

0.522740

0.330605

danish_cdt

0.551145

0.540579

0.515928

0.486634

0.367456

0.423323

0.460221

0.587162

0.599088

0.381063

dutch_alpino

0.522409

0.449580

0.522409

0.441977

0.428371

0.444378

0.372149

0.501000

0.507603

0.336335

english_childes

0.638186

0.639914

0.575248

0.626263

0.645054

0.566307

0.490108

0.500043

0.498790

0.421901

english_ptb

0.430927

0.530789

0.429874

0.440164

0.505246

0.426916

0.362077

0.517359

0.514949

0.327560

portuguese_floresta

0.443003

0.480535

0.436215

0.547215

0.575764

0.541425

0.411659

0.556598

0.568177

0.367938

slovene_jos

0.421493

0.405956

0.421286

0.427635

0.569113

0.428048

0.325126

0.407763

0.411066

0.270259

swedish_talbanken

0.511040

0.511040

0.532723

0.487965

0.487965

0.486573

0.444798

0.529540

0.531530

0.330615

Neutral Edge Detection

cutoff: 10

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.611111

0.629630

0.629630

0.657407

0.648148

0.648148

0.629630

0.648148

0.759259

0.620370

basque_3lb

0.693142

0.689993

0.638209

0.792512

0.783065

0.695941

0.582225

0.732330

0.640308

0.599020

czech_pdt

0.629188

0.617264

0.635863

0.625235

0.662044

0.628475

0.602813

0.632169

0.738125

0.611367

danish_cdt

0.778592

0.758065

0.694526

0.770283

0.724829

0.719941

0.677908

0.661779

0.774682

0.623656

dutch_alpino

0.731975

0.645768

0.730408

0.664577

0.673981

0.666144

0.605016

0.644201

0.710031

0.631661

english_childes

0.799276

0.803890

0.799375

0.789450

0.806520

0.792924

0.701419

0.632295

0.769452

0.645147

english_ptb

0.640055

0.806607

0.642120

0.642120

0.770131

0.665520

0.643496

0.652443

0.750172

0.631796

portuguese_floresta

0.755501

0.816626

0.765281

0.801956

0.833741

0.797066

0.677262

0.608802

0.823961

0.638142

slovene_jos

0.594080

0.621564

0.594080

0.586681

0.763214

0.586681

0.558140

0.543340

0.621564

0.524313

swedish_talbanken

0.761087

0.761087

0.763948

0.735336

0.735336

0.763948

0.752504

0.672389

0.791130

0.623748

cutoff: 15

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.627803

0.645740

0.645740

0.645740

0.623318

0.632287

0.578475

0.654709

0.762332

0.556054

basque_3lb

0.634866

0.629974

0.574038

0.733855

0.706132

0.629485

0.534899

0.701892

0.612524

0.502772

czech_pdt

0.584425

0.578691

0.588800

0.578121

0.626134

0.579887

0.546438

0.597902

0.714499

0.512336

danish_cdt

0.714984

0.695198

0.642952

0.709871

0.644731

0.639173

0.613606

0.630502

0.743219

0.542241

dutch_alpino

0.685472

0.604372

0.684767

0.657969

0.651622

0.657264

0.555712

0.593794

0.696051

0.510578

english_childes

0.785253

0.787110

0.779993

0.773097

0.791044

0.772213

0.677261

0.613960

0.755503

0.618557

english_ptb

0.573289

0.765747

0.580288

0.556960

0.701983

0.575233

0.547045

0.591757

0.722201

0.507776

portuguese_floresta

0.693635

0.770227

0.701187

0.756203

0.788565

0.745415

0.599784

0.588997

0.783172

0.565264

slovene_jos

0.547170

0.550202

0.547844

0.554245

0.696092

0.553908

0.479447

0.489555

0.604447

0.422507

swedish_talbanken

0.706465

0.706465

0.688217

0.643379

0.643379

0.683525

0.654849

0.607925

0.747654

0.510949

cutoff: none

file

20_iter_CPOS

20_iter_POS

20_iter_UPOS

PR-CPOS

PR-POS

PR-UPOS

harmonic-init

left-branching

right-branching

uniform-init

arabic_padt

0.489321

0.480137

0.488253

0.570269

0.548056

0.535241

0.475011

0.627296

0.690303

0.516446

basque_3lb

0.575528

0.571232

0.514607

0.666695

0.634130

0.566077

0.492524

0.672366

0.591167

0.437017

czech_pdt

0.532493

0.528931

0.540543

0.529763

0.576974

0.532406

0.476442

0.563483

0.685562

0.456773

danish_cdt

0.648471

0.635105

0.589083

0.619818

0.532736

0.536417

0.535377

0.616216

0.714983

0.492316

dutch_alpino

0.635454

0.545418

0.634854

0.610844

0.601441

0.610244

0.468587

0.551421

0.670468

0.459384

english_childes

0.781166

0.783024

0.774903

0.768683

0.787775

0.766566

0.671663

0.609892

0.751836

0.612916

english_ptb

0.497529

0.670090

0.495544

0.487786

0.583475

0.507738

0.447577

0.538973

0.680542

0.451973

portuguese_floresta

0.621282

0.666201

0.613096

0.692753

0.732482

0.684168

0.517668

0.572769

0.753643

0.514274

slovene_jos

0.492154

0.473108

0.492000

0.503510

0.614432

0.503923

0.389233

0.438474

0.565861

0.379632

swedish_talbanken

0.640143

0.640143

0.620251

0.568331

0.568331

0.606326

0.560175

0.564551

0.709767

0.460115