diff --git a/notebooks/07 Leaderboard 1.0.ipynb b/notebooks/07 Leaderboard 1.0.ipynb index e23c830..de93012 100644 --- a/notebooks/07 Leaderboard 1.0.ipynb +++ b/notebooks/07 Leaderboard 1.0.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -102,17 +102,26 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "57.25 39.96\n", "62.42 46.07\n", + "61.5 46.86\n", + "49.47 41.08\n", "71.85 47.72\n", + "2.74 3.87\n", + "77.54 51.12\n", + "68.26 49.11\n", "83.38 49.24\n", + "88.38 49.72\n", + "66.11 48.55\n", "81.81 50.39\n", + "76.71 50.05\n", "0.0 0.0\n", "0.0 0.0\n", "0.0 0.0\n", @@ -134,36 +143,66 @@ "87.66 47.95\n", "92.33 50.77\n", "79.92 50.47\n", + "61.91 41.12\n", + "58.36 46.78\n", "90.83 47.96\n", - "67.08 50.41\n", - "72.4 48.28\n", + "35.62 32.3\n", + "99.73 50.5\n", + "70.13 47.18\n", + "71.1 50.78\n", + "81.28 48.21\n", + "81.9 50.05\n", + "31.24 30.5\n", + "98.42 48.6\n", "99.76 44.22\n", "88.09 47.59\n", "99.76 47.5\n", + "80.18 51.61\n", "99.72 47.4\n", "74.37 49.08\n", + "83.81 53.37\n", "82.25 51.29\n", - "80.63 46.6\n", + "74.82 50.69\n", + "84.43 52.44\n", + "84.24 49.13\n", + "99.97 52.57\n", + "32.99 26.26\n", + "0.0 0.0\n", + "98.68 49.57\n", + "75.95 47.57\n", + "0.0 0.0\n", "0.0 0.0\n", "98.84 45.23\n", - "72.54 46.44\n", + "61.23 50.42\n", "62.48 40.96\n", + "75.58 50.05\n", + "74.83 54.27\n", + "0.0 0.0\n", "74.78 49.13\n", + "61.57 51.09\n", + "74.64 54.31\n", + "0.0 0.0\n", + "99.62 51.85\n", + "84.0 56.04\n", + "0.0 0.0\n", + "91.79 51.65\n", "66.11 49.29\n", "98.36 49.11\n", "43.44 39.35\n", "58.0 46.73\n", "0.0 0.0\n", - "42.34 41.41\n", - "97.94 53.35\n", - "97.91 50.09\n", - "63.1 49.76\n", - "84.89 47.01\n", + "98.59 48.62\n", + "99.03 48.89\n", + "84.68 48.78\n", + "99.58 50.27\n", + "99.57 50.4\n", + "98.44 48.88\n", + "90.79 45.15\n", + "94.2 46.59\n", "74.68 49.6\n", "77.01 48.38\n", "78.52 42.22\n", - "86.9 42.59\n", - "63.13 45.52\n" + "86.9 42.59\n" ] } ], @@ -180,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -224,7 +263,7 @@ " \n", " \n", " \n", - " 14\n", + " 23\n", " 250\n", " False\n", " 1\n", @@ -243,7 +282,7 @@ " 1.0\n", " \n", " \n", - " 18\n", + " 27\n", " 250\n", " False\n", " 1\n", @@ -262,60 +301,60 @@ " 1.0\n", " \n", " \n", - " 19\n", - " 250\n", + " 74\n", + " 100\n", " False\n", " 1\n", - " glo50\n", + " wan50\n", " False\n", - " 1000\n", - " [32]\n", + " 150\n", + " [16, 16]\n", " [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT...\n", - " 25\n", + " False\n", " 0.005\n", " BasicLSTM\n", - " [T]\n", - " 2018-09-05 150321\n", - " 0.00\n", - " 53.83\n", + " [R, IOB]\n", + " 2018-09-26 174440\n", + " 84.00\n", + " 56.04\n", " 1.0\n", " \n", " \n", - " 46\n", - " 100\n", + " 71\n", + " 250\n", " False\n", " 1\n", - " wan300\n", + " wan50\n", " False\n", " 250\n", - " [32, 16]\n", + " [16, 16]\n", " [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT...\n", " False\n", " 0.005\n", - " BasicLSTM\n", + " LSTM\n", " [R, IOB]\n", - " 2018-09-25 215108\n", - " 97.94\n", - " 53.35\n", + " 2018-09-29 230549\n", + " 74.64\n", + " 54.31\n", " 1.0\n", " \n", " \n", - " 33\n", + " 67\n", " 250\n", " False\n", " 1\n", - " wan100\n", + " wan50\n", " False\n", - " 1000\n", + " 250\n", " [16, 16]\n", " [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT...\n", " False\n", " 0.005\n", - " BasicLSTM\n", - " [IOB]\n", - " 2018-08-27 150000\n", - " 82.25\n", - " 51.29\n", + " GRU\n", + " [R, IOB]\n", + " 2018-09-28 175327\n", + " 74.83\n", + " 54.27\n", " 1.0\n", " \n", " \n", @@ -324,35 +363,35 @@ ], "text/plain": [ " batch_size chunks ctxp embeddings_model embeddings_trainable epochs \\\n", - "14 250 False 1 glo50 False 1000 \n", - "18 250 False 1 glo50 False 1000 \n", - "19 250 False 1 glo50 False 1000 \n", - "46 100 False 1 wan300 False 250 \n", - "33 250 False 1 wan100 False 1000 \n", + "23 250 False 1 glo50 False 1000 \n", + "27 250 False 1 glo50 False 1000 \n", + "74 100 False 1 wan50 False 150 \n", + "71 250 False 1 wan50 False 250 \n", + "67 250 False 1 wan50 False 250 \n", "\n", " hidden_layers input_labels kfold \\\n", - "14 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", - "18 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n", - "19 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n", - "46 [32, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", - "33 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", + "23 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", + "27 [32] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... 25 \n", + "74 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", + "71 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", + "67 [16, 16] [ID, FORM, MARKER, GPOS, FORM_CTX_P-1, FORM_CT... False \n", "\n", " lr ru target_labels timestamp train-f1 valid-f1 \\\n", - "14 0.005 BasicLSTM [T] 2018-09-22 130752 98.68 64.98 \n", - "18 0.005 BasicLSTM [T] 2018-09-04 160737 0.00 58.59 \n", - "19 0.005 BasicLSTM [T] 2018-09-05 150321 0.00 53.83 \n", - "46 0.005 BasicLSTM [R, IOB] 2018-09-25 215108 97.94 53.35 \n", - "33 0.005 BasicLSTM [IOB] 2018-08-27 150000 82.25 51.29 \n", + "23 0.005 BasicLSTM [T] 2018-09-22 130752 98.68 64.98 \n", + "27 0.005 BasicLSTM [T] 2018-09-04 160737 0.00 58.59 \n", + "74 0.005 BasicLSTM [R, IOB] 2018-09-26 174440 84.00 56.04 \n", + "71 0.005 LSTM [R, IOB] 2018-09-29 230549 74.64 54.31 \n", + "67 0.005 GRU [R, IOB] 2018-09-28 175327 74.83 54.27 \n", "\n", " version \n", - "14 1.0 \n", - "18 1.0 \n", - "19 1.0 \n", - "46 1.0 \n", - "33 1.0 " + "23 1.0 \n", + "27 1.0 \n", + "74 1.0 \n", + "71 1.0 \n", + "67 1.0 " ] }, - "execution_count": 14, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -365,26 +404,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df.to_csv('leaderboard.csv', sep=';', encoding='utf-8')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/notebooks/leaderboard.csv b/notebooks/leaderboard.csv index 5cae5b7..97879f5 100644 --- a/notebooks/leaderboard.csv +++ b/notebooks/leaderboard.csv @@ -1,68 +1,95 @@ ;batch_size;chunks;ctxp;embeddings_model;embeddings_trainable;epochs;hidden_layers;input_labels;kfold;lr;ru;target_labels;timestamp;train-f1;valid-f1;version -16;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'R'];False;0.005;BasicLSTM;['T'];2018-09-22 130752;98.68;64.98;1.0 -20;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-04 160737;0.0;58.59;1.0 -52;100;False;1;wan50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 174440;84.0;56.04;1.0 -21;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 150321;0.0;53.83;1.0 -41;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 040338;99.97;52.57;1.0 -51;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 000834;99.62;51.85;1.0 -53;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 000857;91.79;51.65;1.0 -39;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;82.25;51.29;1.0 -30;250;False;1;wrd50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 132312;71.1;50.78;1.0 -25;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 130945;92.33;50.77;1.0 -40;100;False;1;wan100;False;150;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 150942;74.82;50.69;1.0 -29;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 103039;83.49;50.5;1.0 -26;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-26 181434;79.92;50.47;1.0 -5;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-26 042939;81.81;50.39;1.0 -31;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-27 223248;81.9;50.05;1.0 -63;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 001804;74.68;49.6;1.0 -44;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 050118;98.68;49.57;1.0 -9;250;True;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'SHALLOW_CHUNKS'];False;0.005;BasicLSTM;['T'];2018-09-10 160326;65.7;49.52;1.0 -54;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'T'];2018-09-26 063434;66.11;49.29;1.0 -3;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 015154;83.38;49.24;1.0 -50;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 032941;74.78;49.13;1.0 -55;250;False;1;wan50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 180955;98.36;49.11;1.0 -38;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;74.37;49.08;1.0 -60;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 091355;99.03;48.89;1.0 -62;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 093730;98.44;48.88;1.0 -61;100;False;1;wan300;False;150;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 135958;84.68;48.78;1.0 -23;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 144836;0.0;48.77;1.0 -59;100;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-27 014126;98.59;48.62;1.0 -33;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 110002;92.27;48.6;1.0 -4;100;False;1;glo50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 163929;66.11;48.55;1.0 -64;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 003619;77.01;48.38;1.0 -27;250;False;1;wrd50;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;90.83;47.96;1.0 -24;250;False;1;glo50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-25 153727;87.66;47.95;1.0 -15;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 173633;98.26;47.79;1.0 -1;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;71.85;47.72;1.0 -35;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;88.09;47.59;1.0 -45;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 152610;75.95;47.57;1.0 -13;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 125004;64.0;47.56;1.0 -36;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;99.76;47.5;1.0 -37;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150001;99.72;47.4;1.0 -14;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 125425;66.38;46.85;1.0 -17;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-22 165940;98.3;46.8;1.0 -57;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 165252;58.0;46.73;1.0 -10;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-19 233826;79.95;46.64;1.0 -12;250;False;1;glo50;True;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 235330;95.65;46.4;1.0 -0;250;False;1;glo50;False;1000;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 011925;62.42;46.07;1.0 -11;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 233047;59.76;45.79;1.0 -48;250;False;3;wan100;False;1000;[16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;98.84;45.23;1.0 -34;250;False;1;wan100;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;99.76;44.22;1.0 -66;250;False;1;wan300;False;500;[16, 16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;BasicLSTM;['IOB'];2018-09-05 121444;86.9;42.59;1.0 -65;250;False;1;wan300;False;1000;[16, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;GRU;['IOB'];2018-09-05 160210;78.52;42.22;1.0 -49;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-26 190036;62.48;40.96;1.0 -56;250;False;1;wan300;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['T'];2018-09-05 153810;43.44;39.35;1.0 -22;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 152556;0.0;33.48;1.0 -28;250;False;1;wrd50;False;500;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0001;BasicLSTM;['R', 'IOB'];2018-09-26 234159;35.62;32.3;1.0 -32;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 235356;31.24;30.5;1.0 -18;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145709;0.0;28.34;1.0 -42;100;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;5e-05;BasicLSTM;['R', 'IOB'];2018-09-27 062241;32.99;26.26;1.0 -19;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145941;0.0;26.02;1.0 -2;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;1e-05;BasicLSTM;['R', 'IOB'];2018-09-27 151059;2.74;3.87;1.0 -47;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150506;0.0;0.0;1.0 -58;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 164806;0.0;0.0;1.0 -8;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140650;0.0;0.0;1.0 -7;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 135931;0.0;0.0;1.0 -6;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140806;0.0;0.0;1.0 -43;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 145913;0.0;0.0;1.0 -46;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150540;0.0;0.0;1.0 +23;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'R'];False;0.005;BasicLSTM;['T'];2018-09-22 130752;98.68;64.98;1.0 +27;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-04 160737;0.0;58.59;1.0 +74;100;False;1;wan50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 174440;84.0;56.04;1.0 +71;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 230549;74.64;54.31;1.0 +67;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 175327;74.83;54.27;1.0 +28;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 150321;0.0;53.83;1.0 +51;250;False;1;wan100;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 150251;83.81;53.37;1.0 +56;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 040338;99.97;52.57;1.0 +54;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 190707;84.43;52.44;1.0 +73;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 000834;99.62;51.85;1.0 +76;250;False;1;wan50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 000857;91.79;51.65;1.0 +48;250;False;1;wan100;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 161640;80.18;51.61;1.0 +52;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;82.25;51.29;1.0 +6;250;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 225214;77.54;51.12;1.0 +70;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 155042;61.57;51.09;1.0 +40;250;False;1;wrd50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 132312;71.1;50.78;1.0 +32;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 130945;92.33;50.77;1.0 +53;100;False;1;wan100;False;150;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 150942;74.82;50.69;1.0 +38;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 103039;99.73;50.5;1.0 +33;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-26 181434;79.92;50.47;1.0 +64;250;False;1;wan50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 124759;61.23;50.42;1.0 +86;250;False;1;wan300;False;250;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 204808;99.57;50.4;1.0 +11;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-26 042939;81.81;50.39;1.0 +85;250;False;1;wan300;False;250;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 203057;99.58;50.27;1.0 +66;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 134920;75.58;50.05;1.0 +42;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-27 223248;81.9;50.05;1.0 +12;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 160119;76.71;50.05;1.0 +9;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 150421;88.38;49.72;1.0 +90;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 001804;74.68;49.6;1.0 +59;250;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 050118;98.68;49.57;1.0 +16;250;True;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'SHALLOW_CHUNKS'];False;0.005;BasicLSTM;['T'];2018-09-10 160326;65.7;49.52;1.0 +77;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'T'];2018-09-26 063434;66.11;49.29;1.0 +8;100;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-26 015154;83.38;49.24;1.0 +55;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 184830;84.24;49.13;1.0 +69;100;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 032941;74.78;49.13;1.0 +78;250;False;1;wan50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-25 180955;98.36;49.11;1.0 +7;250;False;1;glo50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 231339;68.26;49.11;1.0 +50;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;74.37;49.08;1.0 +83;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'IOB'];2018-09-28 091355;99.03;48.89;1.0 +87;250;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 093730;98.44;48.88;1.0 +84;100;False;1;wan300;False;150;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 135958;84.68;48.78;1.0 +30;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 144836;0.0;48.77;1.0 +82;100;False;1;wan300;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-27 014126;98.59;48.62;1.0 +44;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-28 110002;98.42;48.6;1.0 +10;100;False;1;glo50;False;150;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-26 163929;66.11;48.55;1.0 +91;250;False;1;wan300;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-09-05 003619;77.01;48.38;1.0 +41;250;False;1;wrd50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-29 214401;81.28;48.21;1.0 +36;250;False;1;wrd50;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;90.83;47.96;1.0 +31;250;False;1;glo50;False;300;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-25 153727;87.66;47.95;1.0 +22;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 173633;98.26;47.79;1.0 +4;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;71.85;47.72;1.0 +46;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;88.09;47.59;1.0 +60;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 152610;75.95;47.57;1.0 +20;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 125004;64.0;47.56;1.0 +47;250;False;1;wan100;False;1000;[32, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;99.76;47.5;1.0 +49;250;False;1;wan100;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150001;99.72;47.4;1.0 +39;250;False;1;wrd50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['R', 'IOB'];2018-09-28 220001;70.13;47.18;1.0 +2;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-10-01 000041;61.5;46.86;1.0 +21;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 125425;66.38;46.85;1.0 +24;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-22 165940;98.3;46.8;1.0 +35;250;False;1;wrd50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 212327;58.36;46.78;1.0 +80;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 165252;58.0;46.73;1.0 +17;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-19 233826;79.95;46.64;1.0 +89;250;False;1;wan300;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 174349;94.2;46.59;1.0 +19;250;False;1;glo50;True;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-20 235330;95.65;46.4;1.0 +1;250;False;1;glo50;False;1000;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-04 011925;62.42;46.07;1.0 +18;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-21 233047;59.76;45.79;1.0 +63;250;False;3;wan100;False;1000;[16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['IOB'];2018-08-27 150000;98.84;45.23;1.0 +88;250;False;1;wan300;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 192126;90.79;45.15;1.0 +45;250;False;1;wan100;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-08-27 150000;99.76;44.22;1.0 +93;250;False;1;wan300;False;500;[16, 16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;BasicLSTM;['IOB'];2018-09-05 121444;86.9;42.59;1.0 +92;250;False;1;wan300;False;1000;[16, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;GRU;['IOB'];2018-09-05 160210;78.52;42.22;1.0 +34;250;False;1;wrd50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 222556;61.91;41.12;1.0 +3;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-30 233133;49.47;41.08;1.0 +65;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.0005;BasicLSTM;['R', 'IOB'];2018-09-26 190036;62.48;40.96;1.0 +0;250;False;1;glo50;False;250;[8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1', 'FORM_CTX_P-2', 'FORM_CTX_P+2', 'FORM_CTX_P-3', 'FORM_CTX_P+3'];False;0.005;LSTM;['R', 'IOB'];2018-10-01 010419;57.25;39.96;1.0 +79;250;False;1;wan300;False;1000;[32, 32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;GRU;['T'];2018-09-05 153810;43.44;39.35;1.0 +29;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 152556;0.0;33.48;1.0 +37;250;False;1;wrd50;False;500;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.0001;BasicLSTM;['R', 'IOB'];2018-09-26 234159;35.62;32.3;1.0 +43;250;False;1;wrd50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 235356;31.24;30.5;1.0 +25;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145709;0.0;28.34;1.0 +57;100;False;1;wan100;False;1000;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;5e-05;BasicLSTM;['R', 'IOB'];2018-09-27 062241;32.99;26.26;1.0 +26;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];25;0.005;BasicLSTM;['T'];2018-09-05 145941;0.0;26.02;1.0 +5;250;False;1;glo50;False;1000;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;1e-05;BasicLSTM;['R', 'IOB'];2018-09-27 151059;2.74;3.87;1.0 +81;250;False;1;wan300;False;1000;[8, 8, 8];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['T'];2018-09-03 164806;0.0;0.0;1.0 +72;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154849;0.0;0.0;1.0 +58;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 145913;0.0;0.0;1.0 +61;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150540;0.0;0.0;1.0 +15;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140650;0.0;0.0;1.0 +14;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 135931;0.0;0.0;1.0 +13;250;False;1;glo50;False;1000;[32];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R'];2018-09-22 140806;0.0;0.0;1.0 +75;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154339;0.0;0.0;1.0 +62;250;False;1;wan100;False;250;[16, 16, 16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;BasicLSTM;['R', 'T'];2018-09-27 150506;0.0;0.0;1.0 +68;250;False;1;wan50;False;250;[16, 16];['ID', 'FORM', 'MARKER', 'GPOS', 'FORM_CTX_P-1', 'FORM_CTX_P+0', 'FORM_CTX_P+1'];False;0.005;LSTM;['R', 'IOB'];2018-09-28 154942;0.0;0.0;1.0