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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"id": "5cbc726d-b9ed-4a87-8424-780a4db25a36",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"\n",
"from pathlib import Path\n",
"from tabulate import tabulate"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "dbffdf82-5cb2-485d-9334-6e6fb8cc9c91",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'dbmdz/convbert-base-turkish-cased': 'results-dbmdz-convbert-base-turkish-cased.jsonl', 'dbmdz/electra-base-turkish-mc4-cased-generator': 'results-dbmdz-electra-base-turkish-mc4-cased-generator.jsonl', 'dbmdz/distilbert-base-turkish-cased': 'results-dbmdz-distilbert-base-turkish-cased.jsonl', 'dbmdz/convbert-base-turkish-mc4-uncased': 'results-dbmdz-convbert-base-turkish-mc4-uncased.jsonl', 'dbmdz/bert-base-turkish-cased': 'results-dbmdz-bert-base-turkish-cased.jsonl', 'dbmdz/bert-base-turkish-128k-cased': 'results-dbmdz-bert-base-turkish-128k-cased.jsonl', 'dbmdz/electra-base-turkish-cased-generator': 'results-dbmdz-electra-base-turkish-cased-generator.jsonl', 'dbmdz/electra-base-turkish-mc4-uncased-generator': 'results-dbmdz-electra-base-turkish-mc4-uncased-generator.jsonl', 'dbmdz/convbert-base-turkish-mc4-cased': 'results-dbmdz-convbert-base-turkish-mc4-cased.jsonl', 'dbmdz/bert-base-turkish-128k-uncased': 'results-dbmdz-bert-base-turkish-128k-uncased.jsonl', 'dbmdz/electra-small-turkish-cased-generator': 'results-dbmdz-electra-small-turkish-cased-generator.jsonl', 'dbmdz/bert-base-turkish-uncased': 'results-dbmdz-bert-base-turkish-uncased.jsonl'}\n"
]
}
],
"source": [
"model_names = [\n",
" \"dbmdz/electra-small-turkish-cased-generator\",\n",
" \"dbmdz/electra-base-turkish-cased-generator\",\n",
" \"dbmdz/electra-base-turkish-mc4-cased-generator\",\n",
" \"dbmdz/electra-base-turkish-mc4-uncased-generator\",\n",
" \"dbmdz/bert-base-turkish-cased\",\n",
" \"dbmdz/bert-base-turkish-uncased\",\n",
" \"dbmdz/bert-base-turkish-128k-cased\",\n",
" \"dbmdz/bert-base-turkish-128k-uncased\",\n",
" \"dbmdz/distilbert-base-turkish-cased\",\n",
" \"dbmdz/convbert-base-turkish-cased\",\n",
" \"dbmdz/convbert-base-turkish-mc4-cased\",\n",
" \"dbmdz/convbert-base-turkish-mc4-uncased\",\n",
"]\n",
"\n",
"evaluation_files = [str(file) for file in Path(\"./\").iterdir() if file.name.endswith(\".jsonl\")]\n",
"\n",
"# \"dbmdz/electra-base-turkish-cased-generator\" -> \"results-dbmdz-electra-base-turkish-cased-generator.jsonl\"\n",
"model_name_evaluation_filename_mapping = {}\n",
"\n",
"for evaluation_file in evaluation_files:\n",
" reconstructed_model_name = evaluation_file.replace(\"results-\", \"\").replace(\".jsonl\", \"\")\n",
" reconstructed_model_name = reconstructed_model_name.replace(\"dbmdz-\", \"dbmdz/\")\n",
"\n",
" model_name_evaluation_filename_mapping[reconstructed_model_name] = evaluation_file\n",
"print(model_name_evaluation_filename_mapping)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7170ec01-f0f1-49bb-9beb-7927c3b5b3f7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'data/base/augmented_anaphor_agreement.csv': 'Anaphor Agreement', 'data/base/augmented_argument_structure_transitive.csv': 'Argument Str. Tran.', 'data/base/augmented_argument_structure_ditransitive.csv': 'Argument Str. Ditr.', 'data/base/augmented_binding.csv': 'Binding', 'data/base/augmented_determiners.csv': 'Determiners', 'data/base/augmented_ellipsis.csv': 'Ellipsis', 'data/base/augmented_irregular_forms.csv': 'Irregular Forms', 'data/base/augmented_island_effects.csv': 'Island Effects', 'data/base/augmented_nominalization.csv': 'Nominalization', 'data/base/augmented_npi_licensing.csv': 'NPI Licensing', 'data/base/augmented_passives.csv': 'Passives', 'data/base/augmented_quantifiers.csv': 'Quantifiers', 'data/base/augmented_relative_clauses.csv': 'Relative Clauses', 'data/base/augmented_scrambling.csv': 'Scrambling', 'data/base/augmented_subject_verb_agreement.csv': 'Subject Agreement', 'data/base/augmented_suspended_affixation.csv': 'Suspended Affixation'}\n"
]
}
],
"source": [
"phenomenons = [\n",
"\"Anaphor Agreement\",\n",
"\"Argument Str. Tran.\",\n",
"\"Argument Str. Ditr.\",\n",
"\"Binding\",\n",
"\"Determiners\",\n",
"\"Ellipsis\",\n",
"\"Irregular Forms\",\n",
"\"Island Effects\",\n",
"\"Nominalization\",\n",
"\"NPI Licensing\",\n",
"\"Passives\",\n",
"\"Quantifiers\",\n",
"\"Relative Clauses\",\n",
"\"Scrambling\",\n",
"\"Subject Agreement\",\n",
"\"Suspended Affixation\",\n",
"]\n",
"\n",
"# data/base/augmented_anaphor_agreement.csv -> Anaphor Agreement\n",
"data_task_names = [\n",
" \"data/base/augmented_anaphor_agreement.csv\",\n",
" \"data/base/augmented_argument_structure_transitive.csv\",\n",
" \"data/base/augmented_argument_structure_ditransitive.csv\",\n",
" \"data/base/augmented_binding.csv\",\n",
" \"data/base/augmented_determiners.csv\",\n",
" \"data/base/augmented_ellipsis.csv\",\n",
" \"data/base/augmented_irregular_forms.csv\",\n",
" \"data/base/augmented_island_effects.csv\",\n",
" \"data/base/augmented_nominalization.csv\",\n",
" \"data/base/augmented_npi_licensing.csv\",\n",
" \"data/base/augmented_passives.csv\",\n",
" \"data/base/augmented_quantifiers.csv\",\n",
" \"data/base/augmented_relative_clauses.csv\",\n",
" \"data/base/augmented_scrambling.csv\",\n",
" \"data/base/augmented_subject_verb_agreement.csv\",\n",
" \"data/base/augmented_suspended_affixation.csv\",\n",
"]\n",
"\n",
"task_phenomenon_mapping = {}\n",
"\n",
"for data_task_name, phenomenon in zip(data_task_names, phenomenons):\n",
" task_phenomenon_mapping[data_task_name] = phenomenon\n",
"print(task_phenomenon_mapping)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "5c444bbe-93e7-4e85-8560-56bff13e1bb0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Phenomenon', 'dbmdz/electra-small-turkish-cased-generator', 'dbmdz/electra-base-turkish-cased-generator', 'dbmdz/electra-base-turkish-mc4-cased-generator', 'dbmdz/electra-base-turkish-mc4-uncased-generator', 'dbmdz/bert-base-turkish-cased', 'dbmdz/bert-base-turkish-uncased', 'dbmdz/bert-base-turkish-128k-cased', 'dbmdz/bert-base-turkish-128k-uncased', 'dbmdz/distilbert-base-turkish-cased', 'dbmdz/convbert-base-turkish-cased', 'dbmdz/convbert-base-turkish-mc4-cased', 'dbmdz/convbert-base-turkish-mc4-uncased']\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n",
"[['Anaphor Agreement', 97.7], ['Argument Str. Tran.', 99.1], ['Argument Str. Ditr.', 96.1], ['Binding', 99.0], ['Determiners', 99.3], ['Ellipsis', 87.5], ['Irregular Forms', 99.6], ['Island Effects', 51.2], ['Nominalization', 97.4], ['NPI Licensing', 95.0], ['Passives', 81.3], ['Quantifiers', 98.4], ['Relative Clauses', 98.5], ['Scrambling', 100.0], ['Subject Agreement', 98.8], ['Suspended Affixation', 100.0]]\n"
]
}
],
"source": [
"headers = [\"Phenomenon\"] + model_names\n",
"\n",
"print(headers)\n",
"\n",
"table = []\n",
"\n",
"for model_name in model_names:\n",
" phenomenon_accuracy_mapping = {}\n",
" \n",
" with open(model_name_evaluation_filename_mapping[model_name], \"rt\") as f_p:\n",
" \n",
" for line in f_p:\n",
" data = json.loads(line)\n",
"\n",
" current_task_name = data[\"file_name\"]\n",
" current_task_accuracy = round(data[\"accuracy\"], 2)\n",
" \n",
" phenomenon_accuracy_mapping[current_task_name] = current_task_accuracy\n",
"\n",
" for data_task_name in data_task_names:\n",
" phenomenon = task_phenomenon_mapping[data_task_name]\n",
" accuracy = phenomenon_accuracy_mapping[data_task_name]\n",
" table.append([phenomenon, accuracy])\n",
" print(current_row)\n",
"\n",
"#print(tabulate(table, headers=headers))"
]
}
],
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