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Directory structure:
gitextract_tr1bhkp3/
├── LICENSE
├── README.md
├── generate_documents.py
├── mldoc-indices/
│ ├── chinese.dev
│ ├── chinese.test
│ ├── chinese.train.1000
│ ├── chinese.train.10000
│ ├── chinese.train.2000
│ ├── chinese.train.5000
│ ├── english.dev
│ ├── english.test
│ ├── english.train.1000
│ ├── english.train.10000
│ ├── english.train.2000
│ ├── english.train.5000
│ ├── french.dev
│ ├── french.test
│ ├── french.train.1000
│ ├── french.train.10000
│ ├── french.train.2000
│ ├── french.train.5000
│ ├── german.dev
│ ├── german.test
│ ├── german.train.1000
│ ├── german.train.10000
│ ├── german.train.2000
│ ├── german.train.5000
│ ├── italian.dev
│ ├── italian.test
│ ├── italian.train.1000
│ ├── italian.train.10000
│ ├── italian.train.2000
│ ├── italian.train.5000
│ ├── japanese.dev
│ ├── japanese.test
│ ├── japanese.train.1000
│ ├── japanese.train.10000
│ ├── japanese.train.2000
│ ├── japanese.train.5000
│ ├── russian.dev
│ ├── russian.test
│ ├── russian.train.1000
│ ├── russian.train.10000
│ ├── russian.train.2000
│ ├── russian.train.5000
│ ├── spanish-latam.dev
│ ├── spanish-latam.test
│ ├── spanish-latam.train.1000
│ ├── spanish-latam.train.10000
│ ├── spanish-latam.train.2000
│ ├── spanish-latam.train.5000
│ ├── spanish.dev
│ ├── spanish.test
│ ├── spanish.train.1000
│ ├── spanish.train.10000
│ ├── spanish.train.2000
│ └── spanish.train.5000
└── sampling_rcv2.py
================================================
FILE CONTENTS
================================================
================================================
FILE: LICENSE
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================================================
FILE: README.md
================================================
# MLDoc: A Corpus for Multilingual Document Classification in Eight Languages
This script generates a subset of the Reuters corpus with balanced class priors for eight languages. By adding Italian, Russian, Japanese and Chinese, we cover languages which are very different with respect to syntax, morphology, etc.
> Cross-lingual document classification aims at training a document classifier on resources in one language and transferring it to a different language without any additional resources. Several approaches have been proposed in the literature and the current best practice is to evaluate them on a subset of the Reuters Corpus Volume 2. However, this subset covers only few languages (English, German, French and Spanish) and almost all published works focus on the the transfer between English and German. In addition, we have observed that the class prior distributions differ significantly between the languages. We argue that this complicates the evaluation of the multilinguality.
> In this paper, we propose a new subset of the Reuters corpus with balanced class priors for eight languages. By adding Italian, Russian, Japanese and Chinese, we cover languages which are very different with respect to syntax, morphology, etc. We provide strong baselines for all language transfer directions using multilingual word and sentence embeddings respectively. Our goal is to offer a freely available framework to evaluate cross-lingual document classification, and we hope to foster by these means, research in this important area.
# Citation
If you use this dataset and/or script in your paper, please cite our LREC [paper](http://www.lrec-conf.org/proceedings/lrec2018/summaries/658.html):
```
@InProceedings{SCHWENK18.658,
author = {Holger Schwenk and Xian Li},
title = {A Corpus for Multilingual Document Classification in Eight Languages},
booktitle = {Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018)},
year = {2018},
month = {may},
date = {7-12},
location = {Miyazaki, Japan},
editor = {Nicoletta Calzolari (Conference chair) and Khalid Choukri and Christopher Cieri and Thierry Declerck and Sara Goggi and Koiti Hasida and Hitoshi Isahara and Bente Maegaard and Joseph Mariani and Hélène Mazo and Asuncion Moreno and Jan Odijk and Stelios Piperidis and Takenobu Tokunaga},
publisher = {European Language Resources Association (ELRA)},
address = {Paris, France},
isbn = {979-10-95546-00-9},
language = {english}
}
```
# Benchmark Dataset (RCV1/RCV2 indices)
Access to the actual news stories of the Reuters Corpus (both RCV1 and RCV2) requires a NIST agreement (see http://trec.nist.gov/data/reuters/reuters.html for details). So we created indices to the sample documents included in the benchmark dataset. They are organized by language, and each language has a .train, .dev and .test file respectively. Each row in those files contains
```
<document_index>
```
where `document_index` is a concatenation of sub-corpus name and document name, e.g. index FDCH5-39373 corresponds to text extracted between the `<p>` and `</p>` in `<rcv_dir>`/FDCH5/39373.xml.
To use these indices to run the exact same benchmarking, the following script can be used to generate the actual documents and their labels:
```
python generate_documents.py \
--indices-file <path_to_an_indices_file> \
--output-filename <path_to_output_file> \
--rcv-dir <directory_of_rcv_data>
```
See our paper for benchmark results on this dataset.
# Evaluate variance through bootstrapping
The sampling script generates samples with uniform class priors:
```
python sampling_rcv2.py --input-dir <input_dir> --output-dir <output_dir>
```
Run it with different seeds to generate different train/dev/test samples to evaluate classification results variance.
## Requirements and Installation
- A computer running macOS or Linux
- Python version >= 0.3.0.
================================================
FILE: generate_documents.py
================================================
# Copyright (c) 2017-present, Facebook, Inc.
# All rights reserved.
#
# This source code is licensed under the license found in the
# LICENSE file in the root directory of this source tree.
#
#!/usr/bin/env python3
import argparse
import logging
import os
import xml.etree.ElementTree as ET
def main():
parser = argparse.ArgumentParser()
parser.add_argument(
'--rcv-dir',
dest='rcv_dir',
help='Directory of rcv1/rcv2 corpus with sub-directory structure '
'indicated by indices, e.g. index FDCH5-39373 corresponds to '
'document <rcv_dir>/FDCH5/39373.xml.',
)
parser.add_argument(
'--output-filename',
dest='output_filename',
help='Path to store documents being indexed',
)
parser.add_argument(
'--indices-file',
dest='indices_file',
help='Path to indices file.',
)
args = parser.parse_args()
delim_str = '\t'
sentence_delim = ' '
code_class = 'bip:topics:1.0'
labels = ['C', 'E', 'G', 'M']
target_topics = ['{}CAT'.format(label) for label in labels]
with open(args.indices_file, 'r') as indices_f, \
open(args.output_filename, 'w') as output_f:
for line in indices_f:
sub_corpus, file_name = line.strip().split('-')
sub_corpus_path = os.sep.join([args.rcv_dir, sub_corpus])
doc_path = os.sep.join(
[sub_corpus_path, '{}.xml'.format(file_name)]
)
data_str = open(doc_path).read()
try:
xml_parsed = ET.fromstring(data_str)
topics = [
topic.attrib['code'] for topic in xml_parsed.findall(
".//codes[@class='{}']/code".format(code_class)
) if topic.attrib['code'] in target_topics
]
assert len(topics) == 1, 'More than one class label found.'
doc = sentence_delim.join(
[p.text for p in xml_parsed.findall(".//p")]
)
output_f.write(
'{}{}{}\n'.format(topics[0], delim_str, doc.encode('utf-8'))
)
except Exception as e:
logging.error('Failed to parse xml file: {}.'.format(doc_path))
if __name__ == '__main__':
main()
================================================
FILE: mldoc-indices/chinese.dev
================================================
FDCH7-43394
FDCH2-33335
FDCH15-30934
FDCH2-32920
FDCH5-39723
FDCH3-35304
FDCH11-23583
FDCH3-36372
FDCH15-31740
FDCH9-46594
FDCH1-20913
FDCH8-45476
FDCH4-37119
FDCH12-25637
FDCH13-27437
FDCH11-24359
FDCH8-45232
FDCH5-39141
FDCH4-38239
FDCH9-47004
FDCH6-41375
FDCH7-42639
FDCH1-20233
FDCH6-41376
FDCH9-47472
FDCH13-27978
FDCH10-22053
FDCH7-42488
FDCH4-37866
FDCH13-27271
FDCH10-21715
FDCH3-35721
FDCH1-20980
FDCH8-44503
FDCH13-28311
FDCH11-23488
FDCH8-44867
FDCH2-34447
FDCH15-31153
FDCH11-23961
FDCH5-38818
FDCH5-39857
FDCH2-33090
FDCH5-40156
FDCH10-21928
FDCH7-43775
FDCH2-32759
FDCH2-33010
FDCH10-21418
FDCH13-28487
FDCH2-33957
FDCH2-33651
FDCH4-37926
FDCH8-46106
FDCH2-34196
FDCH12-26628
FDCH7-42971
FDCH15-32487
FDCH15-32489
FDCH1-20133
FDCH14-29565
FDCH9-47178
FDCH5-40034
FDCH4-38111
FDCH14-29922
FDCH15-32210
FDCH5-38481
FDCH14-29522
FDCH3-36313
FDCH11-24959
FDCH7-43193
FDCH13-28290
FDCH1-20825
FDCH8-45824
FDCH14-29364
FDCH7-44030
FDCH4-38374
FDCH4-36678
FDCH6-40950
FDCH8-46000
FDCH8-44682
FDCH6-42291
FDCH4-36579
FDCH6-40838
FDCH3-36073
FDCH9-48061
FDCH4-36718
FDCH6-42035
FDCH5-39295
FDCH15-32685
FDCH7-44101
FDCH7-43150
FDCH10-22315
FDCH4-38329
FDCH7-43062
FDCH1-19334
FDCH13-28534
FDCH2-34573
FDCH7-42669
FDCH5-38557
FDCH7-42593
FDCH6-41689
FDCH8-44949
FDCH12-25319
FDCH9-48196
FDCH4-37729
FDCH3-35114
FDCH11-24823
FDCH13-28698
FDCH14-29340
FDCH5-39926
FDCH7-42622
FDCH4-37589
FDCH9-46430
FDCH2-34092
FDCH5-39832
FDCH9-47885
FDCH13-27160
FDCH6-40758
FDCH14-29344
FDCH14-29811
FDCH8-45715
FDCH1-20897
FDCH1-20345
FDCH2-34463
FDCH11-23894
FDCH9-48210
FDCH5-38916
FDCH3-35946
FDCH5-38983
FDCH11-24589
FDCH2-32786
FDCH6-41513
FDCH12-26849
FDCH15-31880
FDCH12-25802
FDCH4-37576
FDCH7-44114
FDCH5-38548
FDCH11-23446
FDCH3-36237
FDCH3-35318
FDCH4-36986
FDCH8-44708
FDCH10-22709
FDCH10-21512
FDCH7-42963
FDCH2-32892
FDCH6-41599
FDCH10-22092
FDCH1-19851
FDCH13-28931
FDCH11-23701
FDCH15-31564
FDCH13-28593
FDCH13-27805
FDCH12-25286
FDCH13-28479
FDCH10-21596
FDCH6-40866
FDCH14-29342
FDCH1-19935
FDCH2-33418
FDCH15-31289
FDCH10-21525
FDCH6-41687
FDCH13-27667
FDCH11-24291
FDCH14-30528
FDCH8-45826
FDCH15-31137
FDCH12-26326
FDCH6-42232
FDCH9-46740
FDCH15-32365
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================================================
FILE: mldoc-indices/chinese.test
================================================
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FILE: mldoc-indices/chinese.train.1000
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FILE: mldoc-indices/chinese.train.10000
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gitextract_tr1bhkp3/ ├── LICENSE ├── README.md ├── generate_documents.py ├── mldoc-indices/ │ ├── chinese.dev │ ├── chinese.test │ ├── chinese.train.1000 │ ├── chinese.train.10000 │ ├── chinese.train.2000 │ ├── chinese.train.5000 │ ├── english.dev │ ├── english.test │ ├── english.train.1000 │ ├── english.train.10000 │ ├── english.train.2000 │ ├── english.train.5000 │ ├── french.dev │ ├── french.test │ ├── french.train.1000 │ ├── french.train.10000 │ ├── french.train.2000 │ ├── french.train.5000 │ ├── german.dev │ ├── german.test │ ├── german.train.1000 │ ├── german.train.10000 │ ├── german.train.2000 │ ├── german.train.5000 │ ├── italian.dev │ ├── italian.test │ ├── italian.train.1000 │ ├── italian.train.10000 │ ├── italian.train.2000 │ ├── italian.train.5000 │ ├── japanese.dev │ ├── japanese.test │ ├── japanese.train.1000 │ ├── japanese.train.10000 │ ├── japanese.train.2000 │ ├── japanese.train.5000 │ ├── russian.dev │ ├── russian.test │ ├── russian.train.1000 │ ├── russian.train.10000 │ ├── russian.train.2000 │ ├── russian.train.5000 │ ├── spanish-latam.dev │ ├── spanish-latam.test │ ├── spanish-latam.train.1000 │ ├── spanish-latam.train.10000 │ ├── spanish-latam.train.2000 │ ├── spanish-latam.train.5000 │ ├── spanish.dev │ ├── spanish.test │ ├── spanish.train.1000 │ ├── spanish.train.10000 │ ├── spanish.train.2000 │ └── spanish.train.5000 └── sampling_rcv2.py
SYMBOL INDEX (4 symbols across 2 files) FILE: generate_documents.py function main (line 15) | def main(): FILE: sampling_rcv2.py function check_data_sufficiency (line 19) | def check_data_sufficiency( function generate_samples (line 33) | def generate_samples( function main (line 216) | def main():
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"preview": "# Copyright (c) 2017-present, Facebook, Inc.\n# All rights reserved.\n#\n# This source code is licensed under the license f"
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]
About this extraction
This page contains the full source code of the facebookresearch/MLDoc GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 58 files (2.9 MB), approximately 764.8k tokens, and a symbol index with 4 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.