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@yuji96
Last active January 17, 2024 18:13
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package wordnet to /Users/yuji/nltk_data...\n",
"[nltk_data] Package wordnet is already up-to-date!\n"
]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from collections import Counter\n",
"import nltk\n",
"from nltk.stem import WordNetLemmatizer\n",
"from openreview.api import OpenReviewClient, Note\n",
"import pandas as pd\n",
"from tqdm import tqdm\n",
"\n",
"nltk.download(\"wordnet\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# client = OpenReviewClient(baseurl=\"https://api2.openreview.net\")\n",
"# submissions = client.get_all_notes(content={\"venueid\": \"ICLR.cc/2024/Conference\"})\n",
"# pd.to_pickle(submissions, \"submissions.pkl\")\n",
"\n",
"submissions: list[Note] = pd.read_pickle(\"submissions.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'id': 'zzqn5G9fjn',\n",
" 'forum': 'zzqn5G9fjn',\n",
" 'content': {'title': {'value': 'Breaking Physical and Linguistic Borders: Multilingual Federated Prompt Tuning for Low-Resource Languages'},\n",
" 'keywords': {'value': ['Multilingual Federated Learning',\n",
" 'Natural Language Processing']},\n",
" 'abstract': {'value': 'Pretrained large language models (LLMs) have emerged as a cornerstone in modern natural language processing, with their utility expanding to various applications and languages. However, the fine-tuning of multilingual LLMs, particularly for low-resource languages, is fraught with challenges steming from data-sharing restrictions (the physical border) and from the inherent linguistic differences (the linguistic border). These barriers hinder users of various languages, especially those in low-resource regions, from fully benefiting from the advantages of LLMs.\\n\\nTo overcome these challenges, we propose the Federated Prompt Tuning Paradigm for Multilingual Scenarios, which leverages parameter-efficient fine-tuning in a manner that preserves user privacy. We have designed a comprehensive set of experiments and introduced the concept of \"language distance\" to highlight the several strengths of this paradigm. Even under computational constraints, our method not only bolsters data efficiency but also facilitates mutual enhancements across languages, particularly benefiting low-resource ones. Compared to traditional local crosslingual transfer tuning methods, our approach achieves a 6.9\\\\% higher accuracy, reduces the training parameters by over 99\\\\%, and demonstrates stronger cross-lingual generalization. Such findings underscore the potential of our approach to promote social equality, ensure user privacy, and champion linguistic diversity.'},\n",
" 'primary_area': {'value': 'societal considerations including fairness, safety, privacy'},\n",
" 'code_of_ethics': {'value': 'I acknowledge that I and all co-authors of this work have read and commit to adhering to the ICLR Code of Ethics.'},\n",
" 'submission_guidelines': {'value': 'I certify that this submission complies with the submission instructions as described on https://iclr.cc/Conferences/2024/AuthorGuide.'},\n",
" 'anonymous_url': {'value': \"I certify that there is no URL (e.g., github page) that could be used to find authors' identity.\"},\n",
" 'no_acknowledgement_section': {'value': 'I certify that there is no acknowledgement section in this submission for double blind review.'},\n",
" 'venue': {'value': 'ICLR 2024 poster'},\n",
" 'venueid': {'value': 'ICLR.cc/2024/Conference'},\n",
" 'pdf': {'value': '/pdf/56d198727a42d5fca06e0c2524ce012a92763a90.pdf'},\n",
" 'supplementary_material': {'value': '/attachment/83e556b68e48aedca11e109b986bc66117325085.pdf'},\n",
" 'TLDR': {'value': 'We demonstrate through comprehensive evaluation that the Multilingual Federated Prompt Tuning can serve as an effective and efficient approach to overcome data sharing constraints and inherent language differences.'},\n",
" '_bibtex': {'value': '@inproceedings{\\nanonymous2024breaking,\\ntitle={Breaking Physical and Linguistic Borders: Multilingual Federated Prompt Tuning for Low-Resource Languages},\\nauthor={Anonymous},\\nbooktitle={The Twelfth International Conference on Learning Representations},\\nyear={2024},\\nurl={https://openreview.net/forum?id=zzqn5G9fjn}\\n}'}},\n",
" 'invitations': ['ICLR.cc/2024/Conference/-/Submission',\n",
" 'ICLR.cc/2024/Conference/-/Post_Submission',\n",
" 'ICLR.cc/2024/Conference/Submission1909/-/Revision',\n",
" 'ICLR.cc/2024/Conference/Submission1909/-/Rebuttal_Revision',\n",
" 'ICLR.cc/2024/Conference/-/Edit'],\n",
" 'cdate': 1695134452464,\n",
" 'pdate': 1705410833500,\n",
" 'odate': 1697213872796,\n",
" 'mdate': 1705410833515,\n",
" 'signatures': ['ICLR.cc/2024/Conference/Submission1909/Authors'],\n",
" 'writers': ['ICLR.cc/2024/Conference',\n",
" 'ICLR.cc/2024/Conference/Submission1909/Authors'],\n",
" 'readers': ['everyone']}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submissions[0].to_json()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"fields = []\n",
"for item in submissions:\n",
" content = item.content\n",
" keywords = content.get(\"keywords\", {}).get(\"value\", [])\n",
" fields.append(\n",
" {\n",
" \"id\": item.id,\n",
" \"title\": content[\"title\"][\"value\"],\n",
" \"keywords\": keywords,\n",
" \"primary_area\": content[\"primary_area\"][\"value\"],\n",
" \"format\": content[\"venue\"][\"value\"],\n",
" \"TLDR\": content.get(\"TLDR\", {}).get(\"value\", \"\"),\n",
" }\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# pd.DataFrame(fields).to_csv(\"ICLR2024.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('large language model', 237),\n",
" ('diffusion model', 153),\n",
" ('reinforcement learning', 125),\n",
" ('representation learning', 80),\n",
" ('transformer', 77)]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lemmatizer = WordNetLemmatizer()\n",
"\n",
"keywords_flat = []\n",
"for item in fields:\n",
" for keyword in item[\"keywords\"]:\n",
" if \";\" in keyword:\n",
" keywords_flat.extend([k.strip() for k in keyword.split(\";\")])\n",
" else:\n",
" keywords_flat.append(keyword)\n",
"\n",
"normed = []\n",
"for keyword in keywords_flat:\n",
" if keyword == \"\":\n",
" continue\n",
"\n",
" splitted = keyword.lower().split()\n",
" splitted[-1] = lemmatizer.lemmatize(splitted[-1])\n",
" normed.append(\" \".join(splitted))\n",
"\n",
"counter = Counter(normed)\n",
"counter.most_common()[:5]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4407\n",
"4403\n"
]
}
],
"source": [
"from copy import deepcopy\n",
"\n",
"\n",
"plot_counter = deepcopy(counter)\n",
"print(len(counter))\n",
"[\n",
" plot_counter.pop(k)\n",
" for k in [\"deep learning\", \"neural network\", \"machine learning\"]\n",
"\n",
"]\n",
"plot_counter[\"large language model\"] += plot_counter.pop(\"llm\")\n",
"print(len(plot_counter))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<BarContainer object of 20 artists>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plt\n",
"\n",
"plt.xkcd()\n",
"\n",
"name, count = zip(*plot_counter.most_common()[:20][::-1])\n",
"plt.grid(False)\n",
"plt.barh(name, count)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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