grownup's Introduction

GROWN+UP: A "Graph Representation Of a Webpage" Network Utilizing Pre-Training

This is the official repo of GROWN+UP and accompanying benchmarks published in the CIKM'22 proceedings. Latest preprint can be found on arxiv.

Pre-requisites

The hardware / software requirements are:

Ubuntu 18.04 or newer
Docker 19.03 or newer with GPU support
- (Optional but recommended)
NVIDIA GPU with CUDA 11.2.1 support (GPU driver version: >=460.32.03)
- Typically, you don't need to care on Cuda library installation if you use Docker
Git LFS
- This is super important and is required when you clone / pull from this repo, since some large data (ie, pretrained weights) is stored in LFS.

Introduction

The top level folder structure of this repo consists of:

boilerplate-removal Webpage boilerplate removal benchmarks for GROWN+UP as well as other baselines mentioned in the paper.
genre-classification Webpage genre classification benchmarks for GROWN+UP
klassterfork A subset of an ML framework containing GROWN+UP model components and other ML training necessities to reproduce results, built on Tensorflow v2.5
pre-training TODO

For more details, please consult the README.md in the appropriate folders.

Citation

To cite, please use this BibTex:

@inproceedings{10.1145/3511808.3557340,
author = {Yeoh, Benedict and Wang, Huijuan},
title = {GROWN+UP: A ''Graph Representation Of a Webpage" Network Utilizing Pre-Training},
year = {2022},
isbn = {9781450392365},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
url = {https://doi.org/10.1145/3511808.3557340},
doi = {10.1145/3511808.3557340},
booktitle = {Proceedings of the 31st ACM International Conference on Information & Knowledge Management},
pages = {2372–2382},
numpages = {11},
keywords = {web genre classification, webpage, boilerplate removal, feature extractor, self-supervised, graph neural network, backbone, pre-training},
location = {Atlanta, GA, USA},
series = {CIKM '22}
}

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grownup's Issues

I received a message indicating that the quota has been exceeded when using git lfs.

Use `git lfs logs last` to view the log.
batch response: This repository is over its data quota. Account responsible for LFS bandwidth should purchase more data packs to restore access.
Failed to fetch some objects from 'https://github.com/benyeoh/grownup.git/info/lfs'

Git Lfs is not suitable for open-source software that many people download.
As a proposal, please upload models to huggingface or provide them through other storage services.
Thank you.

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