{"id":38848494,"url":"https://github.com/tshu-w/ember","last_synced_at":"2026-01-17T14:09:40.922Z","repository":{"id":118708222,"uuid":"390328393","full_name":"tshu-w/EMBer","owner":"tshu-w","description":"Code and data for the paper \"Bridging the Gap between Reality and Ideality of Entity Matching: A Revisiting and Benchmark Re-Construction\" (IJCAI 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unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["benchmark","entity-matching","entity-resolution","ijcai2022"],"created_at":"2026-01-17T14:09:40.334Z","updated_at":"2026-01-17T14:09:40.912Z","avatar_url":"https://github.com/tshu-w.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\n\u003ch2 id=\"bridging-the-gap-between-reality-and-ideality-of-entity-matching-a-revisiting-and-benchmark-re-construction\"\u003eBridging the Gap between Reality and Ideality of Entity Matching:\u003cbr/\u003eA Revisiting and Benchmark Re-Construction\u003c/h2\u003e\n\n\u003cp\u003e\n\u003ca href=\"https://arxiv.org/abs/2205.05889\"\u003e\u003cimg src=\"http://img.shields.io/badge/arXiv-2205.05889-B31B1B.svg?style=flat-square\" alt=\"Arxiv\" /\u003e\u003c/a\u003e\n\u003ca href=\"https://www.ijcai.org/proceedings/2022/0552.pdf\"\u003e\u003cimg src=\"http://img.shields.io/badge/IJCAI-2022-4b44ce.svg?style=flat-square\" alt=\"Conference\" /\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003c/div\u003e\n\n## Description\nCode and data for the paper:\n\n*Bridging the Gap between Reality and Ideality of Entity Matching: A Revisiting and Benchmark Re-Construction*\n\n## Data\nDetails of the released data can be found in the [REAME](./data/ali/README.md) of the data.\n\n## How to run\nFirst, install dependencies\n```console\n# clone project\ngit clone https://github.com/tshu-w/EMBer\ncd EMBer\n\n# [SUGGESTED] use conda environment\nconda env create -n ember -f environment.yaml\nconda activate ember\n\n# [ALTERNATIVE] install requirements directly\npip install -r requirements.txt\n```\n\nNext, to obtain the main results of the paper:\n```console\nbash scripts/download_images.sh\n\npython scripts/run_ali.py --gpus 0 1 2 3\npython scripts/test_ali.py --gpus 0 1 2 3\npython scripts/run_dm_ali.py --gpus 0 1 2 3\npython scripts/test_dm_ali.py --gpus 0 1 2 3\n\npython scripts/print_results results/test -k test/f1 test/prc test/rec\n```\n\nYou can also run experiments with the `run` script.\n```console\n# fit with the TextMatcher config\n./run fit --config configs/ali_tm.yaml\n# or specific command line arguments\n./run fit --model TextMatcher --data AliDataModule --data.batch_size 32 --trainer.gpus 0,\n\n# evaluate with the checkpoint\n./run test --config configs/ali_tm.yaml --ckpt_path ckpt_path\n\n# get the script help\n./run --help\n./run fit --help\n```\n\n## Citation\n```\n@inproceedings{ijcai2022p0552,\n  title     = {Bridging the Gap between Reality and Ideality of Entity Matching: A Revisiting and Benchmark Re-Construction},\n  author    = {Wang, Tianshu and Lin, Hongyu and Fu, Cheng and Han, Xianpei and Sun, Le and Xiong, Feiyu and Chen, Hui and Lu, Minlong and Zhu, Xiuwen},\n  booktitle = {Proceedings of the Thirty-First International Joint Conference on\n               Artificial Intelligence, {IJCAI-22}},\n  publisher = {International Joint Conferences on Artificial Intelligence Organization},\n  editor    = {Lud De Raedt},\n  pages     = {3978--3984},\n  year      = {2022},\n  month     = {7},\n  note      = {Main Track},\n  doi       = {10.24963/ijcai.2022/552},\n  url       = {https://doi.org/10.24963/ijcai.2022/552},\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftshu-w%2Fember","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftshu-w%2Fember","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftshu-w%2Fember/lists"}