WISER

Welcome to WISER (Weak and Indirect Supervision for Entity Recognition), a system for training sequence tagging models, particularly neural networks for named entity recognition (NER) and related tasks. WISER uses weak supervision in the form of rules to train these models, as opposed to hand-labeled training data.

The original WISER paper can be accessed here.

Benchmarks

| Method | NCBI-Disease (F1) | BC5CDR (F1) | LaptopReview (F1) | | ------------- |-------------| -----| -----| | AutoNER | 75.52 | 82.13 | 65.44 | | Snorkel | 73.41 | 82.24 | 63.54 | | WISER | 79.03 | 82.94 | 69.04 |

Getting Started

These instructions will WISER up and running on your local machine to develop your own pipelines for weakly supervised for sequence tagging tasks.

Installing

WISER requires Python 3.7. To install the required dependencies, please run

pip install -r requirements.txt

Or alternatively

conda install --file requirements.txt

Then, inside the wiser directory, please run

pip install .

Getting Started

Refer to tutorial/introduction for a comprehensive introduction to using WISER to train end-to-end frameworks with weak supervision. More tutorials coming soon!

Once you're comfortable with the WISER framework, we recommend looking at our FAQ for strategies on how to write rules and debug your pipeline.

Citation

Please cite the following paper if you are using our tool. Thank you!

Esteban Safranchik, Shiying Luo, Stephen H. Bach. "Weakly Supervised Sequence Tagging From Noisy Rules". In 34th AAAI Conference on Artificial Intelligence, 2020.

@inproceedings{safranchik2020weakly, title = {Weakly Supervised Sequence Tagging From Noisy Rules}, author = {Safranchik, Esteban and Luo, Shiying and Bach, Stephen H.}, booktitle = {AAAI}, year = 2020, }

Issues

Bump ipython from 7.11.1 to 8.10.0

opened on 2023-02-10 22:45:54 by dependabot[bot]

Bumps ipython from 7.11.1 to 8.10.0.

Release notes

Sourced from ipython's releases.

See https://pypi.org/project/ipython/

We do not use GitHub release anymore. Please see PyPI https://pypi.org/project/ipython/

Commits

• 15ea1ed release 8.10.0
• 560ad10 DOC: Update what's new for 8.10 (#13939)
• 7557ade DOC: Update what's new for 8.10
• 385d693 Merge pull request from GHSA-29gw-9793-fvw7
• e548ee2 Swallow potential exceptions from showtraceback() (#13934)
• 0694b08 MAINT: mock slowest test. (#13885)
• 8655912 MAINT: mock slowest test.
• a011765 Isolate the attack tests with setUp and tearDown methods
• c7a9470 Add some regression tests for this change
• fd34cf5 Swallow potential exceptions from showtraceback()
• Additional commits viewable in compare view

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Releases

2020-05-11 21:07:14

Resolved naming issues and evaluation errors

2020-03-30 16:14:54

Wiser version used for the reproducibility code of the paper Weakly Supervised Sequence Tagging from Noisy Rules.