Building AI Editors (NICAR 2023)

Jonathan Soma, Columbia University, js4571@columbia.edu

The presentation as a PDF

Code snippets with spaCy and OpenAI

Every single link

Title	URL
Grammarly	https://www.grammarly.com/
BBC News style guide	https://www.bbc.co.uk/newsstyleguide/
An update on AP style on Kyiv	https://blog.ap.org/announcements/an-update-on-ap-style-on-kyiv
Why There’s No Such Thing as a ‘Car Accident’	https://usa.streetsblog.org/2022/02/15/the-brake-why-theres-no-such-thing-as-a-car-accident/
Stop using ‘officer-involved shooting’	https://www.cjr.org/analysis/officer-involved-shooting.php
'Tragic': Teen apparently killed by stray police bullet in LA Burlington dressing room identified	https://abcnews.go.com/US/14-year-girl-dressing-room-killed-stray-bullet/story?id=81919639
Source of the famous “Now you have two problems” quote	http://regex.info/blog/2006-09-15/247
Women in Media Gender Scorecard	https://womeninmedia.com.au/wp-content/uploads/2023/02/Women-in-Media-Gender-Scorecard_01.02.23_final.pdf
A "Shortage" of Punishment Bureaucrats	https://equalityalec.substack.com/p/a-shortage-of-punishment-bureaucrats
spaCy (NLP tool)	https://spacy.io/
spaCy's named entity recognition (NER)	https://spacy.io/usage/linguistic-features#named-entities
Source Matters	https://sourcematters.com/
Gender detection tools (don't use them!!)	https://www.npmjs.com/package/gender-detection-from-name, https://pypi.org/project/gender-detector/
OpenAI text completion API	https://platform.openai.com/docs/guides/completion
OpenAI API example gallery	https://github.com/openai/openai-cookbook/
Vision Zero Reporting	https://visionzeroreporting.com/
Editorial Patterns in Bicyclist and Pedestrian Crash Reporting	https://www.researchgate.net/publication/330975590_Editorial_Patterns_in_Bicyclist_and_Pedestrian_Crash_Reporting
Guardian/JournalismAI quote extraction writeup	https://explosion.ai/blog/guardian
Guardian/JournalismAI quote extraction GitHub repo	https://github.com/JournalismAI-2021-Quotes/quote-extraction
Prodigy demo with entity recognition	https://demo.prodi.gy/?=null&view_id=ner_manual
Fine-tuning a pretrained model on Hugging Face	https://huggingface.co/docs/transformers/training
Full Fact AI	https://fullfact.org/
Lessons learned from Squash	https://www.poynter.org/fact-checking/2021/the-lessons-of-squash-the-first-automated-fact-checking-platform/
ClaimHunter: An Unattended Tool for Automated Claim Detection on Twitter	https://www.semanticscholar.org/paper/ClaimHunter%3A-An-Unattended-Tool-for-Automated-Claim-Beltr%C3%A1n-M%C3%ADguez/764335faadf30051dea7f6b3747498035f91d0f8
News outlets criticized for using Chinatown photos in coronavirus articles	https://www.nbcnews.com/news/asian-america/news-outlets-criticized-using-chinatown-photos-coronavirus-articles-n1150626
NY Post tweet	https://twitter.com/nypost/status/1234288662856245248
Visual Question Answering models on Hugging Face	https://huggingface.co/datasets?task_categories=task_categories:visual-question-answering&sort=downloads
Usage and comparison of visual question answering models	https://huggingface.co/spaces/nielsr/comparing-VQA-models
Image segmentation example using Prodigy	https://demo.prodi.gy/?=null&view_id=imageseg