Mourad Heddaya

@mheddaya.bsky.social

nlp phd student at uchicago cs

Peer review is facing a death spiral, and AI production tools are speeding it up. AI-assisted reviewing is necessary and should be open. We built OpenAIReview: open AI reviewing for everyone, for the cost of a coffee. openaireview.github.io/blog.html 🧵

AI-assisted Reviewing is Necessary and Should be Open

Peer review is facing a death spiral. AI production tools are speeding it up. AI-assisted reviewing is necessary and should be open.

openaireview.github.io

Democracy depends on an informed electorate. But political issues and ballot measures can be confusing, obscuring the effects of one outcome versus another. And politics is personal. Once we make an initial decision, it can be hard to see things from "the other side."

It predicts pretty well—not just shifts in the last week, but also: 1. Who’s working an overnight shift (in our data + external validation in MIMIC) 2. Who’s working on a disruptive circadian schedule 3. How many patients has the doc seen *on the current shift*

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🧑‍⚖️How well can LLMs summarize complex legal documents? And can we use LLMs to evaluate? Excited to be in Albuquerque presenting our paper this afternoon at @naaclmeeting 2025!

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How do everyday narratives reveal hidden cause-and-effect patterns that shape our beliefs and behaviors? In our paper, we propose Causal Micro-Narratives to uncover narratives from real-world data. As a case study, we characterize the narratives about inflation in news.

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