Tried refine.ink by @bengolub.bsky.social to get feedback about a paper and it's quite remarkable. Worth giving it a try. And if you use this link — www.refine.ink?ref=cGVkcm9t... — we can both get a free review.

I have just used refine.ink by @bengolub.bsky.social to proof-check 3 papers, and it is amazing! It checks for internal consistency, checks proofs and finds typos that I would not have seen! Sign up using my link so we both can get extra reviews when: www.refine.ink?ref=YS5wZWlj...

This is a common question - Refine seems about equally useful for theory and empirical work. It thinks about, e.g., whether - the numbers in a paper make sense taken together - the econometric equations match up with the verbal claims - whether signs of effects make sense.

I just used refine.ink to proofread a paper that's nearly ready for circulation. It had 23 comments. The first caught us using "reduces" instead of "increases" when describing our main treatment effect in the abstract. I highly endorse this tool for preventing such embarassing errors!

If you sign up for Refine to proofread your papers, please use my referral link to create an account: www.refine.ink?ref=ay5ib2dh... That way we both can receive one free technical review!

A meme I created for a presentation I gave today Best wishes to @bengolub.bsky.social and all other Eigenvalue appreciators

🚨 We are hiring! ‼️‼️ tenured track assistant or associate prof in economics at university of Melbourne @unimelb.bsky.social welcome applications from all fields (but especially from econometrics) econjobmarket.org/positions?sh...

This seems very interesting. I would be keen to hear about experiences with Refine.

Check out refine.ink for AI technical referee reports on your papers if you haven't tried it yet DM me or reply if you want preview credits to see how it performs on papers of various kinds

#econtwitter #econsky: recently used Refine.ink#econtwitter#econsky:developed by @ben_golub) as a AI assessment tool for papers + it is amazing, so wanted to share some examples of what it can do if you are curious. (It's much, much better than other free tools I've used)

Added Finance job decomposition, and Federal Reserve Bank/Board jobs (zero so far this year...)

Posted a short blog post with updated data (and public repo with data) of current state of Econ job market: paulgp.com/2025/10/08/j...

presented without comment

I tried this on a manuscript—I’m impressed! It flagged: - A missing variable in a first-order condition - An outdated manual calc (“drop from X to Y is not Z%”) - Inconsistent notation - Miscellaneous typos (“and and”, “+ +”) - Missing subscripts - Several unclear passages

I have just used it for the first time and let me tell you, it is well worth the money. Highly recommended for a last check before submission. Great stuff 👏

This @beijingpalmer.bsky.social post reminded me I have been meaning to update @pewresearch.org's estimate of total newspaper newsroom jobs - which was 30,820 as of 2020 Using BLS OEWS data (w/ same methodology as Pew) the 2024 number is 29,260 - down another 5% www.pewresearch.org/chart/sotnm-...

Survivorship bias maybe. There were other chesses.

Peter Temin, economic historian at MIT, has passed away. He worked both on problems of understanding the past (e.g. "Did Monetary Forces Cause the Great Depression?") and how how the past shapes the present (e.g. "The Vanishing Middle Class.") Terrific scholar and mentor, generous critic.

I wrote about automation and the meaning of life, as a guest post on Scott Aaronson's Shtetl-Optimized. (1/5) scottaaronson.blog?p=9030

A 16 y o running a 1:42.27 800m is maybe the most impressive and amazing and shocking athletic feat I have ever seen. Hard to explain how truly extraordinary it is.

Reminds me of this paper aclanthology.org/2025.finding...

I wonder how LLM literature reviews will change "rich-get-richer" effects in academic citations.

Okay, now that I've used it for some work on forecasting, I have to say this is a fantastic tool! We will be changing some things in our paper as a result. Highly recommended!

Belatedly doing my best to amplify this. Refine works, and I can totally see it becoming part of my pre-submission routine.

Refine is at a completely different level from the other LLM-based review tools I have tried. It not only identified a large number of small errors in my paper, it also correctly identified what I think is the biggest conceptual weakness. Definitely worth trying.

fwiw I used refine & while it misread my paper & made mistakes in 2 places, they were pretty "good" mistakes & I'm going to change the text to be clearer because I think a human could make the same mistake. The other comments were also helpful. It's the best "LLM peer review" experience I've found.

Pretty impressive! It caught things that o3 and Gemini didn't. Wish I had had this before my submission...

👩‍🏫The war in Ukraine has devastated the education system, so the AI for Good Foundation and Econ4UA created education centers in four frontline cities. Located in air raid shelters with reliable Internet, they offer free classes and a safe space for children to learn. Support our centers:

I just tried out Refine on a paper of mine and found the comments very helpful.

Tried this out; generally very impressed with the quality of the feedback!

It did find something wrong in one of mine, that Ben fed it!

Neat AI product for improving technical writing. Tried it on a 50 page draft of a causal ML paper. Of its top 10 comments, 4 concerned minor technical issues I'd missed (notation error, misapplication of definition, etc.). In my experience, vanilla chatbots wouldn't have caught these.

I've been working on a new tool, Refine, to make scholars more productive. If you're interested in being among the very first to try the beta, please read on. Refine leverages the best current AI models to draw your attention to potential errors and clarity issues in research paper drafts. 1/

M. Gessen is a caricature (This is about Mamdani being accused of antisemitism)

Public comments opposing the Trump plan to gut civil service protections are due by midnight tonight! Any unique comment opposing his plan is helpful. Mine is below--I drew on personal experience and wrote a lot, but you don't have to! Submit yours here: www.federalregister.gov/documents/20...

Today, it's 120 years since the Norwegian parliament unanimously declared independence from Sweden: The government had resigned and when the Swedish King was unable to find a new one, the parliament "fired" him for being unable to do his duties as a Norwegian King. en.wikipedia.org/wiki/Dissolu...

You can try to discredit physicists too, but you still can’t flap your arms and fly. www.nytimes.com/2025/06/04/u...

Way too infrequent reminder, I got 30,000 pages of Federal Reserve Board minutes through FOIA last year and I made a free, searchable database of them on my website where you can find pdfs of each individual meeting. www.crisesnotes.com/here-are-the...

An outright lie from OMB Director Russell Vought.

Sen Shaheen: Will Afghans who fought with us be allowed to stay? “Rubio was vague in his response. “We are determining whether we are properly vetting people.” This is how WH admin speaks when they are open to retracting a bad policy. Keep attention on it www.washingtonpost.com/national-sec...

Crowdsourcing info: Are there AI tools to search databases of data (e.g., data released by the government) to help users find what variables exist, which can be linked, etc.?

The Chicago Pope implies the existence of a New Keynesian Pope and a Behavioral Pope

Fred's Bread At the Evanston farmers' market is very popular! (click for the full effect)

Implement a 100% tariff and ruin a movie Life of Tau

I shall be giving a series of advanced set theory lectures at Peking University in June for the summer session. Lectures on set theory and the foundations of mathematics.

Economists as they contemplate how many ways this is wrong.

what a complete idiot.

This is a metaphor for my life on social media

A way that behavioral economists can be genuinely useful is helping firms understand how they can best make the costs of tariffs most salient to consumers

this can only be said by someone who knows very little about supply chains