Tootfinder

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Eitan Klinger, Zihao Huang, Tran Minh Nguyen, Emma Jayeon Park, Yige Chen, Yang Gu, Qingyu Gao, Siliang Liu, Mengyang Qiu, Jungyeul Park
https://arxiv.org/abs/2510.06749

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Evaluating grammatical error correction requires metrics that reflect the diversity of valid human corrections rather than privileging a single reference. Existing frameworks, largely edit-based and English-centric, rely on rigid alignments between system and reference edits, limiting their applicability in multilingual and generative settings. This paper introduces a formal framework for \textit{fluency-based multi-reference evaluation}, framing $n$-gram similarity as an aggregation problem ov…

A graduate student at the University of Oklahoma
is the latest in a growing list of college instructors to face disciplinary action
after being targeted by Turning Point USA,
the right-wing campus pressure group founded by the late Charlie Kirk.
Mel Curth, a trans psychology instructor who recently won the Department of Psychology’s Outstanding Graduate Teaching Award,
gave a zero to junior Samantha Fulnecky’s reaction paper for an assignment on “gender typicali…

State Universities Are Scrambling to Appease the Bigoted MAGA Regime
From Oklahoma to Indiana to Alabama, state schools are bending over backward—suspending student magazines and even disciplining instructors—to preemptively satisfy the Trump administration.

"Working with AI is kinda painful, like working with a 200 IQ dementia patient"
- Vince P.
#programming #ai #claudecode

Rashid Shaheed plans to be with Seahawks 'long-term' after midseason trade from Saints https://www.nfl.com/news/rashid-shaheed-plans-to-be-with-seahawks-long-term-midseason-trade-saints

The UK's College of Policing proposes new rules to end years of police secrecy and suspicion in their dealings with journalists following the Leveson Inquiry (Dominic Ponsford/Press Gazette)
https://pressgazette.co.uk/news/new-po

New police media guidance aims to reset post-Leveson culture of suspicion
The College of Policing has put forward proposals aimed at ending years of police secrecy and suspicion in their dealings with journalists.

Growing up, I considered becoming a medical illustrator due to its combination of scientific and artistic rigor. Neither is on display in this derivative AI image shared by a surgeon too lazy to find the real thing.
https://www.

I wasn’t feeling well this morning so I went into work late… still didn’t feel good after an hour so I went home. I biked both ways.
I’ve wondered how I might handle having to bike home from work if I wasn’t feeling well, but it was fine.
Did I feel great riding? No, but it wasn’t terrible either. Just gonna lie down the rest of the day.
#bikeTooter

“A pre-authentication remote code execution vulnerability exists in React Server Components versions 19.0.0, 19.1.0, 19.1.1, and 19.2.0 including the following packages: react-server-dom-parcel, react-server-dom-turbopack, and react-server-dom-webpack. The vulnerable code unsafely deserializes payloads from HTTP requests to Server Function endpoints.“
#vulnerability

Just found this image on Wikipedia[1] and added some arrows to point to the locations where I took the following photos, on two sides/valleys/countries of the same ice field...
#1 Gepatschferner (Austria)
https://mastodon.thi.ng/@toxi/115508735940502202
#2 Langtauferer…

This week the Argentine Navy finally retired the S-2 Turbo Tracker after 63 years of service. I was able to see one of it's final flights last month. A beautiful aircraft made for another era, it was time to finally get some rest.
https://commons.gallery/@bugwarp/jornada-bapi