Tootfinder

Organizer arrested in Grand Rapids following protest in response to U.S. attack in Venezuela
https://www.wzzm13.com/video/news/local/woman-arrested-in-grand-rapids-following-…

13 ON YOUR SIDE
We stand up for the community. We want to make life better for everyone. We celebrate all that makes West Michigan unique. We are 13 ON YOUR SIDE.

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…

U.S. Forces Launch Operation to Seize Fleeing Venezuela-Linked Oil Tanker Despite Russian Escort https://ground.news/article/us-forces-launch-operation-to-seize-fleeing-oil-tanker

Antonio Brown seeks attempted murder case dismissal, citing 'stand your ground' law https://www.nytimes.com/athletic/6868526/2025/12/06/antonio-brown-case-dismissal-attempted-murder-charge/

Robust forecast aggregation via additional queries
Rafael Frongillo, Mary Monroe, Eric Neyman, Bo Waggoner
https://arxiv.org/abs/2512.05271 https://arxiv.org/pdf/2512.05271 https://arxiv.org/html/2512.05271
arXiv:2512.05271v1 Announce Type: new
Abstract: We study the problem of robust forecast aggregation: combining expert forecasts with provable accuracy guarantees compared to the best possible aggregation of the underlying information. Prior work shows strong impossibility results, e.g. that even under natural assumptions, no aggregation of the experts' individual forecasts can outperform simply following a random expert (Neyman and Roughgarden, 2022).
In this paper, we introduce a more general framework that allows the principal to elicit richer information from experts through structured queries. Our framework ensures that experts will truthfully report their underlying beliefs, and also enables us to define notions of complexity over the difficulty of asking these queries. Under a general model of independent but overlapping expert signals, we show that optimal aggregation is achievable in the worst case with each complexity measure bounded above by the number of agents $n$. We further establish tight tradeoffs between accuracy and query complexity: aggregation error decreases linearly with the number of queries, and vanishes when the "order of reasoning" and number of agents relevant to a query is $\omega(\sqrt{n})$. These results demonstrate that modest extensions to the space of expert queries dramatically strengthen the power of robust forecast aggregation. We therefore expect that our new query framework will open up a fruitful line of research in this area.
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The US used to be really dirty: Environmental cleanup laws have made a huge difference #UnitedStates

The US used to be really dirty: Environmental cleanup laws have made a huge difference
Growing up in the 1970s, I took for granted the trash piles along the highway, tires washed up on beaches, and smog fouling city air. The famed "Crying Indian" commercial of 1971 became a symbol of widespread environmental damage across the United States.

https://ground.news/article/956d718e-4133-41ac-a945-0fb929fb13c9

White House Confirms Hegseth Authorized Admiral Bradley to Conduct Second Strike on Suspected Drug Boat
White House press secretary Karoline Leavitt confirmed on Monday that Defense Secretary Pete Hegseth authorized the second, follow-up strike on an alleged drug boat in the Caribbean in September following a bombshell Washington Post report that claimed he ordered the military to “kill everybody.”

My amazing niece flying solo. I took this still* from a video of her getting ATC clearance, taking off, and flying. Solo. She’s not yet 20.
I rly don’t have the words to describe my feelings as I watched the video. I cried like a baby—I can say that much.
Yesterday, I bought her a pair of Ray-Ban aviator shades for Xmas. Because she’s an aviator. ❤️
* I chose to share a pic w/ her face obscured for social media, but she’s as beautiful as she is brilliant.

OLG-Urteil: Biometrische Überwachung bei Online-Prüfungen ist rechtswidrig
Die Online-Überwachung von Prüflingen per Proctoring verstößt gegen die DSGVO, hat das Thüringer Oberlandesgericht nach Klage einer Studentin entschieden.

Noch einige der zuletzt hier besonders häufig geteilten #News:
Gericht: Biometrische Kontrolle bei Online-Prüfungen ist Grundrechtseingriff