Tootfinder

From <Answer> to <Think>: Multidimensional Supervision of Reasoning Process for LLM Optimization
Beining Wang, Weihang Su, Hongtao Tian, Tao Yang, Yujia Zhou, Ting Yao, Qingyao Ai, Yiqun Liu
https://arxiv.org/abs/2510.11457

From to : Multidimensional Supervision of Reasoning Process for LLM Optimization
Improving the multi-step reasoning ability of Large Language Models (LLMs) is a critical yet challenging task. The dominant paradigm, outcome-supervised reinforcement learning (RLVR), rewards only correct final answers, often propagating flawed reasoning and suffering from sparse reward signals. While process-level reward models (PRMs) provide denser, step-by-step feedback, they lack generalizability and interpretability, requiring task-specific segmentation of the reasoning process. To this en…

Against all odds, Democrats seemed to have gained the upper hand in the conflict over the government shutdown,
in part by sticking relentlessly to their demand that enhanced subsidies for buying health insurance on the Affordable Care Act (aka Obamacare) exchanges be extended.
In response, Republicans are insisting — with increasing volume almost tipping into anger — that they very much care about Americans’ access to healthcare,
all evidence to the contrary

Republicans are completely full of it on healthcare
And it becomes more obvious every time they talk about it.

I just sent a very angry note to my Congress Critter who voted to block the resolution to impeach trump.
Sure, it won't pass the Senate, but that's not a reason for Congressional cowardice.
(I was quite ticked off that one D congress critter said that he did not vote for it because they had to do research to figure out if trump had done bad things!!!!!! What utter hogwash!!!)

Infuriated Dems help GOP quash another Trump impeachment vote
"This is not a team effort," fumed one House Democrat. "It puts us in a difficult position."

WTF : SKR motsätter sig lobbyregister pch hänvisar till det demokratiska samtalet https://www.dagenssamhalle.se/styrning-och-beslut/demokrati/skr-far-mothugg-av-region-kring-lobbyistregister/

#HoldTheLine

Shutdown progress in doubt as Democrats grow emboldened from election wins
Elections this week that energized Democrats and angered President Donald Trump have cast a chill over efforts to end the record-breaking government shutdown, raising fresh doubts about the possibility of a breakthrough despite the punishing toll of federal closures on the country. Trump has increased pressure on Senate Republicans to end the shutdown — now at 37 days, the longest in U.S. history — calling it a “big factor, negative” in the poor GOP showings across the country. Democrat…

GEGEN DIE ZERSTÖRUNG DES
SOZIAL- UND RECHTSSTAATS
Sa, 18. Oktober 2025,14. 00 Uhr
Stuttgarter Schlossplatz
Ich bin da auch auf der Bühne,
plz repost
#Stuttgart #Noafd #Solidarität

Stay angry, and also have a dose of level-headedness.
❝We’re in a battle for at least the rest of this decade that will require a very different kind of Democratic Party — not one that is more right or left but one that is both comfortable using power and knows how to do it. So I’m going to take this big step in the right direction I’ve seen over the last month and pocket it and move on to the next battle. Meanwhile, keep purging all the folks who can’t get with the new program.❞ https://mastodon.social/@dangillmor/115527953925050812

Vita husets nya direktiv låter FBI fokusera på inhemska hot utifrån ideologi, som "anti-amerikanska åsikter", snarare än brottsplaner. En tyst, administrativ förändring som riskerar att flytta gränsen mellan åsikt och handling och erodera demokratin.
https://carlheath.se/demokratin-ramnar

The Republican's decision to give the White House full power to decide what, when, and how congressionally appropriated money is spent
has created an impasse more deep and intractable than the shutdown itself,
because the question of how the conflict over Obamacare subsidies gets resolved has become impossible to answer.
What we have here is a fully busted appropriations process;
it is impossible to have faith in anything that Trump and his Republican cronies do w…

Why It’s Pointless for Democrats to Negotiate a Shutdown Deal
The most overlooked aspect of the current impasse is that it began a long time ago—and is rooted in a deep Trumpian dysfunction.

One of the Republican talking points during this shutdown is that Senate Democratic Leader Chuck Schumer has been pulled left by the far left of his party,
but that is bullshit.
The force that is moving Democrats to fight is coming from the party itself,
and this is a reality that Republicans are loath to admit.
Democrats who are committed to fighting for healthcare in Congress
Include the centerists and moderates that Republicans have traditionally counted on …

Democrats Are Angry, Fighting, And Winning
Democratic supporters have been urging their party to fight harder against Trump. The party finally listened, got angry, and they are winning.