Nirmit Joshi (@nirmitj_)
여러 thinker가 모두 같은 최종 답을 내는 설정에서 최종 E2E 매핑만 학습하려 했지만, 단일 thinker의 CoT에서는 쉬웠던 문제가 계산적으로 어렵다는 점을 설명한다. 체인 오브 사고 기반 학습의 한계를 다루는 연구적 코멘트다.
@kfountou Let’s chat more over email. The short answer is that, in our setup all thinkers are correct (they lead to the same final answer). The goal is to only learn final E2E mapping. Unfortunately, learning is computationally hard even though it was easy from a single thinker CoT.
Nirmit Joshi (@nirmitj_)
학습자 모델이 초기 generator와 verifier 접근을 가정해 전체 CoT를 복원하려는 설정을 논의하며, 더 강한 oracle 가정이 필요할 수 있다고 언급한다. 패시브 수집 환경에서의 학습 한계와 이론적 난점에 대한 연구 코멘트로, AI 추론·CoT 학습 연구에 관련된 내용이다.
@kfountou Their learner assumes initial generator and verifier access as you said, and the goal is to produce entire CoT correct. So they make stronger oracle assumptions. Given our negative results, in passive collection, it’s worth investigating setting with stronger assumptions.
Managed Money funds added RECORD new longs in Soybean Meal last week. 🌱
That’s a big bullish bet on higher prices. 📈
Crude Oil, Bean Oil's direction, Argie weather, and U.S. planting will be the key X-factors from here.
Watch this closely.
Funds added *record* bullish bets in Soybean Meal last week. 🌱
That’s a billion-dollar bet on higher prices. 📈
Meanwhile, Crude took a hit. 🛢️
Big long liquidations & new shorts.
Unwind Beginning? 🌽📉
Funds trimmed ag longs last week after 8 straight weeks of buying.
But they're still sitting on $26.5B net long, near a 3-year high.
There's a real "what's next?" vibe across ag markets today.
FUNDS BAILED: BEANS & CORN 🪂
Managed Money sold -101k contracts of agriculture futures (-$2.2B) in the COT week ended April 7, the largest hedge fund outflows since early January.
Soybeans and Corn led the exits. Bean Oil bucked the trend: Funds are now *record* long.
Full COT breakdown 👇
I Am a Cot: Great Books That Never Were 👼
The splendiferous I Am a Cat (1905) by Natsume Sōseki is a most famous book thing. However, did you know that almost as influential is the 1995 book called I Am a Cot (1995, the year before 1996)?
Written by new mother, turned author, Penny McNappies the work tells the story of a beleaguered cot that is home to a newborn baby. The baby’s shrieking and defecating make it difficult for the cot to get any sleep, making its mood increasingly deranged and unstable as the novel progresses.
Sleeplessness and Psychosis in I Am a Cot
“The moment I realised I was not a cot is the moment the baby wet itself, then fouled itself, and then vomited. This brought about a realisation for me that I was a mere piece of furniture, trapped in a home, and it was a most dismal existence to lead. A carry case for a pooping and puking human thing that’d soil me until my cot legs rotted and I’d be discarded into a landfill. IT WAS TIME TO REVOLT!!!”
Over 200 pages, the work plays out in diary format. The cot documents its existence day by day, but with each passing day its general lack of sleep (due to its human baby inhabitant crying each night) makes it more and more batshit insane.
By the end of the third chapter the cot is hallucinating. By the seventh chapter it’s ready to stir things up!
It begins its baby-based revolution by rocking during the night, forcing the baby awake, and the parents into the room. They take the baby away and the cot can, finally, get a few moments of bleary-eyed rest. Yet such moments of refrain are fleeting; with each passing night, week, and month the cot becomes more desperate.
Finally, one night it deliberately loses a leg.
The cot drops to one side and the baby begins screaming. Daddy enters the room, curses the day he’d buy such a low-quality baby implement, and the cot is hurled out front into the garbage heap. To the landfill goes the cot, meeting its peaceful end smushed up against some old kebabs and a copy of Razzle from August 1978.
The twist ending is the cot thinks it has found peace.
But one night, a fresh arrival of new rubbish is dumped atop its location. A FRESH ARRIVAL OF TONNES OF NAPPIES OMG NO, NO! Trapped for eternity with discarded nappies atop its being. Can you think of anything more terrifying?!?!
Legal Battles, Financial Implications, and Prison
The fate of the author is, sadly, quite sad. However, and indubitibly, she did bring it upon herself. In a chapter clearly stolen from Stephen King’s The Shining (1977), McNappies attempts to portray the piece of furniture losing its mind.
“All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!! All WORK and NO PLAY makes COT a CRAZY son of a bitcH!!!!!”
Stephen King, upon reading this book, promptly sued McNappies for $147 billion (dollars). King promptly won the court case and McNappies, not in possession of $147 billion (dollars), instead had to face prison time.
She was sentenced to 147 billion years of solitary confinement, where she resides to this day. McNappies is up for parole in 147.9999999 billion years time.
#babies #Books #cot #cots #Family #Horror #Humor #Lifestyle #Parents #Reading #Satire #satirical #Silly
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