CAMINO is REAL, unless declared INTEGER.
;; (assert (subtypep 'bignum 'integer))
CAMINO is REAL, unless declared INTEGER.
;; (assert (subtypep 'bignum 'integer))
Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
https://arxiv.org/abs/2507.15855
#HackerNews #Implicit #Actor #Critic #Coupling #Supervised #Learning #RLVR #ReinforcementLearning

The International Mathematical Olympiad (IMO) is widely regarded as the world championship of high-school mathematics. IMO problems are renowned for their difficulty and novelty, demanding deep insight, creativity, and rigor. Although large language models perform well on many mathematical benchmarks, they often struggle with Olympiad-level problems. Using carefully designed prompts, we construct a model-agnostic, verification-and-refinement pipeline. We demonstrate its effectiveness on the recent IMO 2025, avoiding data contamination for models released before the competition. Equipped with any of the three leading models -- Gemini 2.5 Pro, Grok-4, or GPT-5 -- our pipeline correctly solved 5 out of the 6 problems ($\approx$85.7% accuracy). This is in sharp contrast to their baseline accuracies: 31.6% (Gemini 2.5 Pro), 21.4% (Grok-4), and 38.1% (GPT-5), obtained by selecting the best of 32 candidate solutions. The substantial improvement underscores that the path to advanced AI reasoning requires not only developing more powerful base models but also designing effective methodologies to harness their full potential for complex tasks.
#Legal #documents are notoriously difficult to understand, even for lawyers.
This raises the question: ❓Why are these documents written in a style that makes them so #impenetrable?
MIT cognitive scientists believe they have uncovered the answer to that question.
Just as “magic spells” use special rhymes and archaic terms to signal their power,
-- the convoluted language of legalese acts to convey a sense of #authority, they conclude.
In a study appearing this week in the journal of the Proceedings of the National Academy of Sciences, the researchers found that even non-lawyers use this type of language when asked to write laws.
“People seem to understand that there’s an #implicit #rule that this is how laws should sound, and they write them that way,” says Edward Gibson, an MIT professor of brain and cognitive sciences and the senior author of the study.
https://news.mit.edu/2024/mit-study-explains-laws-incomprehensible-writing-style-0819
An MIT study on “legalese” suggests this convoluted language acts to convey a sense of authority in legal documents. The researchers also found that even non-lawyers use legalese when asked to write laws.
Имплиситы и тайпклассы в Scala
И мы тебя научим... Очередная статья про имплиситы и тайпклассы в Scala, которая, в большей степени, будет интересна для начинающих скалистов. Читать
#Eviction, #threats and #suicidalthoughts: #Uganda's #LGBTQ #community endures trying year.
LGBTQ activists say the #AntiHomosexualityAct has given #Ugandans an #implicit #license to #abuse and #discriminate against #sexualminorities
Sebastian D'Amario is showing his work on the speed of implicit adaptation. We recently found it could be extremely fast, and while this is not replicated it is still much faster than many people assume - under various conditions.
#sfn23 #FastProcess #implicit PSTR216.19 Monday morning
https://www.abstractsonline.com/pp8/#!/10892/presentation/33593
https://deniseh.lab.yorku.ca/files/2023/11/DAmario_SfN_2023.pdf
[Video] Lawrence: '#Terrorist' threatening #Georgia #DA did so with #Trump's #implicit #instructions
#MSNBC’s #LawrenceODonnell analyzes the #reporting that a #supporter of Donald #Trump’s was #arrested in #Alabama for making #threats against #FultonCounty #DistrictAttorney #FaniWillis
MSNBC’s Lawrence O’Donnell analyzes the reporting that a supporter of Donald Trump’s was arrested in Alabama for making threats against Fulton County District Attorney Fani Willis and shares a personal story about his own experience with death threats.
Presented my poster at SCAPPS last Friday. Thanks everyone for listening to me raising questions rather than answering any about how (measures of) implicit and explicit components of adaptation are combined in behavior. #implicit #explicit #SCAPPS
PDF: https://deniseh.lab.yorku.ca/files/2023/10/t-Hart-SCAPPS-2023.pdf?x64373