Žinutės

Kristijonas Jakubsonas — DI mokymai ir paskaitos

Dirbtinio intelekto mokymai ir dirbtuvės organizacijoms. Praktiškas, pragmatiškas DI švietimas. 6000+ dalyvių.

sudi.ltPerskaityta 2026-09-23 19:02

From System 1 to System 2: A Survey of Reasoning Large Language Models

Achieving human-level intelligence requires refining the transition from the fast, intuitive System 1 to the slower, more deliberate System 2 reasoning. While System 1 excels in quick, heuristic decisions, System 2 relies on logical reasoning for more accurate judgments and reduced biases. Foundational Large Language Models (LLMs) excel at fast decision-making but lack the depth for complex reasoning, as they have not yet fully embraced the step-by-step analysis characteristic of true System 2 thinking. Recently, reasoning LLMs like OpenAI's o1/o3 and DeepSeek's R1 have demonstrated expert-level performance in fields such as mathematics and coding, closely mimicking the deliberate reasoning of System 2 and showcasing human-like cognitive abilities. This survey begins with a brief overview of the progress in foundational LLMs and the early development of System 2 technologies, exploring how their combination has paved the way for reasoning LLMs. Next, we discuss how to construct reasoni

arXiv.orgPerskaityta 2026-09-23 23:01

Laya — 33ms Multilingual System 1 Decision Engine

Evaluates typed decisions (choice, score, noul) over 100+ languages in a single forward pass with calibrated probabilities. Outperforms TypeSafe Jev.

PaveikslelisPerskaityta 2026-09-23 23:01

Jev in 25 lines of Python - NobodyWho

Everyone is talking about Jev - here it is in 25 lines of Python.

NobodyWhoPerskaityta 2026-09-23 23:01