Learning is not all about the other. At the purest level, teachers, coaches, and instructors “simply” present information. It ...
Every first-year organic chemistry student learns early on about the inductive effect, which describes how certain atoms’ electronegativity can affect other atoms in the same molecule. This subtle ...
A new study shows AI can match or exceed physicians on challenging diagnostic tasks. However, key questions remain about how these systems will perform in real clinical care and decision-making. Study ...
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In this post, we share the motivations, design choices, experiments, and learnings that informed its development, as well as an evaluation of the model’s performance and guidance on how to use it. Our ...
We introduce PaCoRe (Parallel Coordinated Reasoning), a framework that shifts the driver of inference from sequential depth to coordinated parallel breadth, breaking the model context limitation and ...
ABSTRACT: The paper explores how integrating alternative fuels and renewable energy technologies—like solar, wind, and geothermal—into the UK’s sustainable design can promote sustainable design in the ...
Bottom line: More and more AI companies say their models can reason. Two recent studies say otherwise. When asked to show their logic, most models flub the task – proving they're not reasoning so much ...
Our training pipeline is adapted from verl and rllm(DeepScaleR). The installation commands that we verified as viable are as follows: conda create -y -n rlvr_train ...
We show that reinforcement learning with verifiable reward using one training example (1-shot RLVR) is effective in incentivizing the mathematical reasoning capabilities of large language models (LLMs ...
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