Tootfinder

Improving Rationality in the Reasoning Process of Language Models through Self-playing Game
Pinzheng Wang, Juntao Li, Zecheng Tang, Haijia Gui, Min zhang
https://arxiv.org/abs/2506.22920

Improving Rationality in the Reasoning Process of Language Models through Self-playing Game
Large language models (LLMs) have demonstrated considerable reasoning abilities in various tasks such as mathematics and coding. However, recent studies indicate that even the best models lack true comprehension of their reasoning processes. In this paper, we explore how self-play can enhance the rationality of models in the reasoning process without supervision from humans or superior models. We design a Critic-Discernment Game(CDG) in which a prover first provides a solution to a given proble…

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration
Yucheng Zhou, Lingran Song, Jianbing Shen
https://arxiv.org/abs/2506.19835 …

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration
Recent advancements in medical Large Language Models (LLMs) have showcased their powerful reasoning and diagnostic capabilities. Despite their success, current unified multimodal medical LLMs face limitations in knowledge update costs, comprehensiveness, and flexibility. To address these challenges, we introduce the Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis (MAM). Inspired by our empirical findings highlighting the benefits of role assignment and diagnostic discernment in …

If you know this lady, you are a true connoisseur of Versailles intrigue, and I shall ever esteem you as a most valued confidant.
She is, without rival, my most cherished personage from any motion picture, and to know her is to possess singular discernment.

Spoken Wisdom, Padhānasutta:" ExertionKinsman of the heedless,
Evil One,
come here for whatever purpose:
I haven’t, for merit,
even the least bit of need.
Those who have need of merit:
Those are the ones
Māra’s fit to address.
In me are
conviction
austerity,
persistence,
discernment.
Why, when my mind is resolute,
do you petition me to live?
This wind could burn up …