QUE - This is a test question

manualdousuario/marreta

Uma ferramenta que quebra barreiras de acesso e elementos que atrapalham a leitura! / Marreta is a tool that removes access barriers and visual distractions!

Operads for compositional reasoning in LLMs

Question decomposition, i.e. breaking a complex query into simpler sub-queries whose answers are composed to produce a final answer, is a widely used strategy for improving LLM reasoning, yet it currently lacks a rigorous mathematical foundation. In this paper, we propose operads, mathematical structures that model many-in, one-out operations and compositions thereof, as a natural framework for describing question decomposition. We define the questions operad $Q$, in which operations correspond to question templates and composition corresponds to substitution of sub-answers, and show how QA models can be interpreted as algebras over $Q$. Beyond reframing existing practice, this operadic perspective points toward new methods, in particular a notion of operadic consistency, which measures whether a QA model's answers agree across the partial collapses of a question decomposition tree. Empirical evaluation of operadic consistency is reported in our companion paper (Bottman, Liu, and Richardson, 2026), which finds it strongly correlated with accuracy across twelve LLMs and four multi-hop QA datasets and outperforming standard temperature-based self-consistency baselines. We argue that operads are the natural mathematical home for question decomposition, and that invariants such as operadic consistency open new directions for analyzing and improving the reliability of multi-step reasoning.

Interface Experimentation | Projects

This page indexes the files currently present in interface-experiments.

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manualdousuario/marreta-extensao

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Chatting with Glue

Cognitive Tools for Augmented Conversation

Chatting with Glue

Cognitive Tools for Augmented Conversation

コロプラ、画像のAI学習を防ぐアプリ無料提供　サービス内でプロテクト→ユーザーのみ復元可能

コロプラが、AIの学習から画像を保護するとうたうスマートフォンアプリ「COLOPL Contents Protector」の提供を始めた。iOS・Androidを搭載したスマートフォン向けに同日から無料で配信する。

a11y.quest - 128 questions to level up your accessibility game

128 questions to level up your web accessibility game. Practice WCAG 2.2, ARIA, semantic HTML, keyboard, and contrast, with plain-English answers.

🐘 Três dicas para os seus amigos que estão chegando ao Mastodon:💬 Não se fixe muito em tentar entender como funciona, (…) – post arquivado de social.br-linux.org

🐘 Três dicas para os seus amigos que estão chegando ao Mastodon:💬 Não se fixe muito em tentar entender como funciona, mas sim em ver conversas que te interessem - o entendimento virá!🫧 Se você está em uma instância (…)

ptr.pet/slopview

slop slop slop sahuuuurrr