“Structured Output は Pydantic のスキーマ をそのまま指定でき，さらに description に書いた説明文を LLM が参照して生成を制御できるため，生成精度を高めるには description を充実させることが極めて重要です．”

“The paper reveals a quantum critical point across which the Kondo effect goes from being destroyed to dominating.”

“The paper shows that non-planar diagrams, specifically MHV diagrams, can be represented by pseudo-positive geometries in the Grassmannian G(2,n).”

“The paper derives the graphicality of infinite sequences for double power-laws, uncovering a rich phase-diagram and pointing out the existence of five qualitatively distinct ways graphicality can be violated.”

“The authors find that the background noise at 100 μHz is dominated by drift with a power law of 1/f^2, accompanied by a few dominant two-level fluctuators and an average linear correlation length of (188 ± 38) nm in the device.”

“The discovery of a direct second-order transition between the massless and symmetric massive fermion phases.”

“A small fraction of stalled particles in the system allows for the formation of dynamical clusters at significantly lower densities than predicted by standard MIPS.”

“The coarsening is realized by collapsing short edges. In order to capture the topological information required to calibrate the reduction level, we adapt the construction of classical topological descriptors made for point clouds (the so-called persistent diagrams) to spatial graphs.”

“The paper reports an insulator-superconductor transition driven by in-plane magnetic fields, with the upper critical in-plane field of 2T violating the Pauli limit, and an analysis supporting a spin-polarized superconductor.”

“The paper identifies three equilibrium phases: a mixed phase where rings interpenetrate, and two segregated phases (expanded and collapsed).”

“The paper finds a g-wave altermagnetic spin liquid as the unique ground state for the spin-3/2 model and a richer phase diagram for the spin-7/2 model, including d-wave altermagnetic spin liquids and chiral spin liquids.”

“A first-order chiral phase transition may occur during inflation or at its end when the axial chemical potential is sufficiently large and crosses the critical line.”

“The paper provides clear numerical evidences for anyon excitations with fractional charge and pronounced real-space density modulations, directly supporting the recently proposed anyon density-wave halo picture.”

“The paper uncovers a topological phase transition--driven purely by the finite connectivity structure of the network--that leads to multi-stability.”

“The phase diagram reveals a first-order phase transition line between the tachyonic-hairy and scalar-hairy phases, originating at a critical point in the extreme temperature and chemical potential regime.”

“The study focuses on locating the Hydrate-Liquid-Vapor Coexistence and its Upper Quadruple Point.”

“The paper demonstrates that a Casimir-like traversable wormhole can be naturally constructed within this framework.”

“The paper shows how to construct statistical mechanical models for stabilizer circuits subject to independent Pauli errors, by mapping logical equivalence class probabilities of errors to partition functions using the spacetime subsystem code formalism.”

“The mental model is the attached diagram: there is one Executor (the only agent that talks to the user) and multiple Satellite agents around it. Satellites do not produce user output. They only produce structured patches to a shared state.”

“The asymmetric deformation of polarons is missing in the current polaron picture... Our APP not only increases the method accuracy but also reveals more underlying physics concerning the QPT.”

“The research is based on physical experiments.”

“The article's content would likely include detailed mathematical formulations, computational results, and comparisons with experimental data or other theoretical approaches.”

“The article's context indicates it's a research paper on ArXiv.”

“Azure OpenAIを使ったAI要約アプリを、初心者エンジニアでも迷わず構築できる完全ガイドです。”

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“The paper focuses on using a clustering-based variable ordering framework.”

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“The article's abstract (not provided) would provide specific details on the methods, results, and potential applications. Further analysis would require examining the abstract and the full paper.”

“GeoLoom generates geometric diagrams from textual input.”

“The study focuses on evaluating language models' comprehension of visually-oriented text.”

“The system leverages a vision-language model.”

“The research focuses on enhancing diagrammatic learning.”

“The article likely discusses the architecture of the multi-agent system, the specific LLMs used, and the evaluation metrics employed to assess the generated diagrams. It would also likely compare the performance of NOMAD with existing methods or baselines.”

“The authors' frustration with LLMs failing to answer questions based on visual information within PDFs.”

“The pipeline is designed to process complex academic materials — including math formulas, tables, figures, and multilingual text — and output clean, structured formats like JSON and Markdown.”

“The article's content is not provided, so a direct quote is unavailable. However, the title suggests a focus on the capabilities of Diagrams AI.”

“The new Phind goes beyond text to present answers visually with inline images, diagrams, cards, and other widgets to make answers more meaningful.”

“Exploring Test-Time Compute Techniques”

“The source is Hacker News, indicating early-stage adoption and developer-focused feedback.”

“A Christmas update filled with visuals!”

“The article is a survey on Topological Neural Networks.”

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“PlotNeuralNet is a LaTeX package for drawing neural networks.”

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