“SFT: Phase for teaching 'etiquette (format/inference rules)'; RL: Phase for teaching 'preferences (good/bad/safety)'”

“The article's introduction clearly defines its target audience and learning objectives, setting expectations for readers.”

“The framework dynamically adjusts resource allocation to balance performance, cost, and reliability objectives.”

“Financial incentives increase daily steps, whereas charitable incentives deliver a precisely estimated null.”

“For any objective with log-sum-exp structure over distances or energies, the gradient with respect to each distance is exactly the negative posterior responsibility of the corresponding component: $\partial L / \partial d_j = -r_j$.”

“MP-Jacobi couples min-sum message passing with Jacobi block updates, enabling parallel updates and single-hop communication.”

“The paper proposes a model that outperforms two established baselines, DINO-WM and V-JEPA-2-AC, in both navigation and manipulation tasks.”

“The paper proposes a gradient-based algorithm with lower per-iteration cost than existing methods and adapts it to exploit the piecewise-linear structure of ReLU networks.”

“The method exhibits notable advantages in terms of computational efficiency and scalability, particularly in large-scale and time-constrained scenarios.”

“HyperGRL delivers superior representation quality and generalization across diverse graph structures, achieving average improvements of 1.49%, 0.86%, and 0.74% over the strongest existing methods, respectively.”

“The paper formalizes commitment as inference under a mixture of reverse- and forward-Kullback-Leibler (KL) objectives.”

“Hidden imagination is where unacknowledged harm incubates.”

“The paper proposes three novel metrics for evaluating SANet and achieves performance gains of up to 14.61% while requiring only 44.37% of FLOPs compared to state-of-the-art algorithms.”

“TimePerceiver is a unified encoder-decoder forecasting framework that is tightly aligned with an effective training strategy.”

“FluenceFormer with Swin UNETR achieves the strongest performance among the evaluated models and improves over existing benchmark CNN and single-stage methods, reducing Energy Error to 4.5% and yielding statistically significant gains in structural fidelity (p < 0.05).”

“The context mentions bidirectional human-AI alignment in education.”

“Evaluations on KITTI-360 show consistent mIoU improvements over fixed pipelines, with optics modeling and CFA learning providing the largest gains, especially for thin or low-light-sensitive classes.”

“Foundational research is key to understanding LLMs.”

“We develop a generative perspective on hyper-parameter tuning that combines two ideas: (i) optimization-based approximations to Bayesian posteriors via randomized, weighted objectives (weighted Bayesian bootstrap), and (ii) amortization of repeated optimization across many hyper-parameter settings by learning a transport map from hyper-parameters (including random weights) to the corresponding optimizer.”

“The article's context highlights the use of non-cooperative games for the safety alignment of LMs.”

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“The article likely discusses the use of datasets and decision-support tools.”

“LacaDM is a Latent Causal Diffusion Model for Multiobjective Reinforcement Learning.”

“The research uses sparse wire grids for calibration.”

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“The paper focuses on revisiting the learning objectives.”

“毎日のフローを確実に回し、最小アウトプットをストックに変換する。”

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“The research focuses on the integration of Space-Air-Ground-Sea networks.”

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“The research likely explores how well the embedding-based ranking aligns with expert judgments and, ultimately, how it impacts learner performance.”

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“The article's core argument likely revolves around the shortcomings of current benchmark-focused evaluation methods.”

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

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“Strengthening our partnership with the UK government”

“The article's source is ArXiv, suggesting peer review is not yet complete.”

“The research is sourced from ArXiv.”

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“PARC is an autonomous self-reflective coding agent designed for the robust execution of long-horizon tasks.”

“The study is based on research published on ArXiv.”

“The article's abstract or introduction would likely contain a concise definition of 'tool-induced reasoning hallucinations' and the research's objectives.”

“The article doesn't contain a direct quote.”

“N/A”

“N/A - The provided text does not include any direct quotes.”

“The podcast discusses the state of American culture through the lens of the Big Game's advertising.”

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“Organizers Layla Elabed and Waleed Shahid join us to discuss their recent successes with the movement to vote uncommitted against Joe Biden in the ongoing democratic primaries.”

““When a measure becomes a target, it ceases to be a good measure.””