“Cotab considers all open code, edit history, external symbols, and errors for code completion, displaying suggestions that understand the user's intent in under a second.”

“Every act of language generation compresses a rich internal state into a single token sequence.”

“By embedding the Riemannian metric tensor into the automatic differentiation graph, our architecture analytically reconstructs the Laplace-Beltrami operator, decoupling solution complexity from geometric discretization.”

“DLMs augmented with polynomial-length chain-of-thought (CoT) can simulate any parallel sampling algorithm using an optimal number of sequential steps.”

“Enhancing the baseline agent with Chain-of-Thought (CoT) reasoning and self-reflection leads to an unexpected performance decrease, suggesting MLLMs exhibit poor context awareness in embodied navigation tasks.”

“The article quotes the book 'The 100-Year Life: Living and Working in an Age of Longevity' by Lynda Gratton and Andrew Scott, posing the question of how we will live and work in a long-lived era. It also mentions the 'preemptive' aspect of tech-enabled care, highlighting the importance of anticipating potential health issues.”

“HUMOR employs a hierarchical, multi-path Chain-of-Thought (CoT) to enhance reasoning diversity and a pairwise reward model for capturing subjective humor.”

“The paper derives generators and relations of the Coulomb branch operator algebra for specific SU(2) theories and analyzes theories with a specific Coulomb branch structure.”

“ThinkGen employs a decoupled architecture comprising a pretrained MLLM and a Diffusion Transformer (DiT), wherein the MLLM generates tailored instructions based on user intent, and DiT produces high-quality images guided by these instructions.”

“MindWatcher can autonomously decide whether and how to invoke diverse tools and coordinate their use, without relying on human prompts or workflows.”

“Many CoTs flagged as unfaithful by Biasing Features are judged faithful by other metrics, exceeding 50% in some models.”

“The error of approximation of the $2π$-periodic sawtooth function $(π-x)/2$, $0\leq x<2π$, by its $n$-th Fourier polynomial is shown to be bounded by arccot$((2n+1)\sin(x/2))$.”

“GRPO achieves higher performance than DPO in larger models, with the Qwen2.5-14B-Instruct model attaining the best results across all evaluation metrics.”

“The paper itself doesn't contain a specific key quote or finding, as it's a summary of other papers. The importance lies in the collection of research presented at WACA 2025.”

“COCONUT consistently exploits dataset artifacts, inflating benchmark performance without true reasoning.”

“The article likely discusses adversarial attacks and obfuscation techniques.”

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“The research focuses on achieving high-fidelity visual consistency.”

“CoD offers a more efficient alternative that mirrors human problem-solving patterns—using concise, high-signal thinking steps rather than verbose explanations.”

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“The article's context indicates the research originates from ArXiv, suggesting peer-review may not yet be completed.”

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“The context provided suggests that the article is based on a paper from ArXiv, a repository for scientific preprints.”

“The article is based on a research paper, so a specific quote isn't available without access to the paper itself. However, the core concept revolves around using NDRL for agricultural optimization.”

“The paper likely introduces a new method or model called RFKG-CoT that combines relation-driven adaptive hop-count selection and few-shot path guidance.”

“ViRC enhances Visual Interleaved Mathematical CoT with Reason Chunking.”

“The study uses empirical and information-theoretic analysis.”

“The article's core focus is on rethinking Chain-of-Thought reasoning for video analysis tasks.”

“MM-CoT is a benchmark for probing visual chain-of-thought reasoning in Multimodal Models.”

“CoT4Det is a framework that uses Chain-of-Thought (CoT) prompting.”

“The article's specific findings and conclusions would require reading the full text. However, the title suggests a focus on the negative consequences of excessive CoT examples in meta-training.”

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“The article is sourced from ArXiv, indicating it's a pre-print research paper.”

“AgriCoT is a chain-of-thought benchmark for evaluating reasoning in vision-language models for agriculture.”

“CoT4AD is a Vision-Language-Action Model with Explicit Chain-of-Thought Reasoning for Autonomous Driving.”

“The article likely discusses methods to improve the reliability and explainability of LLMs in document understanding tasks.”

“The paper likely details the specific methods used for gradient-based optimization and provides experimental results demonstrating the effectiveness of the approach.”

“The research is sourced from ArXiv, suggesting it is a peer-reviewed or pre-print academic paper.”

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“The article likely details the system's architecture, training methodology, and evaluation results, comparing its performance against existing methods.”

“The research focuses on step and token level attribution.”

“The article's abstract or introduction would likely contain a more specific definition of "Stealth Fine-Tuning" and explain the mechanism of self-generated CoT in detail.”

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“Scott Horton is the director of the Libertarian Institute, editorial director of Antiwar.com, host of The Scott Horton Show, co-host of Provoked, and for the past three decades a staunch critic of U.S. military interventionism.”

“(No specific quote available without listening to the podcast)”

“Special thanks to John Schulman for a lot of super valuable feedback and direct edits on this post.”

“Saagar Enjeti is a political journalist & commentator, co-host of Breaking Points with Krystal and Saagar and The Realignment Podcast.”

“The article doesn't contain a direct quote, but it discusses the topics covered in the podcast episode.”

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