“N/A (Article content not provided, so a quote cannot be extracted)”

“Without the article content, a relevant quote cannot be extracted.”

“Without the article content, a relevant quote cannot be extracted.”

“The paper proposes a Bidirectional Continuous Compatible Representation (Bi-C2R) framework to continuously update the gallery features extracted by the old model to perform efficient L-ReID in a compatible manner.”

“The experts prefer plans generated by our finetuned Qwen3-30B-A3B model over the initial model for 70% of research goals, and approve 84% of the automatically extracted goal-specific grading rubrics.”

“The VBSF architecture achieves an accuracy of more than 98%.”

“Automatically scrapes documentation websites and converts them into organized, categorized reference files with extracted code examples.”

“ASG-SI reframes agentic self-improvement as accumulation of verifiable, reusable capabilities, offering a practical path toward reproducible evaluation and operational governance of self-improving AI agents.”

“The extracted NMDs of complex nuclei show better agreement with ab initio calculations across the low- and high-momentum range, especially around $k_F$, successfully reproducing both the behaviors of Fermi motion and SRCs.”

“Pixio is a self-supervised vision model that extends MAE, and features including patch tokens + class tokens can be easily extracted.”

“The methodology's main ingredient is the penalization of any statistical dependence between $W$ and $Z$ conditioned on $Y$, replaced by the more readily implementable plain independence between $W$ and the random variable $Z_Y = T(Z,Y)$ that solves the [Monge] Optimal Transport Barycenter Problem for $Z\mid Y$.”

“The article's key fact will be extracted upon accessing the ArXiv paper.”

“After 8–9 months of rigorous review, the paper was accepted. However, after acceptance, we received an email from the editor stating that we now need written consent from every individual appearing in the commentary videos, explicitly addressed to Springer Nature.”

“The context only mentions the title and source, therefore a key fact cannot be extracted at this time.”

“The research uses spatial features from high-density surface electromyography.”

“”

“The research leverages part-level reliable data from videos.”

“The article's context provides no specific key fact that can be extracted directly.”

“The article's key fact will be extracted upon a more detailed summary of the article.”

“Without the full article, a key quote cannot be extracted.”

“Without the content of the ArXiv paper, no specific key fact can be extracted.”

“This article discusses an ArXiv paper, and the context is extremely limited. A key fact cannot be extracted from the given context.”

“The paper focuses on refining and enhancing identity clues.”

“The context only mentions the title and source, so a key fact cannot be extracted.”

“The article likely includes details about the model's architecture, training data, and performance metrics, potentially including examples of generated architectures and comparisons to human-designed systems.”

“”

“The article's core contribution is likely the specific features extracted and the optimization techniques applied to the machine learning classifier.”

“The paper focuses on collaborative LLM agents for feature extraction.”

“ (As the article only provides a title and source, no quote can be extracted)”

“LangExtract is a library released by Google in July 2025 that uses LLMs for item extraction. A key feature is the ability to identify the location of extracted items within the original text.”

“Without the article content, no key fact can be extracted.”

“The context provided is very limited, only mentioning the title and source. A key fact cannot be extracted without the actual article content.”

“The article's source is Hacker News, indicating the information is likely originating from technical discussion and user-submitted content.”

“No key fact can be extracted without further information from the source article.”

“The context only mentions a title and source, so a key fact cannot be extracted as it provides no information.”

“The context only mentions the title and source, therefore a key fact cannot be extracted.”

“The specific concerns are not detailed in the prompt, so a key fact cannot be extracted from the article.”

“Without the article content, a relevant quote cannot be extracted.”

“The context provided is very limited, therefore no key fact from context can be extracted.”

“The article's core argument or proposed methodology needs to be extracted from the context, which is not provided.”

“This section requires a specific fact extracted from the Hacker News article.”

“No specific context is available from Hacker News; therefore, a key fact cannot be extracted.”

“Without the article's content, a key fact cannot be extracted.”

“The context provided only includes a title and source, so no key fact can be extracted.”

“The provided context is only a title and source, therefore, no key fact can be extracted.”