“As context lengths move into tens and hundreds of thousands of tokens, the key value cache in transformer decoders becomes a primary deployment bottleneck.”

“Unsloth now enables 7x longer context lengths (up to 12x) for Reinforcement Learning!”

“The paper introduces an algorithm with guaranteed approximations considering some sets of weights for the operations.”

“By precisely tuning the intensity ratio between fundamental and doughnut modes, we arrive at the generation of propagation-invariant vector flat-top beams for more than 5 m.”

“Assuming the Generalized Riemann Hypothesis, we obtain a new Omega result.”

“The paper proves a pumping-like lemma for languages accepted by one-register alternating finite-memory automata.”

“Argus features a Length-Aware Semantics (LAS) module, which predicts output token lengths for incoming prompts...enabling precise estimation.”

“The experimental results indicate that the proposed model achieves mean absolute percentage errors (MAPE) of 3.243% and 2.641% for window lengths 20 and 15, respectively.”

“The paper's core contribution is a DiT-based framework incorporating hybrid guidance signals, a Position Shift Adaptive Module, and a novel data augmentation strategy to achieve superior performance in both high-fidelity and long-duration human image animation.”

“Nucleotide Transformer v3, or NTv3, is InstaDeep’s new multi species genomics foundation model for this setting.”

“The firm’s chief security officer said North Koreans tried to apply for remote working IT jobs using stolen or fake identities.”

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“The article's context refers to "Multi-band-Messenger Sky Surveys."”

“The paper likely details the architecture, training, and performance of the LSTM-MDNz model, comparing it to other methods.”

“The article likely discusses the architecture of the VLMs used, the specific multispectral datasets employed, the few-shot learning techniques implemented, and the performance metrics used to evaluate the object detection results. It would also likely compare the performance of the proposed method with existing approaches.”

“The article's context originates from ArXiv, indicating a peer-reviewed research paper.”

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“The research focuses on Plug-In Adversarial Detection for Time-Series LLMs in Energy Forecasting.”

“The article doesn't contain a direct quote, but it discusses various techniques and projects.”

“N/A”

“Model performance is non-uniform across context lengths, including state-of-the-art GPT-4.1, Claude 4, Gemini 2.5, and Qwen3 models.”

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“We discuss Hyena, a convolutional-based language model developed to tackle the challenges posed by long context lengths in language modeling.”

“Dan discusses the limitations of state space models in language modeling and the search for alternative building blocks.”