“The article explains the paper's core concept: understanding forgetting as a decrease in accessibility, and its application in LLM-based access control.”

“Yesterday's solved errors need to be researched again from scratch.”

“plan modeを使うことで、いきなりコードを生成するのではなく、まず何をどう実装するかを整理してから作業に入れます。”

“"Genuine Stupidity indeed."”

“The key insight: It's not just logging. At any point - even after a compact - you can reconstruct what Claude was thinking, not just what it did.”

“The router achieved 100% accuracy in distinguishing between coding prompts (e.g., import torch) and literary prompts (e.g., To be or not to be).”

“The user asks: 'Does Claude do the same thing in long conversations? Does it actually hold context better, or does it just fail later? Any differences you’ve noticed between free vs Pro in practice? ... also, how are the limits on the Pro plan?'”

“Gemini has been super trash for a few days. Forgetting things, not accessing files correctly, not responding correctly when coding with AiStudio, etc.”

“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.”

“MF-RSVLM achieves state-of-the-art or highly competitive performance across remote sensing classification, image captioning, and VQA tasks.”

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“The paper proposes a novel Generative Adversarial Network (GAN) framework, which incorporates 3D pose generators, a 2D pose discriminator, and a 3D pose estimator.”

“The method leverages orthogonal basis extraction from previously learned LoRA to initialize the learning of new tasks, further exploits the intrinsic asymmetry property of LoRA components by using a time-aware scaling mechanism to balance new and old knowledge during continual merging.”

“YOLO-IOD achieves superior performance with minimal forgetting.”

“The paper demonstrates that small tweaks to the training procedure with very little overhead can virtually eliminate the problem of catastrophic forgetting.”

“The modular structure enables flexible policy adaptation to new tasks by adding or fine-tuning components, which inherently mitigates catastrophic forgetting.”

“The proposed method matches or surpasses fine-tuned models on target words, improves general performance by about 5 BLEU, and mitigates catastrophic forgetting.”

“SCL-PNC induces the convergence of the incremental expansion model through a structured combination of the expandable backbone, adapt-layer, and the parametric ETF classifier.”

“The approach reduces entropy in high-entropy layers to mitigate underfitting and increases entropy in overly confident layers to alleviate overfitting.”

“model editing approaches can exceed baseline unlearning methods in terms of quality of forgetting depending on the setting.”

“We introduce the shallow versus deep alignment framework, providing the first quantitative characterization of alignment depth.”

“The research focuses on investigating model editing techniques to facilitate 'unlearning' within large language models.”

“The research focuses on the generalization of LLM forgetting evaluation.”

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“The article's context revolves around addressing catastrophic forgetting.”

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“The research focuses on machine unlearning for multimodal LLMs.”

“The article likely discusses methods to mitigate catastrophic forgetting of safety constraints during continual learning.”

“The article focuses on efficient continual learning in Neural Machine Translation.”

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“The article likely discusses the architecture, training methodology, and experimental results of CIP-Net.”

“The research focuses on preserving mutual forgetting in the digital age, a critical aspect of human-AI relationships.”

“The article's source is ArXiv, indicating it is a research paper.”

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“The article is based on ArXiv, which suggests it's a pre-print or research paper. Further details would be needed to assess the specific methods and findings.”

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“The study focuses on memory replay strategies inspired by neuroscience for continual learning.”

“The paper focuses on stabilizing representations in continual learning.”

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“The article likely discusses how LLMs can be adapted to understand and respond to individual student needs, potentially including their learning styles, prior knowledge, and areas of difficulty.”

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“Relational databases! Yes, the tech that’s been running banks and social media for decades is looking like one of the most practical ways to give AI persistent memory.”

“CURLoRA likely offers a solution to catastrophic forgetting.”

“The article's focus is on strategies to prevent neural networks from 'forgetting' previously learned information when acquiring new knowledge.”

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