“The paper shows that the DLA dimension grows as $Θ(4^n)$ for weighted graphs (with continuous weight distributions) and almost all unweighted graphs, implying barren plateaus.”

“The multilingual fine-tuned mT5 baseline outperforms most other approaches including zero-shot LLM performance for most metrics.”

“ReSUs offer (i) a principled framework for modeling sensory circuits and (ii) a biologically grounded, backpropagation-free paradigm for constructing deep self-supervised neural networks.”

“Prompt engineering is not a one-size-fit-all solution.”

“Chromatin viscoelasticity is an organized, epigenetically coupled property of the 3D genome.”

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

“The article itself doesn't contain a direct quote, but the headline is the key piece of information.”

“For anything more complex, it falls flat.”