… The benchmark spans four plant species -- Arabidopsis, maize, rice, and tomato -- and contains 5,550 sentence-level evidence instances annotated for marker-evidence validity, evidence type, and support strength. …
… Haiku enables three-way cross-modal retrieval , improves downstream classification and clinical prediction tasks over unimodal baselines, and supports zero-shot biomarker inference through fusion retrieval conditioned on clinical metadata -only text descriptions. …
… Finally, we implement and open-source TritonSigmoid , an efficient GPU kernel that achieves 515 TFLOPS on H100 GPUs, outperforming both FlashAttention-2 and FlashSigmoid , with native padding support, which is essential for biological sequences. …
… We consider two types of ED, calculated and cryo-EM/X-ray, obtainable from computational or experimental sources, supporting unified pre-training and experimental integration. …
… The framework supports three pathways: Regular CFD experimentation and parameter sweeps Simulator source-code modification for custom physical models Open-ended discovery loops for iterative model exploration This is an automated message from the Librarian Bot . …
… AI-generated summary The vast and underexplored ocean plays a critical role in regulating global climate and supporting marine biodiversity, yet artificial intelligence has so far delivered limited impact in this domain due to a fundamental data bottleneck. …