In this paper, we describe a set of benchmarks commonly used in numerical analysis that may also be effective for evaluating continuous and hybrid systems reachability and verification methods. Many of these examples are chal- lenging and have highly nonlinear differential equations and upwards of ...
Math.Calc:一长串数字加、减的结果。 【Datasets】 Average length: 200K, ranging from 100-2000k. QA-zh length reaches 2000K 12 tasks, two from existing literature. For newly introduced tasks, half generated automatically, remainder are annotated by humans ∞BENCH includes 3946 examples 【Models/Ba...
HPL_OOC_SAFE_SIZE: GPU memory (in GiB) needed for driver, this amount of memory will not be used by HPL OOC. - Default Value: 2.0 - Possible Values: >0 Running with Pyxis/Enroot The examples below usePyxis/enrootfrom NVIDIA to facilitate running HPC-Benchmarks Containers. Note that ...
In this context, the present paper aims at giving an overview of various RBDO approaches which are tested on a benchmark constituted of four examples using mathematical and finite element models, with different levels of difficulties. The study is focused on the three main approaches, namely the...
Math performance: On the GSM8K (8-shot) benchmark, all models perform excellently, with Llama 3.1, GPT-4 Omni, and Claude 3.5 Sonnet all scoring in the range of 96-97. On the MATH (0-shot) benchmark, GPT-4 Omni performs best with 77, followed by Llama 3.1 at 74, and Claude 3....
0d : Double.MAX_VALUE; for (DoubleWritable message : messages) { minDist = Math.min(minDist, message.get()); } if (minDist < vertex.getValue().get()) { vertex.setValue(new DoubleWritable(minDist)); for (Edge<LongWritable, FloatWritable> edge : vertex.getEdges()) { double distanc...
All LLMs perform poorly in the benchmark due to the rigorous metric. Best performing LMM (Qwen-VL-Max, GPT4-o) still lag behind human by 30% in average Genuine Accuracy of MMEvalPro. Acknowledgements We thank the creators of ScienceQA, MathVista and MMMU for providing the excellent evalu...
4a). Comparing across criteria, those that display a large difference between the simulated and real data for most methods are examples of common weakness. This ability to identify common weakness has implications for future method development as it highlights ongoing challenges of simulation methods....
Visual and Material Culture at Hokyoji Imperial Convent: The Significance of "Women's Art" in Early Modern Japan broadening the understanding of the significance of art associated with women in Japanese art history.Specific examples of visual and material culture are stud... SM Yamamoto 被引量:...
The latest version brings new features and improvements, including the upgrade to Clang 16, an increased workload gap that should minimize thermal throttling on some devices, as well as introduces support for SVE and AVX 512- FP 16 instructions, and support for fixed-point math. The update ...