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(<= 4K), which leaves ample room to observe degradation as we extend the input length. We did not include more complexed tasks in RULER that models show worse performance at short context size. We also did not stress test every model with more difficult task configurations. Although RULER ...
全面的评估:通过在RULER上评估多个长文本上下文LMs,论文提供了一个模型在不同上下文长度和任务复杂性下的性能比较。 开源:RULER的开源性质鼓励了社区的进一步研究和开发,使其成为一个促进未来研究的平台。 性能分析:论文通过对不同模型在RULER上的表现进行分析,揭示了它们在处理长文本上下文时的局限性和潜在的改进空间。
(<= 4K), which leaves ample room to observe degradation as we extend the input length. We did not include more complexed tasks in RULER that models show worse performance at short context size. We also did not stress test every model with more difficult task configurations. Although RULER ...
We use the RULER benchmark to evaluate the long-context capabilities of the resulting checkpoints. The RULER results exceed those of LLama3.1-8B-Instruct, and are close to Qwen2.5-7B-Instruct, both of which are Transformer-based (Table 5). LLMRULER 16kRULER 32kRULER 64kRULER 128k Qwen-2.5...
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AI深度学习计算,特别是Inference并不只有GPU一种选择,还面临各种不同高效方案的竞争,比如我在《OCP China Day:Nervana神经网络处理器、Ruler还有500G?》里面写的。NV最擅长的还是图形显示(包括后端计算的云游戏),这方面ASIC和FPGA可搞不定。 在最新的NVIDIA驱动中,Turing架构Tesla仍然只有一款。我们看到Tesla、Quadro和...
(32-bit or FP32, for example) is like using a caliper or a micrometer. It gives more accurate measurements, but takes up more space when writing down many more digits. Lower precision (16-bit or FP16, for example) is like using a simple ruler. It saves space but might lose some ...
Once a ruler is created it can be activated and deactivated by left-clicking. Multiple rulers can be activated by Ctrl-left-click. Any number of rulers can be created. Active rulers are deleted with the Delete or Backspace keys. After a ruler is created, it can be resized by dragging ...
Set incremental 'steps' for value changes, like 'tick marks' on a ruler. This enforces a given stepping of values along the min/max range. Most helpful when the range is large, but you want specific 'stop' points. virtual void NvUISlider::SetValue ( float value ) [virtual...