Tag: Benchmark
All the articles with the tag "Benchmark".
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VideoUFO: A Million-Scale User-Focused Dataset for Text-to-Video Generation
This paper introduces VideoUFO, a million-scale dataset of 1.09 million video clips across 1,291 user-focused topics for text-to-video generation, curated from YouTube with minimal overlap with existing datasets, demonstrating improved performance on worst-performing topics when training a simple model like MVDiT.
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LIFEBench: Evaluating Length Instruction Following in Large Language Models
本文通过引入LIFEBENCH基准,系统评估了26个大型语言模型在长度指令遵循上的能力,发现其在长长度约束下普遍表现不佳,且远未达到厂商宣称的最大输出长度,揭示了模型在长度感知和长文本生成上的根本局限性。
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Humanity's Last Exam
本文引入HUMANITY'S LAST EXAM基准测试,通过专家创建的挑战性多模态问题,解决现有LLM基准饱和问题,评估模型在封闭式学术任务中的能力。