pax_global_header00006660000000000000000000000064140576117560014526gustar00rootroot0000000000000052 comment=ae9bda04d08cc5468f5c5584e7bc527854776e97 few-shot-learning/000077500000000000000000000000001405761175600144235ustar00rootroot00000000000000few-shot-learning/README.md000066400000000000000000000045151405761175600157070ustar00rootroot00000000000000# P-Tuning for Few-shot ### Few-shot learning 小样本学习（few-shot learning）:在人类快速学习能力的启发下，研究人员希望机器学习模型在学习了一定类别的大量数据后，对于新的类别，只需要少量的样本就能快速学习，这就是Few-shot Learning要解决的问题。 [[少样本学习算法总结与实验](#少样本学习算法总结与实验)] ### 盘古α-13B模型在下游任务CSL(论文关键词识别)不同prompt下zero-shot 、one-shot、few-shot下的精度对比 举例：摘要：以历史文字、图像和口述史资料的分析为切入点,从渊源和修复两个方面,扼要探讨了桑珠孜宗堡的变迁真相及复原再现的特殊意义. 关键词："口述史,桑珠孜宗堡,修复" label: "是" P1: "摘要："+text+",关键词："+keyword+label+"真实关键词\n\n" 其中label_map = {"0": "不是", "1": "是"} P2: "摘要：" + text + ",关键词：" + keyword +label+"摘要提取的关键词\n\n" label_map = {"0": "不是", "1": "是"} P3: “提取的关键词对吗？”+label+"正确。"+“摘要：”+text+“关键词：”+keyword +"\n\n" label_map = {"0": "不", "1": "很"} P4: "摘要："+text +"，关键词："+keyword +"，这是"+label + "准确的\n\n" label_map = {"0": "不", "1": "狠"} P5: "摘要："+text+",关键词："+keyword+label+"准确的关键词\n\n" 其中label_map = {"0": "不是", "1": "是"}
### 少样本学习算法总结与实验 PPT包含以下几个部分： （1）论文《True Few-Shot Learning with Language Models》概述，给以后的少样本学习指明了方向，用实验验证了模型选择的困难。 （2）智源大会分享的FewNLU小样本框架：主要包括规范了少样本学习的评测方法和一整套实验的框架，减少overfitting带来的不真实的结果,使得评测是科学的，有意义的。提出了基于相反标签的数据增广方法提升性能，最终在3个比较难的自然语言处理任务上取得和full label相近的效果。 （3）包括PET、ptuing、ADAPET、EFL等目前主流的少样本算法以及在GPU上（CSL任务）的实验结果 [[few-shot-learning PPT](https://git.openi.org.cn/PCL-Platform.Intelligence/few-shot-learning/src/branch/master/few-shot%20learning0607.pptx)] few-shot-learning/docs/000077500000000000000000000000001405761175600153535ustar00rootroot00000000000000few-shot-learning/docs/results.png000066400000000000000000000342741405761175600175740ustar00rootroot00000000000000PNG  IHDRjsRGBgAMA a pHYsttfx8QIDATx^[507pzgKC pF9C9uh#kH9d8MMF %R*% wudvddd2_{}?p#P@ 7•fIh4Fh4F-]5Q 8#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M. %#|6ش|PR"l:`#M ]&kk`5:`#|6-V&wB엪=:@G6l#BW(HM&5BWەE6yOߦ &YHNƾ_w{5`dї`, X2Yke`Ѵ|dV*LQ Ux})R!&( no 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