只需要修改上图中“text”的内容,print(resp)输出的是优化后的prompt A^{'} 基本方法 Black-Box Prompt整体框架图 方法 利用大模型来纠偏: Step1:Feedback Data Collection 收集反馈数据 输入: 用户原始提示Xuser 输出: 好的回复Ygood(人类偏好的回复) 差的回复Ybad(人类不偏好的回复) 得到Paired Preference...
先拿一个好的prompt和一个坏的prompt 然后告知大模型,让大模型比较两者的区别,并且告知操作者,该怎样写更好,然后再给出一个原始的prompt让大模型依据它先前的判断进行修改,这样就得到一个原始prompt和大模型优化后prompt,然后就可以拿这个原始的作为输入,优化后的作为输出,训练一个prompt修改器。 以上,就是如果让...
Black-box Prompt Tuning To reproduce the results of black-box prompt tuning, make sure you correctly relate__dataset__and__output__inBBT_VL_Shallow.py(or inBBT_VL_Deep.py) to the dataset and checkpoint directories. Step 1: Set the hyper-parameters inconfigs/shallow_prompt.yaml(or inconfig...
QROA: A Black-Box Query-Response Optimization Attack on LLMs Topics reinforcement-learning jailbreak q-learning black-box-optimization ai-safety adversarial-attacks black-box-attacks large-language-models llm prompt-injection Resources Readme License MIT license Activity Stars 14 stars Watchers...
be forgotten while maintaining the accuracy for the classes to be remembered. The proposed method, which targets the image classifier model CLIP, achieves selective forgetting by optimizing the input text prompt, since the model itself is a "black box." Credit: Go Irie, Tokyo University of ...
BAPS has two components - (i) An Image-Prompt decoder (IP decoder) module that generates visual prompts given an image and a prompt, and (ii) A Zero Order Optimization (ZOO) Method, called SPSA-GC that is used to update the IP decoder without the need for backpropagating through the ...
Hou, B., O’connor, J., Andreas, J., Chang, S., Zhang, Y.: PromptBoosting: black-box text classification with ten forward passes. In: International Conference on Machine Learning, pp. 13309–13324. PMLR (2023) Google Scholar
Google Drive, Dropbox, and OneDrive support. Students can use cloud-connected accounts to submit documents for class assignments. Blackboard app contains data caching for portions of the application. Here are the Mobile Backend as a Service (MBaaS) cache expiration times: 30 second expiration on ...
黑箱优化的后续,black-box tuning v2已经放在arxiv了,还比较粗糙,大家轻拍～ 相比之前ICML版里的方法,BBTv2完全摆脱了对梯度(预训练prompt)的依赖,能在完全无梯度情况下优化更少的参数取得和模型微调可比甚至更好的准确率。 BBTv2: Pure Black-Box Optimization Can Be Comparable to Gradient Descent for Few-Shot...
Official implementation for CVPR'23 paper "BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning" - changdaeoh/BlackVIP