提出PICa:通过使用 Image Caption 来提示 GPT3 ,并用于 Knowledge-based VQA 任务 将GPT-3 视为一个隐式和非结构化的知识库,可以同时获取和处理相关知识,而不是像以前的工作那样使用结构化知识库。具体来说: 首先,将图像转变为 GPT3 能理解的字幕 然后,通过提供一些上下文情景的 VQA 示例来调整GPT-3以快速解...
本文使用了一个超大规模的语言预训练模型(PLMs)GPT-3,并使用了基于Prompt的小样本学习方法(few-shot learning),将基于KB-VQA数据集上的准确率提高到了48%,是目前的SOTA。作者都是来自Microsoft Corporation。 文章链接:An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA 基于PLMs的小样本学习方法 参...
Inspired by GPT-3’s power in knowledge retrieval and question answering, instead of using structured KBs as in previous work, we treat GPT-3 as an implicit and unstructured KB that can jointly acquire and process relevant knowledge. Specifically, we first convert the im...
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA byZhengyuan Yang,Zhe Gan,Jianfeng Wang,Xiaowei Hu,Yumao Lu,Zicheng Liu, andLijuan Wang The 36th AAAI Conference on Artificial Intelligence (AAAI), 2022, Oral Introduction Can GPT-3 benefit multimodal tasks? We provide an empirical ...
An Experimental Study of ChatGPT-Assisted Improvement of Chinese College Students’ English Reading Skills: A Case Study of Dear Life. In Proceedings of the 15th International Conference on Education Technology and Computers (pp. 21–26). https://doi.org/10.1145/3629296.3629300 Zeng A, Liu X, ...
Exploring the application of LLM-based AI in UX design: an empirical case study of ChatGPTView further author informationhttps://orcid.org/0000-0002-0869-0304junnan.yu@polyu.edu.hkJunnan YuView further author informationYaoqi LiView further author information...
In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition (CVPR), pp. 3202–3211. Maaz, M., Rasheed, H., Khan, S., & Khan, F.S. (2023). Video-chatgpt: Towards detailed video understanding via large vision and language models. arXiv preprint arXiv:...
particularly the influence of patient emotions on this decision-making process. Considering the ambiguity of the above study, we have introduced the latest technology acceptance model (AIDUA model, discussed in the next chapter) to elucidate patients’ acceptance of medical service robots. Although the...
4570 A Chat About Boring Problems: Studying GPT-based text normalization 4413 A Closer Look at Wav2Vec2 Embeddings for On-device Single-channel Speech Enhancement 7266 A codec-based approach for video life-cycle characterization in social networks 8328 A COMPARATIVE ANALYSIS OF POETRY READING AUDIO...
转折点:论文“Chain-of-Thought(CoT)prompting Elicits Reasoning in Large Language Models” Abstract 论文的motivation 发现:即使给模型完全错误的中间步骤,模型最终结果基本不会变,模型推理能力还是存在的 Introduction 模型有两种较强的涌现能力(“Emergent”ability) in-context learning (详见GPT-3论文) 当模型规模...