这项工作提出了 Chain-of-Thought Hub,这是一个关于大型语言模型的多步推理能力的开源评估套件。 我们目前的结果表明:(1)模型规模与推理能力明显相关;(2) 截至 2023 年 5 月,Claude-v1.3 和 PaLM-2 是仅有的两个与 GPT-4 相当的模型,而开源模型仍然落后;(3) LLaMA-65B 与 code-davinci-002 的性能...
Zero-shot CoT.With this approach, the user doesn't provide an LLM with any examples for it to reference, instead asking it to "show its work" and explain how it achieved its output. This process is efficient, but not as effective for complex inputs; zero-shot chain of thought is best...
Chain of thought prompting works on the core principle of breaking down the complex problem into smaller and more logical parts. This functions similarly to how a human thinks about an issue. We, as humans, consider different scenarios and aspects of any problem before arriving at the final ans...
The UI2HTML system employs a sophisticated divide-and-conquer approach, augmented by Chain of Thought reasoning, to enhance the processing and accurate analysis of UI designs. It efficiently captures real-time video and audio inputs from product managers via mobile devices, utilizing advanced image ...
Bye','sender_name': 'User 1','timestamp_ms': 1675597435669},{'content': 'No Im sorry it was my mistake, the blue one is not ''for sale','sender_name': 'User 2','timestamp_ms': 1675596277579},{'content': 'I thought you were selling the blue one!','sender_name': 'User 1...
一种方法是few-shot chain-of-thought(CoT)提示,其中 LLM 通过逐步推理演示进行引导。例如,在算术推理中,可以向 LLM 展示解方程的示例演示,以帮助其理解过程。另一种策略是zero-shot-CoT提示,它消除了手动演示的需要。而是,将类似“让我们逐步思考”这样的通用提示附加到提供给 LLM 的问题陈述中。这使模型能够在...
We propose Diffusion-of-Thought (DoT), allowing reasoning steps to diffuse over time through the diffusion process. In contrast to traditional autoregressive language models that make decisions in a left-to-right, token-by-token manner, DoT offers more flexibility in the trade-off between computati...
{'content': 'I thought you were selling the blue one!', 'sender_name': 'User 1', 'timestamp_ms': 1675595140251}, {'content': 'Im not interested in this bag. Im interested in the ' 'blue one!', 'sender_name': 'User 1', ...
Tree of Thought(github) tree-of-thought\forest_of_thought.py: Forest of thought Decorator sample tree-of-thought\tree_of_thought.py: Tree of thought Decorator sample tree-of-thought\react-prompt.py: ReAct sample without Langchain Prompt Concept ...
The next-generation supply chain needs a significant change in outlook. Based on our analysis, we recommend firms adopt a forward-looking approach. These forward-looking strategies must comprise of multiple facets of the supply chain including people, processes, and technology. This would enable firm...