Some of these techniques are: Tree-of-thought (ToT) prompting, which generalizes chain-of-thought prompting and allows LLMs to consider multiple different reasoning paths—and choose the best one at each step. Retrieval augmented generation (RAG) is a method for prompting a pre-trained LLM wi...
Chain-of-Thought Prompting 结果中不仅仅有最终结果,还显式给出了中间过程 一些别的工作在尝试大语言模型 但不是聚焦LLM 推理上,而是传统NLU任务,例如:句子分类、语义相似度等 eg: Prompting w/ random labels marginally hurts(Min et al., 2022) 发现在做prompting的时候,即使给完全随机的一些标签,模型效果几乎...
回答问题 与查询相关和正确排序的推理步骤是CoT提示有效性的关键 推理步骤中,与原query的bridging objects相关度最重要 更多实验内容请看原论文:Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters (Wang et al., ACL 2023) 编辑于 2023-12-14 18:18・IP 属地河南 ...
chain-of-thought is a technique where you progressively build on the model's responses to guide it toward a desired outcome. you iteratively add context to steer the conversation or generate more detailed responses. example: prompt: tell me about the life of albert einstein. output: follow-up...
This was a last-minute thought: what if I give song writers different personas? Would their output vary? Turns out, it does! And, just like Midjourney and Suno and Udio found out, offering more than one output is a valuable trick. Intentionally skipping over some lazy synthetic data ...
If you can, give any AI model a few examples of what you want it to do. All these prompt engineering techniques have been shown to get more accurate results from LLMs. Give clear, single-step prompts. While techniques like chain-of-thought prompting can make LLMs more effective at ...
Chain-of-Thought (CoT) prompting can dramatically improve the multi-step reasoning abilities of large language models (LLMs). CoT explicitly encourages the LLM to generate intermediate rationales for solving a problem, by providing a series of reasoning steps in the demonstrations. Despite its succes...
—another thought occurs to just about everyone who has encountered them: human-made art must now be over. who can compete with the speed, cheapness, scale, and, yes, wild creativity of these machines? is art yet another human pursuit we must yield to robots? and the next obvious ...
Now that the skeleton is set up and you have a thought of who is talking, now is the ideal time to chip away at the real touchpoints. What is a webinar priority straight, you want to make a point of arrival or enrollment page for your online class. This page ought to incorporate th...
Many more hours of socialising with friends it seems. I really thought it would tail off once I’d been home from hospital for a while, but not a week passes without people getting in touch about going for walk, meeting up for coffee, organising a trip to the cinema… – I really am...