When Do Program-of-Thoughts Work for Reasoning? In the realm of embodied artificial intelligence, the reasoning capabilities of Large Language Models (LLMs) play a pivotal role. Although there are effective methods like program-of-thought prompting for LLMs which uses programming language to tackle...
For example, PAL using Codex achieves state-of-the-art few-shot accuracy on the GSM benchmark of math word problems when the model is allowed only a single decoding, surpassing PALM-540B with chain-of-thought prompting by absolute 8%. In three reasoning tasks from the BIG-Bench Hard ...
在我们的工作预印本提交到arXiv之后不久, “program of thought prompting”(Chen等人,2022)另一项相关工作也提交到了arXiv。他们的方法在概念上与我们类似,但PoT(1)仅在数学问题上证明了有效性,而我们还证明了符号和算法基准测试方面的收益,并且(2)选择了特定于基准测试的提示示例,而我们使用与以前相同的提示示例...
PROBLEM TO BE SOLVED: To provide a game program capable of prompting a player a new thought, besides thoughts when performing an actual mah-jong, bringing a change in each time of a game, and allowing the player to control the change within a certain scope.SOLUTION: An own player and ...
Familiarity with LLM prompting techniques, including few-shot prompting, chain-of-thought reasoning, and retrieval-augmented generation (RAG). Familiarity with LLM fine-tuning practices. Familiarity with working on open-source projects and engaging with external developer communities. ...
Familiarity with LLM prompting techniques, including few-shot prompting, chain-of-thought reasoning, and retrieval-augmented generation (RAG). Familiarity with LLM fine-tuning practices. Familiarity with working on open-source projects and engaging with external developer communities. ...
Wei, J., Wang, X., Schuurmans, D., Bosma, M., Xia, F., Chi, E., Le, Q.V., Zhou, D.: Chain-of-thought prompting elicits reasoning in large language models. Adv. Neural. Inf. Process. Syst. 35, 24824–24837 (2022) Google Scholar Weiss, N.H., Kiefer, R., Goncharenko,...
He shared practical prompting techniques, clever analogies comparing AI models to different car brands, and real-world tips to harness AI for reducing stress and boosting productivity. (he/him) Access this thought-provoking talk as soon as you join Co-Lab. Mel McSherry How to Honor Your Life...
Inspired by the excellent article "Writing a Shell in 25 Lines of Ruby Code" I thought it would be fun to experiment with that concept and see if it could be taken further. Many years ago, a popular shell program was modeled after the 'C' programming language. It went by the name csh...
According to recent research from Capgemini, 65% of leaders already see AI as a potential strategic “thought partner” in planning, risk evaluation, and decision-making. However, adoption is in the early stages. Only 15% of leaders a...