为了解决这些问题,我们提出了一种名为Buffer of Thoughts(BoT)的新型思维增强推理框架。BoT的核心在于引入一个轻量级的meta-buffer,其中存储了一系列从不同问题解决过程中提炼出的高层次thought-template。这些模板可以在解决类似问题时被检索和实例化,从而大幅提升推理的准确性、效率和鲁棒性。 Buffer of Thoughts框架 ...
该论文声称Llama3-8B+BoT(Buffer of Thoughts)有潜力超越Llama3-70B模型。 🤯《思想的缓冲区:使用大型语言模型进行思想增强推理》- 提出缓冲区管理器动态更新元缓冲区,从而随着更多任务的解决而增强元缓冲区的容量。- 与以前的 SOTA 方法相比,实现了显著的性能提升:24 点游戏提高了 11%,几何形状提高了 20%,...
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Modelsarxiv.org/pdf/2406.04271 Github开源(只开源了部分代码): https://github.com/YangLing0818/buffer-of-thought-llmgithub.com/YangLing0818/buffer-of-thought-llm 单轮query,多轮query以及BoT方法概念图。 Background Reasoning方法...
Evaluation and Inference with Buffer of Thoughts 1. Benchmarks For now, we release our demo version of BoT based on three different benchmarks: The Game of 24fromYao et al., 2023 Checkmate-in-Onefromthe BIG-Bench suite(BIG-Bench authors, 2023) ...
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models - whuhxb/buffer-of-thought-llm
Then we use a Slackbot calledDonut,which pairs everyone in the channels once a week and prompts them to set up a call. Once we find out the week’s pairs, one member of the duo will get in touch with the other to set up a good time to chat. Then we sync for 30 minutes via ...
Through qualitative or quantitative means, capture your customers’ thoughts and emotions around your brand and product/service. Conduct user interviews, listening sessions, and surveys to get a pulse of different personas. Translate your research inputs into theempathy map canvas. ...
In terms of probabilities, those who can meet new situations with new thoughts and new decisions and actions have a higher probability of survival than those who can’t or don’t. One aspect of discrimination in employment based on gender, group membership, etc...
(Fig.1). However, ecosystems have the ability to reduce their reliance on external inputs of elements and water, and thereby decrease their sensitivity to variations in the rate of inputs through storage and recycling. This property has been termed resistance by some authors (Pimm1984; Connell...
Evaluation with Buffer of Thoughts 1. Benchmarks For now, we release our demo version of BoT based on three different benchmarks: The Game of 24 from Yao et al., 2023 Checkmate-in-One from the BIG-Bench suite (BIG-Bench authors, 2023) Word Sorting from BIG-Bench Hard (Suzgun et al...