代码链接:https://github.com/YangLing0818/buffer-of-thought-llm 近年来,大语言模型(LLMs)如GPT-4、PaLM和LLaMA在各种推理任务中展现了惊人的性能。然而,尽管这些模型在规模和性能上不断提升,它们在处理复杂推理任务时仍面临一定的挑战。 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...
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...
代码地址:https://github.com/YangLing0818/buffer-of-thought-llm 论文概述 这篇论文提出了思维缓冲区(Buffer of Thoughts,BoT),一种新颖且多功能的思维增强推理方法,旨在提升大型语言模型的准确性、效率和鲁棒性。通过元缓冲区来存储一系列信息丰富的高级思维,即思维模板,这些模板是从跨多种任务的问题解决过程中提...
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%,...
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 (BoT) is a thought-augmented reasoning framework that enhances LLMs by incorporating a meta-buffer of problem-solving strategies and a buffer manager to dynamically select and adapt these strategies for improved performance on complex
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models - Sandy4321/buffer-of-thought-llm
英文原文:She had always thought it must be a comfort to him to have a sister to whom he could speak with unreserved freedom, to whom he could explain his feelings and thoughts, and who would always listen to him with sympathy and consent. But she must give up the idea of their being...
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