We investigate the extent to which contemporary Large Language Models (LLMs) can engage in exploration, a core capability in reinforcement learning and decision making. We focus on native performance of existing LLMs, without training interventions. We deploy LLMs as agents in simple multi-a...
关键字:Large Language Models、Exploration、Reinforcement Learning、Decision Making、In-context Learning 摘要 本文研究了当代大型语言模型(LLMs)在无需训练干预的情况下,能否在上下文中进行探索,这是强化学习和决策制定中的一个核心能力。我们专注于现有LLMs的原生性能,通过在简单的多臂bandit环境中部署LLMs作为Agent,...
Large language models, however, are transforming how information is aggregated, accessed and transmitted online. Here we focus on the unique opportunities and challenges this transformation poses for collective intelligence. We bring together interdisciplinary perspectives from industry and academia to ...
3. Context-Aware Prompting Mechanism (CAPM): CAPM crafts tailored prompts that encapsulate enriched context and counterfactual insights, directing Large Language Models toward more precise and accurate causal reasoning. CARE-CA框架的关键组件:1.上下文知识整合模块:通过外部知识如ConceptNet相关的内容丰富模型...
Large Language Models Can Self-Improve in Long-context Reasoning 📰 News [2024.11.10] Release training and evaluation codes, models, and datasets for SEALONG. 🛠️ Requirements and Installation Basic Dependencies: Python >= 3.10 Pytorch >= 2.4.0 CUDA Version >= 12.1 Install required packages...
Monash University researchers show that large language models can do real-time machine translation and propose new ways for model fine-tuning.
Previous studies have shown that large language models (LLMs) like GPTs store massive factual knowledge in their parameters. However, the stored knowledge could be false or out-dated. Traditional knowledge editing methods refine LLMs via fine-tuning on texts containing specific knowledge. However, ...
In the context of linguistics, the term "phoneme" refers to the smallest ___ unit that can distinguish one word from another in a particular language. 答案 解析 null 本题来源 题目:In the context of linguistics, the term "phoneme" refers to the smallest ___ unit that can distinguish one...
Technical Report: Large Language Models can Strategically Deceive their Users when Put Under Pressure Jérémy Scheurer∗† Mikita Balesni ∗ Apollo Research Marius Hobbhahn Abstract We demonstrate a situation in which Large Language Models, trained to be helpful, harmless, and ...
In the end, in all these examples there is a striking commonality: this is general knowledge that large language models have been able to capture and can use appropriately if prompted in the right way. This is what we want to explore in this paper. The last column in Table 1 (column ...