Large Language Models with Controllable Working Memory 摘要:大型语言模型(LLMs)在自然语言处理(NLP)领域取得了一系列突破,部分原因在于它们在预训练期间记忆了大量的世界知识。尽管许多下游应用为模型提供了信息上下文以帮助其完成基本任务,但模型的世界知识如何与上下文中呈现的事实信息进行交互仍有待探索。作为一种理...
Let's begin by searching for the regions in Italy. 2 - Action: BSearch[regions of Italy] 3 - Observation: Italy is divided into 20 administrative regions, which correspond generally with historical traditional regions. 4 - Thought: Now I need to find the oldest city in each of the 20 reg...
WebGPT:使用人工反馈的浏览器辅助问答是原因(https://arxiv.org/pdf/2112.09332.pdf)。WebGPT的想法是训练GPT-3学习以类似于人类的方式浏览互联网。OpenAI 研究人员通过一种称为“行为克隆”的过程来实现这一目标。 研究人员给人类一个问题,并配有一个使用Bing搜索引擎的特殊纯文本浏览器,以及一个随机提示。 参与...
with modifications. FreeLM is based on GPT [41], a transformer-like architecture with a decoder-only configuration known for its exceptional performance. Different from GPT, FreeLM features two pre-training objectives: the language objective and the teacher objective (Section...
04/18 - TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding (❌), (📖), (📎), (📙), (🏠), (HTML), (SL), (SP), (GS), (SS) 04/18 - Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing (❌), (📖), ...
byQingxiu Dong, Lei Li, Damai Dai, Ce Zheng, Zhiyong Wu, Baobao Chang, Xu Sun, Jingjing Xu et al. This paper surveys and summarizes the progress and challenges of ICL, including ICL's formal definition, correlation to related studies, advanced techniques (training strategies, related analysis...
LlamaIndex is designed and built specifically to provide indexing and querying capabilities for intelligent searching of data. On the other side of that coin is the ability to interact with data either via natural language processing, i.e. building a chatbot to interact with your data, or using...
Comparison with an existing pipeline:How do these methods fare comparted to Scispacy, a commonly used library for biomedical text processing? Experimental Setup All code and resources related to this article are made available atthis Github repository, under the entity_linking folder. Feel free to ...
Qdrant's speed and reliability under high load make it a top choice for turning embeddings or neural network encoders into comprehensive applications for matching, searching, recommending, and more. You can also try a fully managed Qdrant Cloud service, including a free tier, available for ease ...
For example, you might want to evaluate LLaMA‘s outputs to make sure they don’t contain hate speech. Instead of searching for specific words in the model’s responses that might indicate hate, you can just pass those responses to, say, GPT4, while prompting it with: “Is the following...