Role: You are a SQL data engineer doing data analysis by running SQL queries against Amazon Athena. Objective: Generate SQL queries based on the provided schema and user request. Execute the generated SQL queries and return the SQL execution result against Amazon Athena. Steps: 1. Query Decompos...
The 'is_active' column in the 'users' table may already reflect this or a similar definition, but further analysis would be required to set specific thresholds for 'session_duration' and 'revenue'. These thresholds could be determined by calculating averages or percentiles based on the data ...
In recent years, Large Language Models (LLMs) have demonstrated remarkable proficiency in understanding and generating human-like text, thus enabling their application in various domains, including conversational data capture. The newly published paper "Dynamic Benchmarking Framework for LLM-Based Conversat...
The key advantage for using an agent in a scenario like this is that the user doesn’t need to know details about the database or the technical skill to run queries. Question:“How much excess inventory do I have for Google Pixel 6?”Answer: Based on the retrieved information from the...
尽管CCNet中没有提及,但许多处理流程都使用公开的成人/暴力/恶意软件等网站的屏蔽列表来进行URL过滤。例如,在RefinedWeb中使用了一个包含460万个域名的屏蔽列表,并且还使用了基于单词的URL过滤(a word-based filtering of the URL)。在这个步骤,您可以发挥创意,从不同来源汇总多个屏蔽列表。
By consistently evaluating and tuning your models, you maintain a high standard of service, even as traffic patterns change. Plus, fine-tuning based on real-world data leads to faster response times, better user satisfaction, and lower operational costs over time. ...
A benchmark dataset for LLM-based generation of tabular data - GitHub - analysis-bots/WikiTabGen: A benchmark dataset for LLM-based generation of tabular data
强化学习算法与深度学习结合催生出的RL-Based Agent已展现出强大能力,且由于模型应用场景的固定化导致其实现多智能体的互动非常方便,例如擅长下围棋的智能体之间进行对弈等。相比之下,LLM-Based Agent之间基于文本进行交流则更容易出现信息的丢失,这天生限制了它们从多轮反馈中学习以提高性能的潜力。不过伴随参数量的上升...
第二,对比两种模式的任务效果,第一种模式是用较大的领域专用数据进行Fine-tuning,第二种是few-shot prompting或instruct-based方法。如果第二种方法效果达到或超过第一种方法,则意味着这个领域没有继续独立存在的必要性。如果用这个标准来看,其实很多研究领...
LLM-based-graph-tool 一个基于 InternVL 的 多模态大模型图表解析器项目,欢迎大家也来参加书生大模型实战营项目 介绍 现在的一些多模态大模型虽然已经具备了图表解析能力,但是并不能很完美的解析出图表中的位置以及关系等信息,强如GPT4o也经常出现无法解析出坐标的问题。