prompt-level loose accuracy as the metric. Moreover, we employ LiveCodeBench (Jain et al., 2024) questions from September 1st, 2023 to April 1st, 2024 to evaluate chat models. In addition to the standard the quality of SFT data is also crucial, especially for tasks involving writing or open-ended questions. Alignment Tax of Reinforcement Learning. During human preference alignment, we observe a significant Toutanova, L. Jones, M. Kelcey, M. Chang, A. M. Dai, J. Uszkoreit, Q. Le, and S. Petrov. Natural questions: a benchmark for question answering research. Trans. Assoc. Comput. Linguistics, 7:452–466, 2019

that can reason, act, and complete multi-step tasks on a user’s behalf. They don’t just answer questions – they execute: booking meetings, submitting reports, logging into tools, or orchestrating workflows raises real questions about monetization and profits. Training is expensive, serving is getting cheap, and pricing power is slipping. The business model is in flux. And there are new questions about the of those resources. This is driving new focus on expanding energy production capacity – and new questions about the grid’s ability to manage. Yet again, we see this as one of the perpetual ‘a-ha’s’ of

financial services, Morgan Stanley is a relationship business. Not surprisingly, there were some questions across the business about how AI could add value to the highly personal and sensitive nature of determine creditworthiness faster and 
 more accurately. The Legal team Uses it to answer 40,000 questions a year on policies, compliance, and more. The Customer Service team Automates the sentiment analysis

{{user_complaint_categories}}. Greet the user, thank them for being a loyal customer, and answer any questions the user may have! 15 A practical guide to building agents When to consider creating multiple print "Customer support agent", "You are a customer support agent. You help customers with their questions." # This should be ok 29 A practical guide to building agents 51 52 53 54 55 56 # This

members Thursday, December 5th Seattle WA Register Todayl! QQ octoML tvmconf.org 15 Q OctoML Questions? We are hiring see octoml.ai for more detailsl

保存问题：将问题保存到CSV文件生成的真实答案问题.csv中。 要生成10万个存在真实答案的问题，并且基于2020年之前的 数据，可以使用现有的公开问答数据集（如SQuAD 、 Natural Questions等）来生成问题。可以从多个数据集中组 合问题，以达到10万个的问题数量。 这 些 数 据 集 包 含 大 量 的 问 答 对 ， 例 如 使 用 d a t a s e t s 库 （Hugging