Large Language Model Evaluation Criteria Framework in Healthcare: Fuzzy MCDM ApproachLarge Language ModelEvaluationMultiple Criteria Decision Making (MCDM)Analytic Hierarchy Processing. Service Level Agreement (SLA)Large Language Models (LLMs) gained notable popularity in academia and industry. It has ...
摘要 过去一年,大型语言模型(LLM)的流行度不断增加。它们前所未有的规模和相关的高硬件成本阻碍了它们的广泛采用,需要高效的硬件设计。由于运行LLM推理所需的大型硬件,评估不同的硬件设计成为一个新的瓶颈。 本文介绍了LLMCompass,一种用于LLM推理工作负载的硬件评估框架。LLMCompass快速、准确、多功能,并能描述和评估...
Evaluation Framework(评估框架) 根据前文,建立了规模化自动化的驱动程序评估框架。 Prompt Standardization:输入给LLM以产生输出的文本或指令的标准,通过该标准后才进入LLM Query LLM Query:向LLM进行查询(其中添加了格式控制的声明,如果回答是代码和文本的混合则仅提取代码) EFF validation:有效性验证(在新的隔离的容器...
An evaluation framework for clinical use of large language models in patient interaction tasks Shreya Johri Jaehwan Jeong Pranav Rajpurkar Nature Medicine (2025) STELA: a community-centred approach to norm elicitation for AI alignment Stevie Bergman Nahema Marchal William Isaac Scientific Reports ...
GenCeption is an annotation-free MLLM (Multimodal Large Language Model) evaluation framework that merely requires unimodal data to assess inter-modality semantic coherence and inversely reflects the models' inclination to hallucinate. - EQTPartners/GenCe
0x1:Model-Evaluation -- 自动化测评路线 1、Prompt LLMs with a clear evaluation instruction Recent research has demonstrated the possibility of prompting LLMs to evaluate the quality of generated text using their emerging capabilities, such as zero-shot in-struction and in-context learning. Following...
This is the official repository for KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models, accepted to the main conference of 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024).Automatic evaluation methods for large language models (LLMs) ...
online, HealthSearchQA. We propose a human evaluation framework for model answers along multiple axes including factuality, comprehension, reasoning, possible harm and bias. In addition, we evaluate Pathways Language Model1 (PaLM, a 540-billion ...
Allen Institute for AI's Tülu 3 is an open-source 405 billion-parameter LLM. The Tülu 3 405B model has post-training methods that combine supervised fine-tuning and reinforcement learning at a larger scale. Tülu 3 uses a "reinforcement learning from verifiable rewards" framework for fine-tu...
Post-Modern Drug Evaluation those that prevailed in the 'good old days,' this very ferment may also present opportunities for improvement of rational pharmacotherapy and public health... J Avorn - 《Pharmacoeconomics》 被引量: 6发表: 2000年 Pedagogy and Propaganda in the Post-Truth Era: Examini...