While a product-level utility metric [2] functions as an Overall Evaluation Criteria (OEC) to evaluate any feature (LLM-based or otherwise), we also measure usage and engagement with the LLM features directly to isolate its impact on user utility. Below we share the categories of ...
https://www.youtube.com/watch?v=0pnEUAwoDP0 如何构建、评估和迭代LLM代理,LLM代理是大型语言模型最受需求的应用之一。由LlamaIndex和TruEra的专家创始人领导的这个研讨会将向您展示如何快速开发、评估和迭代LLM代理,以便构建功能强大、高效的LLM代理。 在这个研讨会中,您将学到: 如何使用像LlamaIndex这样的框架...
Assess LLM quality with precision using Dataiku. Explore metrics and methods to help data teams eliminate guesswork and ensure scalable AI solutions.
While evaluating Generative AI applications (also referred to as LLM applications) might look a little different, the same tenets for why we should evaluate these models apply. In this tutorial, we will break down how to evaluate LLM applications, with the example of a Retrieval Augmented ...
“optimal” hyperparameters and evaluate it on the independent test set. Let’s consider a logistic regression model to make this clearer: Using nested cross-validation you will trainmdifferent logistic regression models, 1 for each of themouter folds, and the inner folds are used to optimize ...
Paper tables with annotated results for LLMEval: A Preliminary Study on How to Evaluate Large Language Models
We are now ready to evaluate the models! Which model should we choose? Oracle Loss Functions The main problem of evaluating uplift models is that, even with a validation set and even with a randomized experiment or AB test, we donot observeour metric of interest: the Individual Treatment Eff...
Language Models (LMs) and Autoregressive Generation This section introduces the basics of LLM decoding based on traditional autoregressive decoding and points out its inherent sequential nature of multi-token generation. Text completion is the common task for LMs: Given a prompt...
This self-assessment step allows the models to evaluate the quality of their own outputs. Slator Pro Guide: Translation AI The Slator Pro Guide presents 10 new and impactful ways that LLMs can be used to enhance translation workflows. $290 BUY NOWIncluded in our Pro and Enterprise plan. ...
Learn how to compare large language models using BenchLLM. Evaluate performance, automate tests, and generate reliable data for insights or fine-tuning.