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AI EvaluationTrustworthy LLMs: A Survey and Guideline for Evaluating Large Language Models’ Alignment
Introduction We break down a paper, Trustworthy LLMs: A Survey and Guideline for Evaluating Large Language Models’ Alignment. Ensuring alignment (aka: making models behave in accordance with human… Sarah Welsh May 29, 2024 41 min read -
AI EvaluationBreaking Down EvalGen: Who Validates the Validators?
Introduction Due to the cumbersome nature of human evaluation and limitations of code-based evaluation, Large Language Models (LLMs) are increasingly being used to assist humans in evaluating LLM… Sarah Welsh May 13, 2024 38 min read -
AI EvaluationDemystifying Amazon’s Chronos: Learning the Language of Time Series
Introduction This week, we’ve covering Amazon’s time series model: Chronos. Developing accurate machine-learning-based forecasting models has traditionally required substantial dataset-specific tuning and model customization. Chronos however, is built… Sarah Welsh April 4, 2024 36 min read -
AI EvaluationAnthropic Claude 3
Introduction In this week’s Arize Community Paper Reading we dive into the latest buzz in the AI world—the arrival of Claude 3. Claude 3 is the newest family… Sarah Welsh March 25, 2024 38 min read -
AI EvaluationEvaluate RAG with LLM Evals and Benchmarks
Recently, I attended a workshop organized by Arize AI titled “RAG Time! Evaluate RAG with LLM Evals and Benchmarking.” Hosted by Amber Roberts – ML Growth Lead at… Shittu Olumide March 6, 2024 13 min read -
AI EvaluationSora: OpenAI’s Text-to-Video Generation Model
Introduction This week, we talk about the implications of Text-to-Video Generation and speculate as to the possibilities (and limitations) of this incredible technology with some hot takes. Dat… Sarah Welsh March 1, 2024 37 min read -
AI EvaluationWhat Does It Take To Pioneer Successful LLM Applications In Healthcare and the Life Sciences?
Peter Leimbigler is a Data Science Team Leader within the Consulting practice at Klick Health. As the largest independent commercialization partner in its industry, Klick pioneers new AI-powered… David Burch February 21, 2024 11 min read -
AI EvaluationPhi-2 Model
Introduction With only 2.7 billion parameters, Phi-2 surpasses the performance of Mistral and Llama-2 models at 7B and 13B parameters on various aggregated benchmarks. Notably, it achieves better… Sarah Welsh January 31, 2024 36 min read -
AI Evaluation
Evaluate RAG with LLM Evals and Benchmarking
Recently, I attended a workshop organized by Arize AI titled “RAG Time! Evaluate RAG with LLM Evals and Benchmarking.” Hosted by Amber Roberts – ML Growth Lead at… Joel Bowman January 1, 2024 13 min read -
AI EvaluationMistral AI (Mixtral-8x7B): Performance, Benchmarks
Introduction For the last paper read of the year, Arize CPO & Co-Founder, Aparna Dhinakaran, is joined by a Dat Ngo (ML Solutions Architect) and Aman Khan (Group… Sarah Welsh December 27, 2023 35 min read -
AI EvaluationThe Geometry of Truth: Emergent Linear Structure in LLM Representation of True/False Datasets
Introduction For this paper read, we’re joined by Samuel Marks, Postdoctoral Research Associate at Northeastern University, to discuss his paper, “The Geometry of Truth: Emergent Linear Structure in… Sarah Welsh November 14, 2023 32 min read -
AI EvaluationIngesting Data for Semantic Searches in a Production-Ready Way
The current ecosystem around LLMs, semantic search and vector storage makes it easy to prototype but difficult to move into production. Ingesting large volumes of data specifically for… David Garnitz November 8, 2023 10 min read -
AI EvaluationTowards Monosemanticity: Decomposing Language Models With Dictionary Learning
Introduction In this paper read, we discuss “Towards Monosemanticity: Decomposing Language Models With Dictionary Learning,” a paper from Anthropic that addresses the challenge of understanding the inner workings… Sarah Welsh November 2, 2023 26 min read -
AI EvaluationLarge Content And Behavior Models to Understand, Simulate, and Optimize Content and Behavior.
Introduction Amber Roberts and Sally-Ann DeLucia discuss “Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior.” This paper highlights that while LLMs have great… Sarah Welsh September 18, 2023 36 min read -
AI EvaluationExtending the Context Window of LLaMA Models Paper Reading
Introduction During this week’s paper reading event, we are thrilled to announce that we will be joined by Frank Liu, Director of Operations, and ML Architect at Zilliz,… Sarah Welsh August 7, 2023 32 min read
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