We use the answer_similarity and answer_correctness metrics to measure the overall performance of the RAG chain. The evaluation shows that the RAG chain produces an answer similarity of 0.8873 and an answer correctness of 0.5922 on our dataset. The correctness seems a bit low so let’s ...
LLM features have the potential to significantly improve the user experience, however, they are expensive and can impact the performance of the product. Hence, it is critical to measure the user value they add to justify any added costs. While a product-level utility...
Measuring the performance boost from a new CPU is pretty straightforward, but how to measure the performance of an AI model? Developers, tech, and business leaders are being asked to quantify generative AI’s return on investment. Our top stories this month have answers. Top picks for generativ...
Learn to create diverse test cases using both intrinsic and extrinsic metrics and balance the performance with resource management for reliable LLMs.
NDCG is a common metric to measure the performance of retrieval systems. A higher NDCG indicates an embedding model that is better at ranking relevant items higher in the list of retrieved results. Model Size: Size of the embedding model (in GB). It gives an idea of the computational ...
the measure is independent from the scale of values in the matrix. As a consequence, the most straightforward interpretation of the cosine similarity on non-negative values suggests to consider it as a non-negative equivalent of canonical Bravais-Person measure of linear correlation between two varia...
tic and toc is one way to measure the performance of your code. Other ways include the timeit function and the Profiler. 0 Comments Sign in to comment. Barsom on 21 Oct 2024 Vote 0 Link Write a program that reads the departure time of a train and the arrival time and computes and...
The idea is to ensure that high-priority tasks are completed first. How do you measure a developer's productivity? Developer productivity does not depend on a single metric. You have to consider multiple parameters to determine how to measure developer performance. For example, if you want to ...
However, we generally recommend beginning with an employee engagement survey, as this survey type focuses on the measure you most want to improve: engagement. We've written extensively on how to collect data, and to save you time, we've compiled a few resources for you here: For help ...
Brand awareness is hard to measure—but you should try anyway How to measure your brand awareness 1. Social SoV 2. Search SoV 3. Ad traffic 4. Total & direct traffic 5. Backlinks & referrals 6. Social media growth 7. AI overview & LLM 8. Branded keywords 9. Brand traffic 10. Brand...