Going back to Excel and shifting my metaphor up a level, today ChatGPT sometimes seems more like the original PCs than like Excel (or VisiCalc). It’s a general purpose technology, there’s a command line, and some stuff that’s theoretically magic, and a few things that are extremely useful to a few people, but we don’t yet have the richness of all... See more
Giskard is a Python library that automatically detects vulnerabilities of AI models, from tabular models to LLM, including: performance biases, data leakage, spurious correlation, hallucination, toxicity, security issues and many more.
It's a powerful tool that helps data scientists save time and effort drilling down on model issues, and produce... See more
LLMs struggle when handling tasks which require extensive knowledge. This limitation highlights the need to supplement LLMs with non-parametric knowledge. This paper Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts analyze the effects of different types of non-parametric knowledge, such as... See more
Navigating the terrain of vector databases in 2023 reveals a diverse array of options each catering to different needs. The comparison table paints a clear picture, but here's a succinct summary to aid your decision:
Where possible, we try to match the Hugging Face implementation. We are open to adjusting the API, so please reach out with feedback regarding these details.