We have combined a number of elements that we believe give a fairly comprehensive and overall useful overview. We compare the model’s features with some respected third-party scores and benchmarks.
Selecting the right Language Learning Model is crucial because the effectiveness of your AI solution largely depends on it. Each model has its strengths and weaknesses, and some models may be more suitable for certain tasks than others. Additionally, models vary in terms of resource requirements, such as the amount of training data needed and processing power. The correct model choice can also have implications for your project's privacy and cost. Here are a few factors to consider when choosing a Language Learning Model:
The market is incredibly active, with new developments happening almost daily, but today we have curated ten models that are powerful and well-established. These models have been chosen because of their popularity in both commercial (OpenAi, Google…) and open-source solutions (like falcon, currently top 1 in Hugging Face’s leaderboard).
If you think there are others that should be included, feel free to drop us a line.
The proprietary options from OpenAI, Anthropic, and Google are currently the most comprehensive and powerful.
As for open-source models, the best option available is Falcon-40B-instruct, with a reasonable cost given its benchmark scores, and new models appearing every week. Open-source models are very appealing because you can host your own LLM instance on a server under your control, offering different possibilities in terms of security, privacty and cost flexibility. Our approach at PrivateGPT is a combination of models. We're about creating hybrid systems that can combine and optimize the use of different models based on the needs of each part of the project.With the right configuration and design, you can combine different LLMs to offer a great experience while meeting other requirements in terms of security and privacy.
If this sounds interesting for your organisation. Submit your application and let us know about your needs and ideas, and we'll get in touch if we can help you.