LARGE LANGUAGE MODELS

Annologic LLC
2 min readJan 17, 2024

--

๐‹๐š๐ซ๐ ๐ž ๐ฅ๐š๐ง๐ ๐ฎ๐š๐ ๐ž ๐ฆ๐จ๐๐ž๐ฅ๐ฌ have become a trend from the late 2010s when developers capitalized on the breakthroughs in Transformer models by Google to reveal the power of large-scale language models. This led to improvement in language tasks with models understanding context and nuance in human languages coupled with the ability to generate coherent and contextually relevant text.

This trend has continued its ascendency with OpenAIโ€™s Generative Pre-trained Transformer 3 (GPT-3) model which showcases human-like text generation capabilities, leading to widespread adoption and exploration of commercial applications.

If you are looking to explore some of these commercial applications for your business, Annologic has got you covered with the following:
โ€ข Customer service chatbots
โ€ข Content creation and copywriting
โ€ข Legal and compliance analysis
โ€ข Healthcare support
โ€ข Language translation and localization
โ€ข Financial Analysis
โ€ข Personalized recommendations
โ€ข Research and Data Analysis

Trust us when we say you donโ€™t need to overthink how to get your business to benefit from these applications. Annologic has got services to help you every step of the way in taking advantage of this technology through the process of LLM fine-tuning.
โ€ข ๐ƒ๐š๐ญ๐š ๐ฉ๐ซ๐ž๐ฉ๐š๐ซ๐š๐ญ๐ข๐จ๐ง: identifying use cases relevant to your business and the specific technical or business-specific documents required.

โ€ข ๐ƒ๐š๐ญ๐š ๐€๐ง๐ง๐จ๐ญ๐š๐ญ๐ข๐จ๐ง: tagging collected data according to specific use cases (e.g., tagging customer service queries with their intents)

โ€ข ๐‚๐ก๐จ๐จ๐ฌ๐ข๐ง๐  ๐š ๐๐ซ๐ž-๐“๐ซ๐š๐ข๐ง๐ž๐ ๐Œ๐จ๐๐ž๐ฅ: making a suitable choice based on requirements such as model size, complexity, and domain alignment..

โ€ข ๐…๐ข๐ง๐ž-๐ญ๐ฎ๐ง๐ข๐ง๐ : Training chosen model on annotated data while extensively optimizing hyperparameters.

โ€ข ๐Œ๐จ๐๐ž๐ฅ ๐“๐ž๐ฌ๐ญ๐ข๐ง๐ : evaluating the performance of the fine-tuned model using a validation data set and in real-world scenarios similar to the intended use case.

โ€ข ๐Œ๐จ๐๐ž๐ฅ ๐ˆ๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ข๐จ๐ง: incorporating the fine-tuned model into your business workflow, such as integrating it into software applications and customer service platforms.

We look forward to assisting you with your AI needs!
๐Ÿ“ง Letโ€™s talk via inquiries@annologic.com

--

--

Annologic LLC
Annologic LLC

Written by Annologic LLC

Annologic: Empowering businesses with top-tier but cost-effective AI solutions for optimal data utilization through machine learning.

No responses yet