Simple next-token generation, the foundational technique of large language models (LLMs), is usually insufficient for tackling complex reasoning tasks. To address this limitation, various research teams have explored innovative methodologies aimed at enhancing the reasoning capabilities of LLMs. These enhancements are crucial for enabling these models to handle more intricate … [Read more...] about Advancing AI’s Cognitive Horizons: 8 Significant Research Papers on LLM Reasoning
LLM
10 Integral Steps in LLM Application Development
In the rapidly evolving AI landscape, Large Language Models (LLMs) have emerged as powerful tools, driving innovation across various sectors. From enhancing customer service experiences to providing insightful data analysis, the applications of LLMs are vast and varied. However, building a successful LLM application involves much more than just leveraging advanced technology. … [Read more...] about 10 Integral Steps in LLM Application Development
LLM Safety Checklist: Avoiding Common Traps in Generative AI Applications
With the rush to adopt generative AI to stay competitive, many businesses are overlooking key risks associated with LLM-driven applications. We cover four major risk areas with large language models such as OpenAI’s GPT-4 or Meta’s Llama 2, which should be vetted carefully before they are deployed to production for real end-users: In the following sections, we will … [Read more...] about LLM Safety Checklist: Avoiding Common Traps in Generative AI Applications
Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation
Large Language Models (LLMs) present a unique challenge when it comes to performance evaluation. Unlike traditional machine learning where outcomes are often binary, LLM outputs dwell in a spectrum of correctness. Also, while your base model may excel in broad metrics, general performance doesn’t guarantee optimal performance for your specific use cases. Therefore, a … [Read more...] about Beyond Metrics: A Hybrid Approach to LLM Performance Evaluation
Step-By-Step LLM Product Development For Business Leaders
Generated with Midjourney Enterprises in every industry and corner of the globe are rushing to integrate the power of large language models (LLMs) like OpenAI’s ChatGPT, Anthropic’s Claude, and AI12Lab’s Jurassic to boost performance in a wide range of business applications, such as market research, customer service, and content generation. However, building an LLM … [Read more...] about Step-By-Step LLM Product Development For Business Leaders