"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis cover image

Imbue CTO Josh Albrecht on Creating AI Agents for Reasoning, Reliability, and Robustness

"The Cognitive Revolution" | AI Builders, Researchers, and Live Player Analysis

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Techniques for improving model performance in natural language generation

Training an open source model to mimic GPT-4 reasoning has become a challenge. While some models achieve good scores on benchmarks, they still fall short of GPT-4's capabilities. Spending more compute at runtime could be a game-changer. Gemini may be exploring this avenue. The finishing technique is powerful, but there is potential for more gains by asking different questions and using tools in innovative ways. Breaking down questions into smaller pieces and building them back up leads to better results, as seen in novel writing tools.

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