I Added Three Rules to Gemma 4. The MoE Searched. The Dense Model Refused.

1. 1Run Gemma 4 MoE and dense models against GPT-4o and GPT-4o mini on a real-world chatbot task
2. 2Add prompt rules to the models and observe the differences in behavior
3. 3Compare the performance of MoE and dense variants on the same prompt
4. 4Analyze the failures of the dense variant and the successes of the MoE variant
5. 5Apply the insights gained to improve the design of NLP models and chatbot applications

NLP engineers and researchers can benefit from understanding the differences in MoE and dense architectures, particularly when working with prompt rules and chatbot applications

💡 MoE and dense architectures can exhibit opposite failures when given the same prompt rules

🤖 MoE vs dense architectures: which one performs better with prompt rules? 📊