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The realm of large language models (LLMs) has witnessed explosive growth, with models boasting parameters in the hundreds of billions. While milestones like GPT-3 and PaLM have pushed the boundaries of what's possible, the quest for advanced capabilities continues. This exploration delves into the potential advantages of LLMs beyond the 123B parame