A review arguing that ecosystem factors such as data management, computational efficiency, latency, and evaluation frameworks, not model size, will determine the value of LLM-based services.
Retrieval-augmented generation for knowledge- intensive NLP tasks
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Beyond the model: Key differentiators in large language models and multi-agent services
A review arguing that ecosystem factors such as data management, computational efficiency, latency, and evaluation frameworks, not model size, will determine the value of LLM-based services.