[PDF][PDF] A comprehensive survey of small language models in the era of large language models: Techniques, enhancements, applications, collaboration with llms, and …
Large language models (LLM) have demonstrated emergent abilities in text generation,
question answering, and reasoning, facilitating various tasks and domains. Despite their …
question answering, and reasoning, facilitating various tasks and domains. Despite their …
Multilevel interpretability of artificial neural networks: leveraging framework and methods from neuroscience
As deep learning systems are scaled up to many billions of parameters, relating their
internal structure to external behaviors becomes very challenging. Although daunting, this …
internal structure to external behaviors becomes very challenging. Although daunting, this …
Benchmarking Large Language Models via Random Variables
With the continuous advancement of large language models (LLMs) in mathematical
reasoning, evaluating their performance in this domain has become a prominent research …
reasoning, evaluating their performance in this domain has become a prominent research …