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cs.CL2026
Optimal Model Activation Policies for Inference Networks of Large Language Models
Foivos Charalampakos, Md Ibrahim Ibne Alam, Iordanis Koutsopoulos +1
Recent advances in large language models (LLMs) have rendered them necessary for Natural Language Processing (NLP) tasks, and their high inference cost motivates the study of cost-…
cs.CL2024
On the Utility of Domain-Adjacent Fine-Tuned Model Ensembles for Few-shot Problems
Md Ibrahim Ibne Alam, Parikshit Ram, Soham Dan +2
Large Language Models (LLMs) have been observed to perform well on a wide range of downstream tasks when fine-tuned on domain-specific data. However, such data may not be readily a…