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cs.CL2024
Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models
Chen Zhang, Zhuorui Liu, Dawei Song
With the increasingly giant scales of (causal) large language models (LLMs), the inference efficiency comes as one of the core concerns along the improved performance. In contrast…
cs.CL2024
A Comprehensive Analysis of the Effectiveness of Large Language Models as Automatic Dialogue Evaluators
Chen Zhang, Luis Fernando D'Haro, Yiming Chen +2
Automatic evaluation is an integral aspect of dialogue system research. The traditional reference-based NLG metrics are generally found to be unsuitable for dialogue assessment. Co…
cs.CL2023
Task-agnostic Distillation of Encoder-Decoder Language Models
Chen Zhang, Yang Yang, Jingang Wang +1
Finetuning pretrained language models (LMs) have enabled appealing performance on a diverse array of tasks. The intriguing task-agnostic property has driven a shifted focus from ta…