Miles Williams

According to our database, Miles Williams authored at least 7 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2025

Compressing Language Models for Specialized Domains.

Miles Williams, George Chrysostomou, Vitor Jeronymo, Nikolaos Aletras

CoRR, February, 2025

Self-calibration for Language Model Quantization and Pruning.

Miles Williams, George Chrysostomou, Nikolaos Aletras

Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

2024

Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization.

George Chrysostomou, Zhixue Zhao, Miles Williams, Nikolaos Aletras

Trans. Assoc. Comput. Linguistics, 2024

On the Impact of Calibration Data in Post-training Quantization and Pruning.

Miles Williams, Nikolaos Aletras

Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024

2023

How Does Calibration Data Affect the Post-training Pruning and Quantization of Large Language Models?

Miles Williams, Nikolaos Aletras

CoRR, 2023

Lighter, yet More Faithful: Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization.

George Chrysostomou, Zhixue Zhao, Miles Williams, Nikolaos Aletras

CoRR, 2023

Frustratingly Simple Memory Efficiency for Pre-trained Language Models via Dynamic Embedding Pruning.

Miles Williams, Nikolaos Aletras

CoRR, 2023