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Miles Williams

Miles Williams has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining, Summarization, Efficient models & compression; often with Nikolaos Aletras, Rui Li, Zhixue Zhao.

2 papers in our library · 2024–2026

OpenAlex · h-index 0 · 5 works · 0 citations OpenAlex, 2026-10-14

📄 2 works in our library · 🔗 Cited 13 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #8529

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: Google Scholar · Semantic Scholar · dblp · ACL Anthology

 Affiliations

🎓University of SheffieldSheffield · United Kingdom2026 · 2 paperscurrent

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine.

 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work

🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 1 workSummarization · 1 workEfficient models & compression · 1 work

 Works by year

2020s

20261 paper20241 paper

 Papers

The most cited first (OpenAlex and our library).

  1. Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization (2024 · 27 citations)
    Large language models summarize well, but they are expensive to run and prone to inventing content that the source does not support.
  2. Speculative Decoding with a Speculative Vocabulary (2026 · 2 citations)
    Speculative decoding speeds up language model inference without changing outputs. In EAGLE-style drafters, which use only a single decoder layer, most drafting time goes into projecting the hidden state onto the target model's large vocabulary. Earlier remedies (FR-Spec, VocabTrim, EAGLE-3) limit the drafter to a…

All works

3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

  1. Investigating Hallucinations in Pruned Large Language Models for Abstractive SummarizationTransactions of the Association for Computational Linguistics (TACL)George Chrysostomou, Zhixue Zhao, Miles Williams, et al.2024 · 27 citations
  2. Speculative Decoding with a Speculative VocabularyFindings of the Association for Computational LinguisticsMiles Williams, Young D. Kwon, Rui Li, et al.2026 · 2 citations
  3. Compressing Language Models for Specialized Domains ↗Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetMiles Williams et al.2026

 Co-authors here

3 co-authors with a page, the most papers together first.

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

 Cited by

Papers of our library cite their works 13 times (of the 149,439 papers whose bibliographies we read).

Updated

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