Jonathan Pilault
Jonathan Pilault has 2 papers in our library, in 2020–2023, most of them on Language models & pretraining, Summarization; often with Christopher Pal, Orhan Firat, Raymond Li.
OpenAlex · h-index 4 · 21 works · 263 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 145 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #5097
Affiliations
Fields, topics and concepts
📚 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 2Research subjects and languages the work is about.Language models & pretraining · 1 workSummarization · 1 work
Works by year
2020s
Papers
- On Extractive and Abstractive Neural Document Summarization with Transformer Language Models (2020 · 261 citations)
Neural abstractive models struggle with documents several thousand words long. Recurrent seq2seq systems handle long-range dependencies poorly, and transformer language models (TLMs) cannot fit such long inputs in memory. The authors propose a two-stage hybrid. First, an extractive sentence pointer network selects… - Block-State Transformers (2023 · 20 citations)
Transformers handle language modeling well, but attention cost grows quadratically with input length, and they generalize poorly to long contexts.
All works
- On Extractive and Abstractive Neural Document Summarization with Transformer Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Jonathan Pilault, Raymond Li, Sandeep Subramanian, et al.2020 · 261 citations
- Zamba: A Compact 7B SSM Hybrid Model ↗arXiv:2405.16712 · no summary yetPaolo Glorioso et al.2024 · 50 citations
- Block-State TransformersarXiv:2306.09539Mahan Fathi, Jonathan Pilault, Orhan Firat, et al.2023 · 20 citations
- On Conditional and Compositional Language Model Differentiable Prompting ↗International Joint Conference on Artificial Intelligence · no summary yetJonathan Pilault et al.2023 · 2 citations
Co-authors here
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2020
- International Joint Conference on Artificial Intelligence
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/jonathan-pilault/