Andrew O. Arnold
Andrew O. Arnold has 2 papers in our library, in 2021, most of them on Question answering, Summarization; often with Bing Xiang, Dejiao Zhang, Feng Nan.
OpenAlex · h-index 18 · 37 works · 2,805 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 107 times in our library · ⭐ Paper Stars ranking: #3882
Affiliations
🏢AmazonSeattle ·
United States2020–2022 · 8 papers🎓Carnegie Mellon UniversityPittsburgh ·
United States2007–2018 · 13 papers🎓Columbia UniversityNew York ·
United States2002–2021 · 5 papers🎓Chinese University of Hong KongHong Kong ·
Hong Kong2020–2021 · 2 papers🏢GoogleMountain View ·
United States2020 · 2 papers
Concepts, shelves and topics
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Question answering · 1 workSummarization · 1 work
Works by year
2020s
Papers
- Supporting Clustering with Contrastive Learning (2021 · 239 citations)
Deep clustering methods that rely on distances often fail when semantic categories overlap heavily in the embedding space at the start of training. - Improving Factual Consistency of Abstractive Summarization via Question Answering (2021 · 128 citations)
Abstractive summarizers such as fine-tuned BART-large often produce fluent summaries that are not supported by the source document or even contradict it. Standard MLE training rewards n-gram overlap, not faithfulness. The authors tackle this problem in two steps.
Co-authors here
- Bing Xiang ×2
- Dejiao Zhang ×2
- Feng Nan ×2
- Henghui Zhu ×2
- Kathleen McKeown ×2
- Ramesh Nallapati ×2
- Cicero Nogueira dos Santos
- Patrick Ng
- Shang-Wen Li
- Zhiguo Wang
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2021
- Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): NAACL 2021
Cited by
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