🧑‍🔬 Ioannis Konstas

🏛️ Affiliations

🎓Heriot-Watt UniversityEdinburgh · United Kingdom2018–2026 · 48 paperscurrent🎓University of EdinburghEdinburgh · United Kingdom2010–2023 · 12 papers🎓University of WashingtonSeattle · United States2016–2017 · 7 papers🎓University of GlasgowGlasgow · United Kingdom2009–2010 · 4 papers🎓Carnegie Mellon UniversityPittsburgh · United States2019–2020 · 3 papers

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 2 more institutions on single bylines are not listed.

🧭 Fields, topics and concepts

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

📅 Works by year

2010s

📄 Papers

The most cited first (OpenAlex and our library).

1. Neural AMR: Sequence-to-Sequence Models for Parsing and Generation (2017 · 425 citations)
   The paper applies sequence-to-sequence neural models to both AMR parsing and AMR generation. The main obstacle is data sparsity, so the authors pretrain on millions of unlabelled Gigaword sentences: a parser labels them, a generator is pretrained on those pairs, and then both are fine-tuned on the 16,833 gold pairs.…
2. Mapping Language to Code in Programmatic Context (2018 · 260 citations)
   Real programs depend on their surroundings, yet earlier NL-to-code systems used fixed templates, one fixed context, or no context.

All works

14 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. Summarizing Source Code using a Neural Attention Model ↗Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetSrinivasan Iyer et al.2016 · 800 citations
2. On social networks and collaborative recommendation ↗International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · no summary yetIoannis Konstas, Vassilios Stathopoulos, Joemon M. Jose2009 · 607 citations
3. Learning a Neural Semantic Parser from User Feedback ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetSrinivasan Iyer et al.2017 · 472 citations
4. Neural AMR: Sequence-to-Sequence Models for Parsing and GenerationIoannis Konstas, Srinivasan Iyer, Mark Yatskar, et al.Machine translation · 425 citations
5. Mapping Language to Code in Programmatic ContextConference on Empirical Methods in Natural Language Processing (EMNLP)Srinivasan Iyer, Ioannis Konstas, Alvin Cheung, et al.2018 · 260 citations
6. The Effect of Different Writing Tasks on Linguistic Style: A Case Study of the ROC Story Cloze Task ↗Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017) · no summary yetRoy Schwartz et al.2017 · 175 citations
7. Better Conversations by Modeling, Filtering, and Optimizing for Coherence and Diversity ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetXinnuo Xu et al.2018 · 103 citations
8. History for Visual Dialog: Do we really need it? ↗Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yetShubham Agarwal et al.2020 · 85 citations
9. SEQ^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression ↗Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) · no summary yetChristos Baziotis et al.2019 · 52 citations
10. A Theme-Rewriting Approach for Generating Algebra Word Problems ↗Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing · no summary yetRik Koncel-Kedziorski et al.2016 · 44 citations
11. Findings of the Fourth Workshop on Neural Generation and Translation ↗Proceedings of the Fourth Workshop on Neural Generation and Translation · no summary yetKenneth Heafield et al.2020 · 35 citations
12. Findings of the Third Workshop on Neural Generation and Translation ↗Proceedings of the 3rd Workshop on Neural Generation and Translation · no summary yetHiroaki Hayashi et al.2019 · 28 citations
13. Neuron to Graph: Interpreting Language Model Neurons at Scale ↗arXiv:2305.19911 · no summary yetAlex Foote et al.2023 · 15 citations
14. SPaR.txt, a Cheap Shallow Parsing Approach for Regulatory Texts ↗Proceedings of the Natural Legal Language Processing Workshop 2021 · no summary yetRuben Kruiper et al.2021 · 6 citations

🤝 Co-authors here

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

• Luke Zettlemoyer ×2
• Srinivasan Iyer ×2
• Alvin Cheung
• Mark Yatskar
• Yejin Choi

Venues

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

• Annual Meeting of the Association for Computational Linguistics (ACL) ×4: ACL 2017
• Conference on Empirical Methods in Natural Language Processing (EMNLP) ×3: EMNLP 2018
• Proceedings of the 3rd Workshop on Neural Generation and Translation ×2
• International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)
• Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)
• Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017)
• Proceedings of the Natural Legal Language Processing Workshop 2021

🔗 Cited by

Papers of our library cite their works 693 times (of the 149,439 papers whose bibliographies we read); 113 citing papers with a page here →.

Updated 2 November 2026

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