📰 Computational Linguistics 2021 — papers

The works of Computational Linguistics published in 2021 that our library holds (publisher: The MIT Press): 10 works, listed below with the most cited first; each has a page with our summary, its key points and its references.

Awards

As the ACL Anthology records them.

1. Universal DependenciesMarie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre et al. · 🏆 Computational Linguistics High-Impact Paper Awardour summary

All works of the year (29)

The most cited first; 10 with our summary link to their page here, the others to the original.

1. Abstractive Text Summarization: Enhancing Sequence-to-Sequence Models Using Word Sense Disambiguation and Semantic Content Generalization ↗Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis
2. Analysis and Evaluation of Language Models for Word Sense Disambiguation ↗Daniel Loureiro, Kiamehr Rezaee, Mohammad Taher Pilehvar et al.
3. Approximating Probabilistic Models as Weighted Finite Automata ↗Ananda Theertha Suresh, Brian Roark, Michael Riley et al.
4. Are Ellipses Important for Machine Translation?Payal Khullarour summary
5. CausaLM: Causal Model Explanation Through Counterfactual Language ModelsAmir Feder, Nadav Oved, Uri Shalit et al.our summary
6. Comparing Knowledge-Intensive and Data-Intensive Models for English Resource Semantic Parsing ↗Junjie Cao, Zi Lin, Weiwei Sun et al.
7. Decoding Word Embeddings with Brain-Based Semantic Features ↗Emmanuele Chersoni, Enrico Santus, Chu-Ren Huang et al.
8. Depth-Bounded Statistical PCFG Induction as a Model of Human Grammar Acquisition ↗Lifeng Jin, Lane Schwartz, Finale Doshi-Velez et al.
9. Detecting Local Insights from Global Labels: Supervised and Zero-Shot Sequence Labeling via a Convolutional Decomposition ↗Allen Schmaltz
10. Embeddings in Natural Language Processing: Theory and Advances in Vector Representations of Meaning ↗Marcos Garcia
11. Formal Basis of a Language Universal ↗Miloš Stanojević, Mark Steedman
12. Generalizing Cross-Document Event Coreference Resolution Across Multiple CorporaMichael Bugert, Nils Reimers, Iryna Gurevychour summary
13. Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve ↗Oshin Agarwal, Yinfei Yang, Byron C. Wallace et al.
14. Kathy McKeown Interviews Bonnie Webber ↗Bonnie Webber
15. LFG Generation from Acyclic F-Structures is NP-Hard ↗Jürgen Wedekind, Ronald M. Kaplan
16. Natural Language Processing and Computational Linguistics ↗Junichi Tsujii
17. Python for Linguists ↗Benjamin Roth, Michael Wiegand
18. RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain DatabasesDongHyun Choi, Myeong Cheol Shin, EungGyun Kim et al.our summary
19. Semantic Data Set Construction from Human Clustering and Spatial Arrangement ↗Olga Majewska, Diana McCarthy, Jasper J. F. van den Bosch et al.
20. Sequence-Level Training for Non-Autoregressive Neural Machine Translation ↗Chenze Shao, Yang Feng, Jinchao Zhang et al.
21. Supervised and Unsupervised Neural Approaches to Text ReadabilityMatej Martinc, Senja Pollak, Marko Robnik-Šikonjaour summary
22. Syntax Role for Neural Semantic Role LabelingZuchao Li, Hai Zhao, Shexia He et al.our summary
23. The (Un)Suitability of Automatic Evaluation Metrics for Text SimplificationFernando Alva-Manchego, Carolina Scarton, Lucia Speciaour summary
24. The Taxonomy of Writing Systems: How to Measure How Logographic a System Is ↗Richard Sproat, Alexander Gutkin
25. Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning Lifecycle*Yang Trista Cao, Hal Daumé IIIour summary

See all 29 papers in Computational Linguistics 2021 — papers →

📄 Works with our summary in our library (10)

The most cited first (OpenAlex citations plus our library's).

1. Universal DependenciesMarie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre, et al.2021 · 910 citations
2. Universal DependenciesComputational LinguisticsMarie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre, et al.2021 · 480 citations
3. Supervised and Unsupervised Neural Approaches to Text ReadabilityComputational LinguisticsMatej Martinc, Senja Pollak, Marko Robnik-Šikonja2021 · 190 citations
4. RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain DatabasesComputational LinguisticsDongHyun Choi, Myeong Cheol Shin, EungGyun Kim, et al.2021 · 156 citations
5. The (Un)Suitability of Automatic Evaluation Metrics for Text SimplificationComputational LinguisticsFernando Alva-Manchego, Carolina Scarton, Lucia Specia2021 · 156 citations
6. CausaLM: Causal Model Explanation Through Counterfactual Language ModelsComputational LinguisticsAmir Feder, Nadav Oved, Uri Shalit, et al.2021 · 103 citations
7. Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning Lifecycle*Computational LinguisticsYang Trista Cao, Hal Daumé III2021 · 71 citations
8. Generalizing Cross-Document Event Coreference Resolution Across Multiple CorporaComputational LinguisticsMichael Bugert, Nils Reimers, Iryna Gurevych2021 · 33 citations
9. Syntax Role for Neural Semantic Role LabelingComputational LinguisticsZuchao Li, Hai Zhao, Shexia He, et al.2021 · 29 citations
10. Are Ellipses Important for Machine Translation?Payal Khullar2021 · 3 citations

🧭 Top topics

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

🔗Coreference resolution (2)🌐Universal Dependencies (2)English (2)🎭Semantic role labeling (1)🔁Machine translation (1)🧠Language models & pretraining (1)📏Evaluation & benchmarks (1)💻Code & programming languages (1)📐Syntax & grammar formalisms (1)🧾Semantic parsing & meaning representation (1)

📚 Fields

🎭Arts and Humanities (10)🖥️Computer Science (10)🤝Social Sciences (1)

🧑‍🔬 Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

🏛️ Top institutions

Institutions on the bylines of its works here, by the number of works.

🎓Uppsala UniversityUppsala · Sweden2 works here🎓Charles UniversityPrague · Czechia2 works here🎓The Ohio State UniversityColumbus · United States2 works here🎓Stanford UniversityStanford · United States2 works here🎓University of LjubljanaLjubljana · Slovenia1 work here🎓Technion – Israel Institute of TechnologyHaifa · Israel1 work here🎓Shanghai Jiao Tong UniversityShanghai · China1 work here🔬Jožef Stefan InstituteLjubljana · Slovenia1 work here🎓Technische Universität DarmstadtDarmstadt · Germany1 work here🎓Jožef Stefan International Postgraduate SchoolLjubljana · Slovenia1 work here🎓Imperial College LondonLondon · United Kingdom1 work here🎓International Institute of Information Technology, HyderabadHyderabad · India1 work here

works and citations from OpenAlex and our library.

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