---
title: "Computational Linguistics 2021 — papers — Elamur Research"
description: "Computational Linguistics 2021 — papers: 10 papers in the Elamur Research library, with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/cl/2021/"
---
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# 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.

[**29** works that year](#all) · [**10** works in our library](https://md.research.elamur.ai/free/en/venues/cl/2021/#works) · [**2,131** citations of these works](https://md.research.elamur.ai/free/en/venues/cl/2021/#works)

## Awards

As the ACL Anthology records them.

1. **[Universal Dependencies](https://md.research.elamur.ai/free/en/papers/marneffe-2021-universal-dependencies/)**Marie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre et al. · 🏆 Computational Linguistics High-Impact Paper Award*our 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 ↗](https://aclanthology.org/2021.cl-4.27/)**Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis
2. **[Analysis and Evaluation of Language Models for Word Sense Disambiguation ↗](https://aclanthology.org/2021.cl-2.14/)**Daniel Loureiro, Kiamehr Rezaee, Mohammad Taher Pilehvar et al.
3. **[Approximating Probabilistic Models as Weighted Finite Automata ↗](https://aclanthology.org/2021.cl-2.9/)**Ananda Theertha Suresh, Brian Roark, Michael Riley et al.
4. **[Are Ellipses Important for Machine Translation?](https://md.research.elamur.ai/free/en/papers/khullar-2021-are-ellipses-important-machine-translation/)**Payal Khullar*our summary*
5. **[CausaLM: Causal Model Explanation Through Counterfactual Language Models](https://md.research.elamur.ai/free/en/papers/feder-2021-causalm-causal-model-explanation-through/)**Amir Feder, Nadav Oved, Uri Shalit et al.*our summary*
6. **[Comparing Knowledge-Intensive and Data-Intensive Models for English Resource Semantic Parsing ↗](https://aclanthology.org/2021.cl-1.3/)**Junjie Cao, Zi Lin, Weiwei Sun et al.
7. **[Decoding Word Embeddings with Brain-Based Semantic Features ↗](https://aclanthology.org/2021.cl-3.20/)**Emmanuele Chersoni, Enrico Santus, Chu-Ren Huang et al.
8. **[Depth-Bounded Statistical PCFG Induction as a Model of Human Grammar Acquisition ↗](https://aclanthology.org/2021.cl-1.7/)**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 ↗](https://aclanthology.org/2021.cl-4.25/)**Allen Schmaltz
10. **[Embeddings in Natural Language Processing: Theory and Advances in Vector Representations of Meaning ↗](https://aclanthology.org/2021.cl-3.22/)**Marcos Garcia
11. **[Formal Basis of a Language Universal ↗](https://aclanthology.org/2021.cl-1.2/)**Miloš Stanojević, Mark Steedman
12. **[Generalizing Cross-Document Event Coreference Resolution Across Multiple Corpora](https://md.research.elamur.ai/free/en/papers/bugert-2021-generalizing-cross-document-event-coreference/)**Michael Bugert, Nils Reimers, Iryna Gurevych*our summary*
13. **[Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve ↗](https://aclanthology.org/2021.cl-1.5/)**Oshin Agarwal, Yinfei Yang, Byron C. Wallace et al.
14. **[Kathy McKeown Interviews Bonnie Webber ↗](https://aclanthology.org/2021.cl-1.1/)**Bonnie Webber
15. **[LFG Generation from Acyclic F-Structures is NP-Hard ↗](https://aclanthology.org/2021.cl-4.31/)**Jürgen Wedekind, Ronald M. Kaplan
16. **[Natural Language Processing and Computational Linguistics ↗](https://aclanthology.org/2021.cl-4.24/)**Junichi Tsujii
17. **[Python for Linguists ↗](https://aclanthology.org/2021.cl-1.8/)**Benjamin Roth, Michael Wiegand
18. **[RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases](https://md.research.elamur.ai/free/en/papers/choi-2021-ryansql-recursively-applying-sketch-based/)**DongHyun Choi, Myeong Cheol Shin, EungGyun Kim et al.*our summary*
19. **[Semantic Data Set Construction from Human Clustering and Spatial Arrangement ↗](https://aclanthology.org/2021.cl-1.4/)**Olga Majewska, Diana McCarthy, Jasper J. F. van den Bosch et al.
20. **[Sequence-Level Training for Non-Autoregressive Neural Machine Translation ↗](https://aclanthology.org/2021.cl-4.29/)**Chenze Shao, Yang Feng, Jinchao Zhang et al.
21. **[Supervised and Unsupervised Neural Approaches to Text Readability](https://md.research.elamur.ai/free/en/papers/martinc-2021-supervised-unsupervised-neural-approaches-text/)**Matej Martinc, Senja Pollak, Marko Robnik-Šikonja*our summary*
22. **[Syntax Role for Neural Semantic Role Labeling](https://md.research.elamur.ai/free/en/papers/li-2021-syntax-role-neural-semantic-role/)**Zuchao Li, Hai Zhao, Shexia He et al.*our summary*
23. **[The (Un)Suitability of Automatic Evaluation Metrics for Text Simplification](https://md.research.elamur.ai/free/en/papers/manchego-2021-un-suitability-automatic-evaluation-metrics/)**Fernando Alva-Manchego, Carolina Scarton, Lucia Specia*our summary*
24. **[The Taxonomy of Writing Systems: How to Measure How Logographic a System Is ↗](https://aclanthology.org/2021.cl-3.16/)**Richard Sproat, Alexander Gutkin
25. **[Toward Gender-Inclusive Coreference Resolution: An Analysis of Gender and Bias Throughout the Machine Learning Lifecycle*](https://md.research.elamur.ai/free/en/papers/cao-2021-gender-inclusive-coreference-resolution-analysis/)**Yang Trista Cao, Hal Daumé III*our summary*

[See all 29 papers in Computational Linguistics 2021 — papers →](https://md.research.elamur.ai/free/en/venues/cl/2021/papers/)

## Works with our summary in our library (10)

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

1. [**Universal Dependencies**Marie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre, et al.*2021 · 910 citations*](https://md.research.elamur.ai/free/en/papers/marneffe-2021-universal-dependencies-2/)
2. **[Universal Dependencies](https://md.research.elamur.ai/free/en/papers/marneffe-2021-universal-dependencies/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Marie-Catherine de Marneffe, Christopher D. Manning, Joakim Nivre, et al.*2021 · 480 citations*
3. **[Supervised and Unsupervised Neural Approaches to Text Readability](https://md.research.elamur.ai/free/en/papers/martinc-2021-supervised-unsupervised-neural-approaches-text/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Matej Martinc, Senja Pollak, Marko Robnik-Šikonja*2021 · 190 citations*
4. **[RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases](https://md.research.elamur.ai/free/en/papers/choi-2021-ryansql-recursively-applying-sketch-based/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**DongHyun Choi, Myeong Cheol Shin, EungGyun Kim, et al.*2021 · 156 citations*
5. **[The (Un)Suitability of Automatic Evaluation Metrics for Text Simplification](https://md.research.elamur.ai/free/en/papers/manchego-2021-un-suitability-automatic-evaluation-metrics/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Fernando Alva-Manchego, Carolina Scarton, Lucia Specia*2021 · 156 citations*
6. **[CausaLM: Causal Model Explanation Through Counterfactual Language Models](https://md.research.elamur.ai/free/en/papers/feder-2021-causalm-causal-model-explanation-through/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Amir 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*](https://md.research.elamur.ai/free/en/papers/cao-2021-gender-inclusive-coreference-resolution-analysis/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Yang Trista Cao, Hal Daumé III*2021 · 71 citations*
8. **[Generalizing Cross-Document Event Coreference Resolution Across Multiple Corpora](https://md.research.elamur.ai/free/en/papers/bugert-2021-generalizing-cross-document-event-coreference/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Michael Bugert, Nils Reimers, Iryna Gurevych*2021 · 33 citations*
9. **[Syntax Role for Neural Semantic Role Labeling](https://md.research.elamur.ai/free/en/papers/li-2021-syntax-role-neural-semantic-role/) [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/)**Zuchao Li, Hai Zhao, Shexia He, et al.*2021 · 29 citations*
10. [**Are Ellipses Important for Machine Translation?**Payal Khullar*2021 · 3 citations*](https://md.research.elamur.ai/free/en/papers/khullar-2021-are-ellipses-important-machine-translation/)

## Top topics

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

[Coreference resolution (2)](https://md.research.elamur.ai/free/en/topics/coreference-resolution/) · [Universal Dependencies (2)](https://md.research.elamur.ai/free/en/topics/universal-dependencies/) · [English (2)](https://md.research.elamur.ai/free/en/topics/english/) · [Semantic role labeling (1)](https://md.research.elamur.ai/free/en/topics/semantic-role-labeling/) · [Machine translation (1)](https://md.research.elamur.ai/free/en/topics/machine-translation/) · [Language models & pretraining (1)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Evaluation & benchmarks (1)](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Code & programming languages (1)](https://md.research.elamur.ai/free/en/topics/code-and-programming/) · [Syntax & grammar formalisms (1)](https://md.research.elamur.ai/free/en/topics/syntax-grammar/) · [Semantic parsing & meaning representation (1)](https://md.research.elamur.ai/free/en/topics/semantic-parsing/)

## Fields

[Arts and Humanities (10)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (10)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Social Sciences (1)](https://md.research.elamur.ai/free/en/shelves/social-sciences/)

## Top authors

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

[🧑‍🔬**Christopher D. Manning**2 works here · 1,390 citations](https://md.research.elamur.ai/free/en/authors/christopher-d-manning/) · [🧑‍🔬**Daniel Zeman**2 works here · 1,390 citations](https://md.research.elamur.ai/free/en/authors/daniel-zeman/) · [🧑‍🔬**Joakim Nivre**2 works here · 1,390 citations](https://md.research.elamur.ai/free/en/authors/joakim-nivre/) · [🧑‍🔬**Marie-Catherine de Marneffe**2 works here · 1,390 citations](https://md.research.elamur.ai/free/en/authors/marie-catherine-de-marneffe/) · [🧑‍🔬**Matej Martinc**1 work here · 190 citations](https://md.research.elamur.ai/free/en/authors/matej-martinc/) · [🧑‍🔬**Senja Pollak**1 work here · 190 citations](https://md.research.elamur.ai/free/en/authors/senja-pollak/) · [🧑‍🔬**Carolina Scarton**1 work here · 156 citations](https://md.research.elamur.ai/free/en/authors/carolina-scarton/) · [🧑‍🔬**Fernando Alva-Manchego**1 work here · 156 citations](https://md.research.elamur.ai/free/en/authors/fernando-alva-manchego/) · [🧑‍🔬**Lucia Specia**1 work here · 156 citations](https://md.research.elamur.ai/free/en/authors/lucia-specia/) · [🧑‍🔬**Roi Reichart**1 work here · 103 citations](https://md.research.elamur.ai/free/en/authors/roi-reichart/) · [🧑‍🔬**Hal Daumé III**1 work here · 71 citations](https://md.research.elamur.ai/free/en/authors/hal-daume-iii/) · [🧑‍🔬**Yang Trista Cao**1 work here · 71 citations](https://md.research.elamur.ai/free/en/authors/yang-trista-cao/)

## Top institutions

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

[🎓**Uppsala University** Uppsala · Sweden 2 works here](https://md.research.elamur.ai/free/en/universities/uppsala-university/) · [🎓**Charles University** Prague · Czechia 2 works here](https://md.research.elamur.ai/free/en/universities/charles-university/) · [🎓**The Ohio State University** Columbus · United States 2 works here](https://md.research.elamur.ai/free/en/universities/the-ohio-state-university/) · [🎓**Stanford University** Stanford · United States 2 works here](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🎓**University of Ljubljana** Ljubljana · Slovenia 1 work here](https://md.research.elamur.ai/free/en/universities/university-of-ljubljana/) · [🎓**Technion – Israel Institute of Technology** Haifa · Israel 1 work here](https://md.research.elamur.ai/free/en/universities/technion-israel-institute-of-technology/) · [🎓**Shanghai Jiao Tong University** Shanghai · China 1 work here](https://md.research.elamur.ai/free/en/universities/shanghai-jiao-tong-university/) · [🔬**Jožef Stefan Institute** Ljubljana · Slovenia 1 work here](https://md.research.elamur.ai/free/en/labs/jozef-stefan-institute/) · [🎓**Technische Universität Darmstadt** Darmstadt · Germany 1 work here](https://md.research.elamur.ai/free/en/universities/technische-universitat-darmstadt/) · [🎓**Jožef Stefan International Postgraduate School** Ljubljana · Slovenia 1 work here](https://md.research.elamur.ai/free/en/universities/jozef-stefan-international-postgraduate-school/) · [🎓**Imperial College London** London · United Kingdom 1 work here](https://md.research.elamur.ai/free/en/universities/imperial-college-london/) · [🎓**International Institute of Information Technology, Hyderabad** Hyderabad · India 1 work here](https://md.research.elamur.ai/free/en/universities/international-institute-of-information-technology-hyderabad/)

works and citations from OpenAlex and our library.

- [← previous Computational Linguistics 2020](https://md.research.elamur.ai/free/en/venues/cl/2020/)
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