---
title: "Workshop on Noisy User-generated Text 2021 — all accepted"
description: "All 56 papers of Workshop on Noisy User-generated Text 2021, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/wnut/2021/papers/"
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# Workshop on Noisy User-generated Text 2021: all accepted papers

56 papers · the most cited first · [← Workshop on Noisy User-generated Text 2021](https://md.research.elamur.ai/free/en/venues/wnut/2021/)

1. **[Can images help recognize entities? A study of the role of images for Multimodal NER ↗](https://aclanthology.org/2021.wnut-1.11/)**Shuguang Chen, Gustavo Aguilar, Leonardo Neves et al.*43 citations*
2. **[Changes in Twitter geolocations: Insights and suggestions for future usage ↗](https://aclanthology.org/2021.wnut-1.24/)**Anna Kruspe, Matthias Häberle, Eike J. Hoffmann et al.*30 citations*
3. **[CIDEr-R: Robust Consensus-based Image Description Evaluation ↗](https://aclanthology.org/2021.wnut-1.39/)**Gabriel Oliveira dos Santos, Esther Luna Colombini, Sandra Avila*27 citations*
4. **[Detecting Cross-Geographic Biases in Toxicity Modeling on Social Media ↗](https://aclanthology.org/2021.wnut-1.35/)**Sayan Ghosh, Dylan Baker, David Jurgens et al.*26 citations*
5. **[MultiLexNorm: A Shared Task on Multilingual Lexical Normalization ↗](https://aclanthology.org/2021.wnut-1.55/)**Rob van der Goot, Alan Ramponi, Arkaitz Zubiaga et al.*26 citations*
6. **[BART for Post-Correction of OCR Newspaper Text ↗](https://aclanthology.org/2021.wnut-1.31/)**Elizabeth Soper, Stanley Fujimoto, Yen-Yun Yu*21 citations*
7. **[Description-based Label Attention Classifier for Explainable ICD-9 Classification ↗](https://aclanthology.org/2021.wnut-1.8/)**Malte Feucht, Zhiliang Wu, Sophia Althammer et al.*18 citations*
8. **[Understanding Model Robustness to User-generated Noisy Texts ↗](https://aclanthology.org/2021.wnut-1.38/)**Jakub Náplava, Martin Popel, Milan Straka et al.*18 citations*
9. **[BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets ↗](https://aclanthology.org/2021.wnut-1.49/)**Yanzhu Guo, Virgile Rennard, Christos Xypolopoulos et al.*16 citations*
10. **[Detecting Depression in Thai Blog Posts: a Dataset and a Baseline ↗](https://aclanthology.org/2021.wnut-1.3/)**Mika Hämäläinen, Pattama Patpong, Khalid Alnajjar et al.*16 citations*
11. **[Co-training for Commit Classification ↗](https://aclanthology.org/2021.wnut-1.43/)**Jian Yi David Lee, Hai Leong Chieu*13 citations*
12. **[Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios? ↗](https://aclanthology.org/2021.wnut-1.47/)**Arij Riabi, Benoît Sagot, Djamé Seddah*12 citations*
13. **[ÚFAL at MultiLexNorm 2021: Improving Multilingual Lexical Normalization by Fine-tuning ByT5 ↗](https://aclanthology.org/2021.wnut-1.54/)**David Samuel, Milan Straka*11 citations*
14. **[Improving Punctuation Restoration for Speech Transcripts via External Data ↗](https://aclanthology.org/2021.wnut-1.19/)**Xue-Yong Fu, Cheng Chen, Md Tahmid Rahman Laskar et al.*10 citations*
15. **[Mitigation of Diachronic Bias in Fake News Detection Dataset ↗](https://aclanthology.org/2021.wnut-1.21/)**Taichi Murayama, Shoko Wakamiya, Eiji Aramaki*10 citations*
16. **[Sequence-to-Sequence Lexical Normalization with Multilingual Transformers ↗](https://aclanthology.org/2021.wnut-1.53/)**Ana-Maria Bucur, Adrian Cosma, Liviu P. Dinu*10 citations*
17. **[Comparing Grammatical Theories of Code-Mixing ↗](https://aclanthology.org/2021.wnut-1.18/)**Adithya Pratapa, Monojit Choudhury*9 citations*
18. **[Integrating Transformers and Knowledge Graphs for Twitter Stance Detection](https://md.research.elamur.ai/free/en/papers/clark-2021-integrating-transformers-knowledge-graphs-twitter/)**Thomas Clark, Costanza Conforti, Fangyu Liu et al.*9 citations · our summary*
19. **[DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets ↗](https://aclanthology.org/2021.wnut-1.17/)**Johannes Bogensperger, Sven Schlarb, Allan Hanbury et al.*7 citations*
20. **[Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks ↗](https://aclanthology.org/2021.wnut-1.5/)**Minh Tran Phu, Minh Van Nguyen, Thien Huu Nguyen*7 citations*
21. **[Robustness and Sensitivity of BERT Models Predicting Alzheimer's Disease from Text ↗](https://aclanthology.org/2021.wnut-1.37/)**Jekaterina Novikova*7 citations*
22. **[Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation ↗](https://aclanthology.org/2021.wnut-1.20/)**Yang Deng, Wenxuan Zhang, Wai Lam*6 citations*
23. **[Neural-based RST Parsing And Analysis In Persuasive Discourse ↗](https://aclanthology.org/2021.wnut-1.30/)**Jinfen Li, Lu Xiao*6 citations*
24. **[The Korean Morphologically Tight-Fitting Tokenizer for Noisy User-Generated Texts ↗](https://aclanthology.org/2021.wnut-1.45/)**Sangah Lee, Hyopil Shin*6 citations*
25. **[“Something Something Hota Hai!” An Explainable Approach towards Sentiment Analysis on Indian Code-Mixed Data ↗](https://aclanthology.org/2021.wnut-1.48/)**Aman Priyanshu, Aleti Vardhan, Sudarshan Sivakumar et al.*6 citations*
26. **[A Text Editing Approach to Joint Japanese Word Segmentation, POS Tagging, and Lexical Normalization ↗](https://aclanthology.org/2021.wnut-1.9/)**Shohei Higashiyama, Masao Utiyama, Taro Watanabe et al.*5 citations*
27. **[Character Transformations for Non-Autoregressive GEC Tagging ↗](https://aclanthology.org/2021.wnut-1.46/)**Milan Straka, Jakub Náplava, Jana Straková*5 citations*
28. **[Improved Multilingual Language Model Pretraining for Social Media Text via Translation Pair Prediction ↗](https://aclanthology.org/2021.wnut-1.42/)**Shubhanshu Mishra, Aria Haghighi*5 citations*
29. **[Multilingual Sequence Labeling Approach to solve Lexical Normalization ↗](https://aclanthology.org/2021.wnut-1.51/)**Divesh Kubal, Apurva Nagvenkar*5 citations*
30. **[Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Models ↗](https://aclanthology.org/2021.wnut-1.23/)**José Carlos Rosales Núñez, Guillaume Wisniewski, Djamé Seddah*5 citations*
31. **[Perceived and Intended Sarcasm Detection with Graph Attention Networks](https://md.research.elamur.ai/free/en/papers/plepi-2021-perceived-intended-sarcasm-detection-graph/)**Joan Plepi, Lucie Flek*5 citations · our summary*
32. **[Synthetic Data Generation and Multi-Task Learning for Extracting Temporal Information from Health-Related Narrative Text ↗](https://aclanthology.org/2021.wnut-1.29/)**Heereen Shim, Dietwig Lowet, Stijn Luca et al.*5 citations*
33. **[Detection of Puffery on the English Wikipedia ↗](https://aclanthology.org/2021.wnut-1.36/)**Amanda Bertsch, Steven Bethard*4 citations*
34. **[Does It Happen? Multi-hop Path Structures for Event Factuality Prediction with Graph Transformer Networks](https://md.research.elamur.ai/free/en/papers/le-2021-does-it-happen-multi-hop/)**Duong Le, Thien Huu Nguyen*4 citations · our summary*
35. **[Google-trickers, Yaminjeongeum, and Leetspeak: An Empirical Taxonomy for Intentionally Noisy User-Generated Text ↗](https://aclanthology.org/2021.wnut-1.7/)**Won Ik Cho, Soomin Kim*4 citations*
36. **[Hierarchical Character Tagger for Short Text Spelling Error Correction ↗](https://aclanthology.org/2021.wnut-1.13/)**Mengyi Gao, Canran Xu, Peng Shi*4 citations*
37. **[Improved Named Entity Recognition for Noisy Call Center Transcripts ↗](https://aclanthology.org/2021.wnut-1.40/)**Sam Davidson, Jordan Hosier, Yu Zhou et al.*4 citations*
38. **[NADE: A Benchmark for Robust Adverse Drug Events Extraction in Face of Negations ↗](https://aclanthology.org/2021.wnut-1.26/)**Simone Scaboro, Beatrice Portelli, Emmanuele Chersoni et al.*4 citations*
39. **[Study of Manifestation of Civil Unrest on Twitter ↗](https://aclanthology.org/2021.wnut-1.44/)**Abhinav Chinta, Jingyu Zhang, Alexandra DeLucia et al.*4 citations*
40. **[Text Simplification for Comprehension-based Question-Answering ↗](https://aclanthology.org/2021.wnut-1.1/)**Tanvi Dadu, Kartikey Pant, Seema Nagar et al.*4 citations*
41. **[Finding the needle in a haystack: Extraction of Informative COVID-19 Danish Tweets ↗](https://aclanthology.org/2021.wnut-1.2/)**Benjamin Olsen, Barbara Plank*3 citations*
42. **[Keyphrase Extraction with Incomplete Annotated Training Data ↗](https://aclanthology.org/2021.wnut-1.4/)**Yanfei Lei, Chunming Hu, Guanghui Ma et al.*3 citations*
43. **[Knowledge Distillation with Noisy Labels for Natural Language Understanding ↗](https://aclanthology.org/2021.wnut-1.33/)**Shivendra Bhardwaj, Abbas Ghaddar, Ahmad Rashid et al.*3 citations*
44. **[CL-MoNoise: Cross-lingual Lexical Normalization ↗](https://aclanthology.org/2021.wnut-1.56/)**Rob van der Goot*2 citations*
45. **[Coping with Noisy Training Data Labels in Paraphrase Detection ↗](https://aclanthology.org/2021.wnut-1.32/)**Teemu Vahtola, Mathias Creutz, Eetu Sjöblom et al.*2 citations*
46. **[ParsTwiNER: A Corpus for Named Entity Recognition at Informal Persian ↗](https://aclanthology.org/2021.wnut-1.16/)**MohammadMahdi Aghajani, AliAkbar Badri, Hamid Beigy*2 citations*
47. **[Sesame Street to Mount Sinai: BERT-constrained character-level Moses models for multilingual lexical normalization ↗](https://aclanthology.org/2021.wnut-1.52/)**Yves Scherrer, Nikola Ljubešić*2 citations*
48. **[SpanAlign: Efficient Sequence Tagging Annotation Projection into Translated Data applied to Cross-Lingual Opinion Mining ↗](https://aclanthology.org/2021.wnut-1.27/)**Léo Jacqmin, Gabriel Marzinotto, Justyna Gromada et al.*2 citations*
49. **[Understanding the Impact of UGC Specificities on Translation Quality ↗](https://aclanthology.org/2021.wnut-1.22/)**José Carlos Rosales Núñez, Djamé Seddah, Guillaume Wisniewski*2 citations*
50. **[Common Sense Bias in Semantic Role Labeling ↗](https://aclanthology.org/2021.wnut-1.14/)**Heather Lent, Anders Søgaard*1 citation*
51. **[A Novel Framework for Detecting Important Subevents from Crisis Events via Dynamic Semantic Graphs ↗](https://aclanthology.org/2021.wnut-1.28/)**Evangelia Spiliopoulou, Tanay Kumar Saha, Joel Tetreault et al.
52. **[ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation ↗](https://aclanthology.org/2021.wnut-1.25/)**Mostafa Mirshekari, Jing Gu, Aaron Sisto
53. **[Contrapositive Local Class Inference ↗](https://aclanthology.org/2021.wnut-1.41/)**Omid Kashefi, Rebecca Hwa
54. **[Intrinsic evaluation of language models for code-switching ↗](https://aclanthology.org/2021.wnut-1.10/)**Sik Feng Cheong, Hai Leong Chieu, Jing Lim
55. **[PoliWAM: An Exploration of a Large Scale Corpus of Political Discussions on WhatsApp Messenger ↗](https://aclanthology.org/2021.wnut-1.15/)**Vivek Srivastava, Mayank Singh
56. **[To What Extent Does Lexical Normalization Help English-as-a-Second Language Learners to Read Noisy English Texts? ↗](https://aclanthology.org/2021.wnut-1.50/)**Yo Ehara
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