Treebanking User-Generated Content: a UD Based Overview of Guidelines, Corpora and Unified Recommendations
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Abstract (arXiv)
This article presents a discussion on the main linguistic phenomena which cause difficulties in the analysis of user-generated texts found on the web and in social media, and proposes a set of annotation guidelines for their treatment within the Universal Dependencies (UD) framework of syntactic analysis. Given on the one hand the increasing number of treebanks featuring user-generated content, and its somewhat inconsistent treatment in these resources on the other, the aim of this article is twofold: (1) to provide a condensed, though comprehensive, overview of such treebanks -- based on available literature -- along with their main features and a comparative analysis of their annotation criteria, and (2) to propose a set of tentative UD-based annotation guidelines, to promote consistent treatment of the particular phenomena found in these types of texts. The overarching goal of this article is to provide a common framework for researchers interested in developing similar resources in UD, thus promoting cross-linguistic consistency, which is a principle that has always been central to the spirit of UD.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 3 Nov 2020.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 4; 2024: 1; 2025: 0; 2026: 2.
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- 2021Towards generalisable hate speech detection: a review on obstacles and solutionscited by 66
- 2023Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languagescited by 19
- 2023GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluationcited by 19
- 2021Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?cited by 11
- 2022Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection Modelscited by 10
- 2024UCxn: Typologically Informed Annotation of Constructions Atop Universal Dependenciescited by 7
- 2021Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Modelscited by 5
- 2023Are UD Treebanks Getting More Consistent? A Report Card for English UDcited by 4
- 2023Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Languagecited by 4
- 2021Cross-linguistically Consistent Semantic and Syntactic Annotation of Child-directed Speechcited by 3
- 2021Understanding the Impact of UGC Specificities on Translation Qualitycited by 3
- 2026Lost in Speech: Benchmarking, Evaluation, and Parsing of Spoken Bilingual Conversational Language Beyond Standard UD Assumptionscited by 0
1 more
- 2026Coconstructions in spoken data: UD annotation guidelines and first results30 Mar 2026
- 2026Lost in Speech: Benchmarking, Evaluation, and Parsing of Spoken Bilingual Conversational Language Beyond Standard UD Assumptions6 Feb 2026
- 2024UCxn: Typologically Informed Annotation of Constructions Atop Universal Dependencies26 Mar 2024
- 2023Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language26 Jun 2023
- 2023GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation3 Jun 2023
- 2023Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languages20 Apr 2023
- 2023Are UD Treebanks Getting More Consistent? A Report Card for English UD1 Feb 2023
- 2022Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection Models24 Oct 2022
- 2021Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?26 Oct 2021
- 2021Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Models24 Oct 2021
- 2021Understanding the Impact of UGC Specificities on Translation Quality24 Oct 2021
- 2021Cross-linguistically Consistent Semantic and Syntactic Annotation of Child-directed Speech22 Sep 2021
1 more
- 2021Towards generalisable hate speech detection: a review on obstacles and solutionscited by 66
- 2023Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languagescited by 19
- 2023GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluationcited by 19
- 2021Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?cited by 11
- 2022Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection Modelscited by 10
- 2024UCxn: Typologically Informed Annotation of Constructions Atop Universal Dependenciescited by 7
- 2021Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Modelscited by 5
- 2023Are UD Treebanks Getting More Consistent? A Report Card for English UDcited by 4
- 2023Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Languagecited by 4
- 2021Cross-linguistically Consistent Semantic and Syntactic Annotation of Child-directed Speechcited by 3
- 2021Understanding the Impact of UGC Specificities on Translation Qualitycited by 3
- 2026Lost in Speech: Benchmarking, Evaluation, and Parsing of Spoken Bilingual Conversational Language Beyond Standard UD Assumptionscited by 0
12 most cited of 13 All 13 (JSON)
- 2026Coconstructions in spoken data: UD annotation guidelines and first results30 Mar 2026
- 2026Lost in Speech: Benchmarking, Evaluation, and Parsing of Spoken Bilingual Conversational Language Beyond Standard UD Assumptions6 Feb 2026
- 2024UCxn: Typologically Informed Annotation of Constructions Atop Universal Dependencies26 Mar 2024
- 2023Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language26 Jun 2023
- 2023GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation3 Jun 2023
- 2023Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languages20 Apr 2023
- 2023Are UD Treebanks Getting More Consistent? A Report Card for English UD1 Feb 2023
- 2022Multilingual Auxiliary Tasks Training: Bridging the Gap between Languages for Zero-Shot Transfer of Hate Speech Detection Models24 Oct 2022
- 2021Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?26 Oct 2021
- 2021Noisy UGC Translation at the Character Level: Revisiting Open-Vocabulary Capabilities and Robustness of Char-Based Models24 Oct 2021
- 2021Understanding the Impact of UGC Specificities on Translation Quality24 Oct 2021
- 2021Cross-linguistically Consistent Semantic and Syntactic Annotation of Child-directed Speech22 Sep 2021
12 newest of 13 All 13 (JSON)