{ "paper_id": "2021", "header": { "generated_with": "S2ORC 1.0.0", "date_generated": "2023-01-19T03:15:03.606347Z" }, "title": "", "authors": [], "year": "", "venue": null, "identifiers": {}, "abstract": "", "pdf_parse": { "paper_id": "2021", "_pdf_hash": "", "abstract": [], "body_text": [ { "text": "The MWE 2021 workshop (MWE 2021) 1 took place in an online format on August 6, 2021 in conjunction with ACL-IJCNLP 2021 2 . This was the 17th edition of the Workshop on Multiword Expressions (MWE 2021). The event was organized and sponsored by the Special Interest Group on the Lexicon (SIGLEX) 3 of the Association for Computational Linguistics (ACL).", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "Multiword expressions (MWEs) are word combinations, such as in the middle of nowhere, hot dog, to make a decision or to kick the bucket, displaying lexical, syntactic, semantic, pragmatic and/or statistical idiosyncrasies. Because of their unpredictable behavior, notably their non-compositional semantics, MWEs pose problems in linguistic modelling (e.g. treebank annotation, grammar engineering), Natural Language Processing (NLP) pipelines (in particular when orchestrated with parsing), and end-user NLP applications such as natural language understanding, machine translation, information extraction, and social media mining.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "The special topic in this edition was the role of MWEs in end-user applications. On the one hand, the PARSEME shared tasks (Ramisch et al. 2020 4 , Ramisch et al. 2018 5 , Savary et al. 2017 ), among others, fostered significant progress in MWE identification, providing datasets, evaluation measures and tools that now allow fully integrating MWE identification into end-user applications. On the other hand, NLP seems to be shifting towards end-to-end neural models capable of solving complex end-user tasks with little or no intermediary linguistic symbols, questioning the extent to which MWEs should be implicitly or explicitly modelled. Therefore, one goal of this workshop was to bring together and encourage researchers in various NLP subfields to submit MWE-related research, so that approaches that deal with MWEs in various applications could benefit from each other.", "cite_spans": [ { "start": 123, "end": 143, "text": "(Ramisch et al. 2020", "ref_id": null }, { "start": 144, "end": 167, "text": "4 , Ramisch et al. 2018", "ref_id": null }, { "start": 168, "end": 190, "text": "5 , Savary et al. 2017", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "Traditional MWE topics This year, we received 19 submissions, among which 7 were accepted for presentation. The overall acceptance rate was 36%. In addition to the presentations, the workshop featured an invited talk that was given by Vered Shwartz, University of Washington.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "We are grateful to the paper authors for their valuable contributions, the members of the Program Committee for their thorough and timely reviews, all members of the organizing committee for the fruitful collaboration, and all the workshop participants for their interest in this event. Our thanks also go to the ACL-IJCNLP 2021 organizers for their support, as well as to SIGLEX for their endorsement.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "Paul Cook, Jelena Mitrovi\u0107, Carla Parra Escart\u00edn, Ashwini Vaidya, Petya Osenova, Shiva Taslimipoor, Carlos Ramisch ", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "https://multiword.org/mwe2021/ 2 https://2021.aclweb.org/ 3 https://siglex.org/ 4 https://www.aclweb.org/anthology/2020.mwe-1.14/ 5 https://www.aclweb.org/anthology/W18-4925/ 6 https://www.aclweb.org/anthology/W17-1704/", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "", "sec_num": null }, { "text": "https://www.workshopononlineabuse.com/", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "", "sec_num": null } ], "back_matter": [], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "Iconic Translation Machines, Ltd. 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Liu, Daniel Hershcovich, Michael Kranzlein and Nathan Schneider . . . . . . . . . . . . . . . . . 49", "links": null }, "BIBREF40": { "ref_id": "b40", "title": "Light Verb Constructions and Their Families -A Corpus Study on German 'stehen unter'-LVCs Jens", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Light Verb Constructions and Their Families -A Corpus Study on German 'stehen unter'-LVCs Jens Fleischhauer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 63", "links": null }, "BIBREF41": { "ref_id": "b41", "title": "From Findings of ACL 2021) Transforming Term Extraction: Transformer-Based Approaches to Multilingual Term Extraction Across Domains Christian Lang, Lennart Wachowiak", "authors": [ { "first": "Peter", "middle": [], "last": "Fankhauser", "suffix": "" }, { "first": "Marc", "middle": [], "last": "Kupietz", "suffix": "" }, { "first": "Roman", "middle": [], "last": "Schneider", "suffix": "" } ], "year": 2021, "venue": "50 PIE: A Parallel Idiomatic Expression Corpus for Idiomatic Sentence Generation and Paraphrasing Jianing Zhou, Hongyu Gong and Suma Bhat", "volume": "14", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Workshop Program August 6, 2021 [All times are in CEST (UTC+2)] 14:00-14:10 Welcome and Preparation 14:10-15:50 Session 1: Long Papers 14:10-14:30 Where Do Aspectual Variants of Light Verb Constructions Belong? Aggeliki Fotopoulou, Eric Laporte and Takuya Nakamura 14:30-14:50 Data-driven Identification of Idioms in Song Lyrics Miriam Amin, Peter Fankhauser, Marc Kupietz and Roman Schneider 14:50-15:10 (From Findings of ACL 2021) Transforming Term Extraction: Transformer-Based Approaches to Multilingual Term Extraction Across Domains Christian Lang, Lennart Wachowiak, Barbara Heinisch, Dagmar Gromann 15:10-15:30 Contextualized Embeddings Encode Monolingual and Cross-lingual Knowledge of Idiomaticity Samin Fakharian and Paul Cook 15:30-15:50 PIE: A Parallel Idiomatic Expression Corpus for Idiomatic Sentence Generation and Paraphrasing Jianing Zhou, Hongyu Gong and Suma Bhat 15:50-16:05 Break 16:05-17:05 Invited Talk 16:05-17:05 A Long Hard Look at MWEs in the Age of Language Models Vered Shwartz 17:05-17:20 Break 17:20-18:05 Session 2: Short Papers 17:20-17:35 Lexical Semantic Recognition Nelson F. Liu, Daniel Hershcovich, Michael Kranzlein and Nathan Schneider 17:35-17:50 Finding BERT's Idiomatic Key Vasudevan Nedumpozhimana and John Kelleher 17:50-18:05 Light Verb Constructions and Their Families -A Corpus Study on German 'stehen unter'-LVCs Jens Fleischhauer 18:05-18:20 Break", "links": null } }, "ref_entries": { "FIGREF0": { "text": "Computationally-applicable theoretical work on MWEs and constructions in psycholinguistics and corpus linguistics \u2022 MWE and construction annotation and representation in resources such as corpora, treebanks, elexicons and WordNets \u2022 Processing of MWEs and constructions in syntactic and semantic frameworks (e.g. CCG, CxG, HPSG, LFG, TAG, UD, etc.) \u2022 Discovery and identification methods for MWEs and constructions \u2022 MWEs and constructions in language acquisition, language learning, and non-standard language (e.g. tweets, speech) \u2022 Evaluation of annotation and processing techniques for MWEs and constructions \u2022 Retrospective comparative analyses from the PARSEME shared tasks on automatic identification of MWEs Topics on MWEs and end-user applications \u2022 Processing of MWEs and constructions in end-user applications (e.g. MT, NLU, summarisation, social media mining, computer assisted language learning)\u2022 Implicit and explicit representation of MWEs and constructions in end-user applications\u2022 Evaluation of end-user applications concerning MWEs and constructions\u2022 Resources and tools for MWEs and constructions (e.g. lexicons, identifiers) in end-user applicationsPursuing the MWE Section's tradition of synergies with other communities and in accordance with ACL-IJCNLP 2021's theme track on NLP for social good, a joint discussion panel was organized with the Workshop on Online Abuse and Harm (WOAH) 7 .", "uris": null, "num": null, "type_str": "figure" }, "TABREF0": { "html": null, "num": null, "type_str": "table", "text": "Abstract of the Invited TalkA Long Hard Look at MWEs in the Age of Language Models Vered Shwartz . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1", "content": "