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B08: Hierarchical frame induction via probabilistic models



Talks & Posters



Funding period: 01.07.2015 – 30.06.2019

Project B08 aims at the unsupervised induction of frames for events described by verbs, using techniques from probabilistic frame modeling and from machine learning. The outcome should not only identify predicate-argument relations but also provide a rich characterization of these relations via hierarchically ordered semantic roles. This allows then the induction of an event type hierarchy that will be checked against and provide evidence for the event types assumed in the linguistic CRC projects and in the literature. In a second step, B08 also seeks to learn relations between the frames of verbs that are subject to alternations. This goal will be pursued in a semi-supervised approach.

Head of the project

Prof. Dr. Laura Kallmeyer
Institut für Sprache und Information
Abteilung Computerlinguistik
Universitätsstr. 1
40225 Düsseldorf
Phone: +49 211 81-138 99
Email: kallmeyer@phil.uni-duesseldorf.de


Dr. Behrang QasemiZadeh
Phone: +49 211 81-03184
Email: zadeh@phil.hhu.de

Esther Seyffarth
Telefon: +49 211 81-03185
E-Mail: seyffarth@phil.hhu.de


Roman Gelzhäuser
Email: Roman.Gelzhaeuser@uni-duesseldorf.de

To Appear

Regina Stodden, Behrang Qasemizadeh, and Laura Kallmeyer: TRAPAAC – a transition based neural dependency parser for identification of VMWEs.  Joint Workshop on Linguistic Annotation, Multiword Expressions and Constructions (LAW-MWE-CxG-2018).

Behzad Naderalvojoud, Behrang Qasemizadeh, Laura Kallmeyer, and Ebru Akcapinar Sezer:  Cross-Lingual Approach for Building Multilingual Sentiment Lexicons for Neural Sentiment Analysis. 21st International Conference on Text, Speech and Dialogue. Springer. (Print)

Esther Seyffarth. Verb Alternations and Their Impact on Frame Induction. In Proceedings of NAACL 2018 Student Research Workshop. Association for Computational Linguistics. (Print)

Gábor, Kata, Davide Buscaldi, Anne-Kathrin Schumann, Behrang QasemiZadeh, Haifa Zargayouna & Thierry Charnois. 2018. Semeval-2018 task 7: Semantic relation extraction and classification in scientific papers. In Proceedings of the 12th international workshop on semantic evaluation (semeval-2018), Association for Computational Linguistics. (Print)

Bladier, Tatiana, Esther Seyffarth, Oliver Hellwig & Wiebke Petersen: AET: Web-based adjective exploration tool for German. In Proceedings of LREC 2018 (Print)

Natalia Klyueva, Behrang Qasemizadeh and Anna Vernerova: Querying Multi-word Expressions Annotation with CQL. 16th International Workshop on Treebanks and Linguistic Theories, 2018. (Print)


Behrang QasemiZadeh and Laura Kallmeyer: HHU at SemEval-2017 Task 2: Fast Hash-Based Embeddings for SemanticWord Similarity Assessment. SemEval, ACL, 2017. (Print)

Behzad Naderalvojoud, Behrang Qasemizadeh and Laura Kallmeyer: Lexicon-Based Deep Learning for Contextual Sentiment Analysis. GermEval 2017: Shared Task on Aspect-based Sentiment in Social Media. (Print Bibtex)

Behrang QasemiZadeh, Laura Kallmeyer and Aurélie Herbelot: Projection Aléatoire Non-Négative pour le Calcul de Word Embedding / Non-Negative Randomized Word Embedding. In Proceedings of TALN 2017. (Preprint Resources Bibtex)

Agata Savary; Carlos Ramisch; Silvio Cordeiro; Federico Sangati; Veronika Vincze; Behrang QasemiZadeh; Marie Candito; Fabienne Cap; Voula Giouli; Ivelina Stoyanova; Antoine Doucet: The PARSEME Shared Task on Automatic Identification of Verbal Multiword Expressions, In Proceedings of Proceedings of the 13th Workshop on Multiword Expressions (MWE 2017), 2017, pp. 31-47. Print


Behrang QasemiZadeh: A Study on the Interplay Between the Corpus Size and Parameters of a Distributional Model for Term Classification, In Proceedings of Computerm 2016, pp. 62-72. Print

Behrang QasemiZadeh and Laura Kallmeyer: Random Positive-Only Projections: PPMI-Enabled Incremental Semantic Space Construction, In Proceedings  of *Sem 2016: The Fifth Joint Conference On Lexical and Computational Semantics, pp. 189-198. PreprintrSLIDES

Aurelie Herbelot and Behrang QasemiZadeh: You and me… in a vector space: modelling individual speakers with distributional semantics, In Proceedings  of *Sem 2016: The Fifth Joint Conference On Lexical and Computational Semantics, pp. 179-188. Preprint

Behrang QasemiZadeh and Anne Schumann (2016): The ACL RD-TEC 2.0: A Language Resource for Evaluating Term Extraction and Entity Recognition Methods, Proceedings of 10th edition of the Language Resources and Evaluation Conference (LREC 2016). Preprint


Laura Kallmeyer and Behrang QasemiZadeh: Unsupervised Frame Induction Through PCFGs. CL Colloquium, Heinrich-Heine-Universität Düsseldorf, 8 June 2017, Düsseldorf, Germany. ( Slides)

Laura Kallmeyer and Rainer Osswald:  Polysemy, Coercion and Quantification.  CL Colloquium, Heinrich-Heine-Universität Düsseldorf, 1 June 2017, Düsseldorf, Germany.


Behrang QasemiZadeh, Laura Kallmeyer, and Aurelie Herbelot: PPP-Hashing: A Semantic-Sensitive Hashing Technique. University of Cambridge, 10 November 2016, Cambridge, England. (Slides)

Behrang QasemiZadeh: Annotation of Multiword Expressions in the Farsi Section of the Universal Dependencies Project. Relieving the pain in the neck in natural language processing: 7th final general meeting, 26-27 September 2016, Dubrovnik, Croatia. (AbstractPoster)

Laura Kallmeyer and Behrang QasemiZadeh: The PoP Approach to Vector Semantics. Talk at the Semantics and Pragmatics Exchange (SemPrE) Colloquium at Heinrich-Heine-Universität Düsseldorf, 15 June 2016, Düsseldorf, Germany. (Slides)

24.05.2018 Invited talk by Paul Buitelaar (NUI Galway, Insight Centre for Data Analytics): CoreLex : Recap and Related Work (slides)
14.12.2017 Invited talk by Marie Candito (Université Paris Diderot): From deep syntax to semantic frames: feedback from the French FrameNet project (slides)
01.06.2017 Behzad Naderalvojoud (Hacettepe University) visits SFB991 as a visiting fellow with B08 project.
11.-22.09.2017 The 9th DGfS-CL Fall School 2017 will take place from 11th September to 22nd September 2017 at Heinrich Heine University Düsseldorf, Germany.
02.03.2017 Invited Talk by Jackie C. K. Cheung (McGill University): Generalized Natural Language Generation (slides)
27.02. – 03.03.2017 Jackie C. K. Cheung, McGill School of Computer Science, visits SFB991.
01.02.2017 Esther Seyffarth joins B08 as a researcher.
15.12.2016 Laura Kallmeyer is awarded the prestigious ERC Grant for the research project TreeGraSP (tree rewriting grammar and the syntax-semantics interface: From grammar development to semantic parsing).
05.10.2016 Invited Talk by Daniel Peterson (Institute of Cognitive Science, University of Colorado Boulder): Bayesian Semantics, verb sense induction (slides), Links to the induced frames from the Gigaword corpus, the Web corpus)
26.-27.092016 Participation in the 7th general meeting of PARSEME (together with A02)
15.-17.09.2016 The conference Cognitive Structures:Linguistic, Philosophical and Psychological Perspectives was held by SFB 991 at HHUD.
17.08.2016 Invited Talk by Miriam R L Petruck (UC-Berkeley, FrameNet team): FrameNet: Current Status, Recent Activity, and Future Plans (slides)
114.07.2016 Invited Talk by Aurélie Herbelot (University of Trento): Where do models come from and where do they go? Underspecifying set-theoretic semantics with vector spaces (slides)
29.06. – 01.07.2016 TAG+12 Conference (together with A02, B01, and D04)
17.-20.05.2016 Participating in the ENeL Training Event (Tools and methods for creating innovative e-dictionaries), Ljubljana, Slovenia.