Daniil Sorokin

Daniil Sorokin, M.A.

Doctoral researcher

+49 6151 16-25296
+49 6151 16-25295

Hochschulstraße 10
64289 Darmstadt

Office: S2|02 B115

Links

Research interests

My research interests are centered around linking texts to knowledge bases:

  • Event and entity linking
  • Lexical-semantic resources and world knowledge
  • Semantic parsing and logic-based representations
  • Knowledge base question answering

In the most recent paper we have analysed how knowledge base relations can be extracted in a context-aware setting.

Biographical information

I hold a Master degree in Computational Linguistics from University of Tübingen and a Master degree in Applied Linguistics from Saint-Petersburg University.

Teaching

Student guidance

If you are interested in an exciting thesis topic on mapping natural language to formalized meaning representations, let me know! If you hesitate, take a look at the poster.

I co-supervise(d) the following theses:

  • Raktim Bora (supervised by Daniil Sorokin and Prof. Dr. Iryna Gurevych) Extracting References for Knowledge Base Facts using a Semantic Parser. Master thesis, Technische Universität Darmstadt, 2016.
  • Moudud Hassan (supervised by Daniil Sorokin and Prof. Iryna Gurevych) Efficient knowledge base access for relation extraction and semantic parsing. Master thesis, Technische Universität Darmstadt, 2017.
  • Lars Wolf (supervised by Daniil Sorokin, Prof. Dr. Iryna Gurevych) Neural Sequence to Sequence Approaches for Mapping Natural Questions to SPARQL Queries, Bachelor thesis, Technische Universität Darmstadt, 2017.
  • Marco Huber (supervised by Daniil Sorokin, Prof. Dr. Iryna Gurevych) Context-Aware Neural Relation Extraction for Scientific Data, Bachelor thesis, Technische Universität Darmstadt, 2017.

Talks

  • System presentation at the 7th Open Challenge on Question Answering over Linked Data (QALD-7), May 2017, ESWC 2017, (extended abstract)
  • Web-based Visualisation of Toponyms and Their Derivational Patterns, September 2014, Advances in Visual Methods for Linguistics 2014 (AVML)
  • Visualizing toponym clusters on an interactive map, March 2013, 35th Annual Conference of the German Linguistic Society, Workshop on the Visualization of Linguistic Patterns

Awards

Publications

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Gruppiere nach: Publikationsjahr | Typ des Eintrags | Keine Gruppierung
Springe zu: 2018 | 2017
Anzahl der Einträge: 8.

2018

Hanselowski, Andreas ; Zhang, Hao ; Li, Zile ; Sorokin, Daniil ; Schiller, Benjamin ; Schulz, Claudia ; Gurevych, Iryna (2018):
UKP-Athene: Multi-Sentence Textual Entailment for Claim Verification.
EMNLP 2018, FEVER Workshop, In: EMNLP 2018, Brussels, November 2 – November 4, 2018, [Online-Edition: https://arxiv.org/abs/1809.01479],
[Konferenzveröffentlichung]

Botschen, Teresa ; Sorokin, Daniil ; Gurevych, Iryna (2018):
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning.
In: Proceedings of the 5th Workshop on Argument Mining held in conjunction with EMNLP 2018, Brussels, Belgium, 31.10.2018, Short Papers, [Online-Edition: http://aclweb.org/anthology/W18-5211],
[Konferenzveröffentlichung]

Sorokin, Daniil ; Gurevych, Iryna (2018):
Interactive Instance-based Evaluation of Knowledge Base Question Answering.
In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP), In: The 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, 31.10.2018--04.11.2018, System Demonstrations, [Online-Edition: https://aclweb.org/anthology/D18-2020.pdf],
[Konferenzveröffentlichung]

Sorokin, Daniil ; Gurevych, Iryna (2018):
Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering.
In: Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018), In: The 27th International Conference on Computational Linguistics (COLING 2018), Santa Fe, USA, 20.08.2018--26.08.2018, [Online-Edition: http://aclweb.org/anthology/C18-1280],
[Konferenzveröffentlichung]

Sorokin, Daniil ; Gurevych, Iryna (2018):
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories.
In: Proceedings of the Seventh Joint Conference on Lexical and Computational Semantics (*SEM), Stroudsburg PA, USA, In: The Seventh Joint Conference on Lexical and Computational Semantics (*SEM), New Orleans, USA, 05.06.2018--06.06.2018, DOI: 10.18653/v1/S18-2007,
[Online-Edition: http://aclweb.org/anthology/S18-2007],
[Konferenzveröffentlichung]

2017

Sorokin, Daniil ; Gurevych, Iryna (2017):
End-to-end Representation Learning for Question Answering with Weak Supervision.
In: Semantic Web Challenges: 4th SemWebEval Challenge at ESWC 2017, Springer, Cham, Portoroz, Slovenia, In: Communications in Computer and Information Science, 769, [Online-Edition: https://link.springer.com/chapter/10.1007%2F978-3-319-69146-...],
[Konferenzveröffentlichung]

Sorokin, Daniil ; Gurevych, Iryna (2017):
Context-Aware Representations for Knowledge Base Relation Extraction.
In: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing (EMNLP), Association for Computational Linguistics, Copenhagen, Denmark, [Online-Edition: http://aclweb.org/anthology/D17-1188],
[Konferenzveröffentlichung]

Bugert, Michael ; Puzikov, Yevgeniy ; Rücklé, Andreas ; Eckle-Kohler, Judith ; Martin, Teresa ; Martínez Cámara, Eugenio ; Sorokin, Daniil ; Peyrard, Maxime ; Gurevych, Iryna (2017):
LSDSem 2017: Exploring Data Generation Methods for the Story Cloze Test.
In: Proceedings of the 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics, Association for Computational Linguistics, In: The 2nd Workshop on Linking Models of Lexical, Sentential and Discourse-level Semantics, Valencia, Spain, 03.04.2017--04.04.2017, ISBN 978-1-945626-40-1,
[Online-Edition: http://aclweb.org/anthology/W17-0908],
[Konferenzveröffentlichung]

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