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08/05/2023
Multi-Source (Pre-)Training for Cross-Domain Measurement, Unit and Context Extraction
We present a cross-domain approach for automated measurement and context...
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10/13/2022
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of Transformers
Demographic factors (e.g., gender or age) shape our language. Previous w...
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09/19/2022
Overview of the SV-Ident 2022 Shared Task on Survey Variable Identification in Social Science Publications
In this paper, we provide an overview of the SV-Ident shared task as par...
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09/14/2022
Towards Automated Survey Variable Search and Summarization in Social Science Publications
Nowadays there is a growing trend in many scientific disciplines to supp...
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08/01/2022
On the Limitations of Sociodemographic Adaptation with Transformers
Sociodemographic factors (e.g., gender or age) shape our language. Previ...
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08/01/2022
BabelBERT: Massively Multilingual Transformers Meet a Massively Multilingual Lexical Resource
While pretrained language models (PLMs) primarily serve as general purpo...
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05/30/2022
X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documents
The number of scientific publications nowadays is rapidly increasing, ca...
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05/30/2022
ZusammenQA: Data Augmentation with Specialized Models for Cross-lingual Open-retrieval Question Answering System
This paper introduces our proposed system for the MIA Shared Task on Cro...
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05/20/2022
Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog
Research on (multi-domain) task-oriented dialog (TOD) has predominantly ...
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04/08/2022
Fair and Argumentative Language Modeling for Computational Argumentation
Although much work in NLP has focused on measuring and mitigating stereo...
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03/09/2022
PET: A new Dataset for Process Extraction from Natural Language Text
Although there is a long tradition of work in NLP on extracting entities...
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12/21/2021
On Cross-Lingual Retrieval with Multilingual Text Encoders
In this work we present a systematic empirical study focused on the suit...
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10/15/2021
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog
Recent work has shown that self-supervised dialog-specific pretraining o...
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08/13/2021
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political Biases
We analyze bias in historical corpora as encoded in diachronic distribut...
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05/04/2021
Large-scale Taxonomy Induction Using Entity and Word Embeddings
Taxonomies are an important ingredient of knowledge organization, and se...
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03/11/2021
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding Spaces
Recent research efforts in NLP have demonstrated that distributional wor...
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01/24/2021
FakeFlow: Fake News Detection by Modeling the Flow of Affective Information
Fake news articles often stir the readers' attention by means of emotion...
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01/21/2021
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval
Pretrained multilingual text encoders based on neural Transformer archit...
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11/03/2020
AraWEAT: Multidimensional Analysis of Biases in Arabic Word Embeddings
Recent work has shown that distributional word vector spaces often encod...
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03/14/2020
Word Sense Disambiguation for 158 Languages using Word Embeddings Only
Disambiguation of word senses in context is easy for humans, but is a ma...
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10/15/2019
FacTweet: Profiling Fake News Twitter Accounts
We present an approach to detect fake news in Twitter at the account lev...
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09/13/2019
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces
Distributional word vectors have recently been shown to encode many of t...
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06/11/2019
Unmasking Bias in News
We present experiments on detecting hyperpartisanship in news using a 'm...
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05/05/2019
HHMM at SemEval-2019 Task 2: Unsupervised Frame Induction using Contextualized Word Embeddings
We present our system for semantic frame induction that showed the best ...
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04/18/2019
Knowledge-rich Image Gist Understanding Beyond Literal Meaning
We investigate the problem of understanding the message (gist) conveyed ...
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04/12/2019
Political Text Scaling Meets Computational Semantics
During the last fifteen years, text scaling approaches have become a cen...
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04/08/2019
Providing Advanced Access to Historical War Memoirs Through the Identification of Events, Participants and Roles
The progressive digitization of historical archives provides new, often ...
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09/23/2018
Understanding the Gist of Images - Ranking of Concepts for Multimedia Indexing
Nowadays, where multimedia data is continuously generated, stored, and d...
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09/17/2018
Unsupervised Sense-Aware Hypernymy Extraction
In this paper, we show how unsupervised sense representations can be use...
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08/20/2018
Local-Global Graph Clustering with Applications in Sense and Frame Induction
We present Watset, a new meta-algorithm for fuzzy graph clustering. This...
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05/12/2018
Unsupervised Semantic Frame Induction using Triclustering
We use dependency triples automatically extracted from a Web-scale corpu...
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05/02/2018
Unsupervised Cross-Lingual Information Retrieval using Monolingual Data Only
We propose a fully unsupervised framework for ad-hoc cross-lingual infor...
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04/27/2018
An Unsupervised Word Sense Disambiguation System for Under-Resourced Languages
In this paper, we present Watasense, an unsupervised system for word sen...
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03/15/2018
Enriching Frame Representations with Distributionally Induced Senses
We introduce a new lexical resource that enriches the Framester knowledg...
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01/19/2018
A Resource-Light Method for Cross-Lingual Semantic Textual Similarity
Recognizing semantically similar sentences or paragraphs across language...
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12/23/2017
A Framework for Enriching Lexical Semantic Resources with Distributional Semantics
We present an approach to combining distributional semantic representati...
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10/04/2017
Building a Web-Scale Dependency-Parsed Corpus from CommonCrawl
We present DepCC, the largest to date linguistically analyzed corpus in ...
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07/21/2017