Search Results for author: Ilia Kuznetsov

Found 11 papers, 6 papers with code

Revise and Resubmit: An Intertextual Model of Text-based Collaboration in Peer Review

1 code implementation22 Apr 2022 Ilia Kuznetsov, Jan Buchmann, Max Eichler, Iryna Gurevych

While existing NLP studies focus on the analysis of individual texts, editorial assistance often requires modeling interactions between pairs of texts -- yet general frameworks and datasets to support this scenario are missing.

Yes-Yes-Yes: Proactive Data Collection for ACL Rolling Review and Beyond

1 code implementation27 Jan 2022 Nils Dycke, Ilia Kuznetsov, Iryna Gurevych

The shift towards publicly available text sources has enabled language processing at unprecedented scale, yet leaves under-serviced the domains where public and openly licensed data is scarce.

Assisting Decision Making in Scholarly Peer Review: A Preference Learning Perspective

no code implementations2 Sep 2021 Nils Dycke, Edwin Simpson, Ilia Kuznetsov, Iryna Gurevych

Peer review is the primary means of quality control in academia; as an outcome of a peer review process, program and area chairs make acceptance decisions for each paper based on the review reports and scores they received.

Decision Making Fairness

A Matter of Framing: The Impact of Linguistic Formalism on Probing Results

no code implementations EMNLP 2020 Ilia Kuznetsov, Iryna Gurevych

Deep pre-trained contextualized encoders like BERT (Delvin et al., 2019) demonstrate remarkable performance on a range of downstream tasks.

Does My Rebuttal Matter? Insights from a Major NLP Conference

1 code implementation NAACL 2019 Yang Gao, Steffen Eger, Ilia Kuznetsov, Iryna Gurevych, Yusuke Miyao

We then focus on the role of the rebuttal phase, and propose a novel task to predict after-rebuttal (i. e., final) scores from initial reviews and author responses.

Corpus-Driven Thematic Hierarchy Induction

no code implementations CONLL 2018 Ilia Kuznetsov, Iryna Gurevych

Thematic role hierarchy is a widely used linguistic tool to describe interactions between semantic roles and their syntactic realizations.

Machine Translation Question Answering +1

From Text to Lexicon: Bridging the Gap between Word Embeddings and Lexical Resources

1 code implementation COLING 2018 Ilia Kuznetsov, Iryna Gurevych

We examine the effect of lemmatization and POS typing on word embedding performance in a novel resource-based evaluation scenario, as well as on standard similarity benchmarks.

Coreference Resolution Lemmatization +2

EELECTION at SemEval-2017 Task 10: Ensemble of nEural Learners for kEyphrase ClassificaTION

1 code implementation SEMEVAL 2017 Steffen Eger, Erik-Lân Do Dinh, Ilia Kuznetsov, Masoud Kiaeeha, Iryna Gurevych

From these approaches, we created an ensemble of differently hyper-parameterized systems, achieving a micro-F1-score of 0. 63 on the test data.

General Classification

Out-of-domain FrameNet Semantic Role Labeling

no code implementations EACL 2017 Silvana Hartmann, Ilia Kuznetsov, Teresa Martin, Iryna Gurevych

We create a novel test set for FrameNet SRL based on user-generated web text and find that the major bottleneck for out-of-domain FrameNet SRL is the frame identification step.

Semantic Role Labeling

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