Corpus-based open-domain event type induction

J Shen, Y Zhang, H Ji, J Han - arXiv preprint arXiv:2109.03322, 2021 - arxiv.org
Traditional event extraction methods require predefined event types and their corresponding
annotations to learn event extractors. These prerequisites are often hard to be satisfied in …

Harvesting event schemas from large language models

J Tang, H Lin, Z Li, Y Lu, X Han, L Sun - China Conference on Knowledge …, 2023 - Springer
Event schema provides a conceptual, structural and formal language to represent events
and model the world event knowledge. Unfortunately, it is challenging to automatically …

SemEval-2019 task 2: Unsupervised lexical frame induction

B QasemiZadeh, MRL Petruck, R Stodden… - Proceedings of the …, 2019 - aclanthology.org
Abstract This paper presents Unsupervised Lexical Frame Induction, Task 2 of the
International Workshop on Semantic Evaluation in 2019. Given a set of prespecified …

Text augmentation for semantic frame induction and parsing

S Anwar, A Shelmanov, N Arefyev… - Language Resources …, 2024 - Springer
Semantic frames are formal structures describing situations, actions or events, eg,
Commerce buy, Kidnapping, or Exchange. Each frame provides a set of frame elements or …

HHMM at SemEval-2019 task 2: Unsupervised frame induction using contextualized word embeddings

S Anwar, D Ustalov, N Arefyev, SP Ponzetto… - arXiv preprint arXiv …, 2019 - arxiv.org
We present our system for semantic frame induction that showed the best performance in
Subtask B. 1 and finished as the runner-up in Subtask A of the SemEval 2019 Task 2 on …

L2F/INESC-ID at SemEval-2019 task 2: Unsupervised lexical semantic frame induction using contextualized word representations

E Ribeiro, V Mendonça, R Ribeiro… - Proceedings of the …, 2019 - aclanthology.org
Building large datasets annotated with semantic information, such as FrameNet, is an
expensive process. Consequently, such resources are unavailable for many languages and …

Semi-supervised deep embedded clustering with anomaly detection for semantic frame induction

ZX Yong, TT Torrent - … of the Twelfth Language Resources and …, 2020 - aclanthology.org
Although FrameNet is recognized as one of the most fine-grained lexical databases, its
coverage of lexical units is still limited. To tackle this issue, we propose a two-step frame …

Verb sense clustering using contextualized word representations for semantic frame induction

K Yamada, R Sasano, K Takeda - arXiv preprint arXiv:2105.13465, 2021 - arxiv.org
Contextualized word representations have proven useful for various natural language
processing tasks. However, it remains unclear to what extent these representations can …

Adverbs, surprisingly

D Nikolaev, CF Baker, MRL Petruck, S Padó - arXiv preprint arXiv …, 2023 - arxiv.org
This paper begins with the premise that adverbs are neglected in computational linguistics.
This view derives from two analyses: a literature review and a novel adverb dataset to probe …

Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction

D Ustalov, A Panchenko, C Biemann… - Computational …, 2019 - direct.mit.edu
We present a detailed theoretical and computational analysis of the Watset meta-algorithm
for fuzzy graph clustering, which has been found to be widely applicable in a variety of …