Document-level causal relation extraction with knowledge-guided binary question answering

Z Wang, L Xia, W Wang, X Du - arXiv preprint arXiv:2410.04752, 2024 - arxiv.org
As an essential task in information extraction (IE), Event-Event Causal Relation Extraction
(ECRE) aims to identify and classify the causal relationships between event mentions in …

MAVEN-Fact: A Large-scale Event Factuality Detection Dataset

C Li, H Peng, X Wang, Y Qi, L Hou, B Xu… - arXiv preprint arXiv …, 2024 - arxiv.org
Event Factuality Detection (EFD) task determines the factuality of textual events, ie,
classifying whether an event is a fact, possibility, or impossibility, which is essential for …

MMD-ERE: Multi-Agent Multi-Sided Debate for Event Relation Extraction

Y Guan, H Peng, L Hou, J Li - Proceedings of the 31st …, 2025 - aclanthology.org
Event relation extraction (ERE) is becoming increasingly important in the era of large
language models. An extensive body of research has explored how performance can be …

Event-level Knowledge Editing

H Peng, X Wang, C Li, K Zeng, J Duo, Y Cao… - arXiv preprint arXiv …, 2024 - arxiv.org
Knowledge editing aims at updating knowledge of large language models (LLMs) to prevent
them from becoming outdated. Existing work edits LLMs at the level of factual knowledge …

DocEE-zh: A Fine-grained Benchmark for Chinese Document-level Event Extraction

M Liu, M Tong, Y Peng, L Hou, J Li… - Findings of the …, 2024 - aclanthology.org
Event extraction aims to identify events and then extract the arguments involved in those
events. In recent years, there has been a gradual shift from sentence-level event extraction …

CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military News

M Zhu, Z Xu, K Zeng, K Xiao, M Wang, W Ke… - arXiv preprint arXiv …, 2024 - arxiv.org
Extracting structured event knowledge, including event triggers and corresponding
arguments, from military texts is fundamental to many applications, such as intelligence …

Event-Keyed Summarization

W Gantt, A Martin, P Kuchmiichuk, AS White - arXiv preprint arXiv …, 2024 - arxiv.org
We introduce event-keyed summarization (EKS), a novel task that marries traditional
summarization and document-level event extraction, with the goal of generating a …

[PDF][PDF] Generative Approaches to Event Extraction: Survey and Outlook

É Simon, H Olsen, H You, S Touileb… - Proceedings of the …, 2024 - aclanthology.org
This paper aims to map out the current landscape of generative approaches to the task of
event extraction. In surveying the emerging literature on the topic, we identify the distinctive …

Thematic Event Clustering and Storyline Analysis Based on Multi-source Heterogeneous Chinese International Negotiation Documents

Q Zhang, J Wu, M Zhu, X Li, L Qian… - 2024 10th International …, 2024 - ieeexplore.ieee.org
In the international relations and foreign policy research, international negotiation data is of
great importance for assisting scholars in analyzing patterns of interaction between nations …