Идентификация причинно-следственных связей событий

task ID: eventcausalityidentification

Related Papers

Graph Convolutional Networks for Event Causality Identification with Rich Document-level Structures

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractWe study the problem of Event Causality Identification (ECI) to detect causal relation between event mention pairs in text. Although deep learning models have recently shown state-of-the-art performance for ECI, …...

21606

Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

Current models for event causality identifica- tion (ECI) mainly adopt a supervised frame- work, which heavily rely on labeled data for training. Unfortunately, the scale of current annotated datasets is …...

33993

Event Causality Extraction with Event Argument Correlations

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractEvent Causality Identification (ECI), which aims to detect whether a causality relation exists between two given textual events, is an important task for event causality understanding. However, the ECI task …...

5030

Event Causality Identification via Derivative Prompt Joint Learning

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractThis paper studies event causality identification, which aims at predicting the causality relation for a pair of events in a sentence. Regarding event causality identification as a supervised classification task, …...

5016

Event Causality Identification via Generation of Important Context Words

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractAn important problem of Information Extraction involves Event Causality Identification (ECI) that seeks to identify causal relation between pairs of event mentions. Prior models for ECI have mainly solved the …...

26344

MECI: A Multilingual Dataset for Event Causality Identification

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractEvent Causality Identification (ECI) is the task of detecting causal relations between events mentioned in the text. Although this task has been extensively studied for English materials, it is under-explored …...

5011

Semantic Structure Enhanced Event Causality Identification

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractEvent Causality Identification (ECI) aims to identify causal relations between events in unstructured texts. This is a very challenging task, because causal relations are usually expressed by implicit associations between …...

38080