[HTML][HTML] A survey on narrative extraction from textual data

B Santana, R Campos, E Amorim, A Jorge… - Artificial Intelligence …, 2023 - Springer
Narratives are present in many forms of human expression and can be understood as a
fundamental way of communication between people. Computational understanding of the …

DisCut and DiscReT: MELODI at DISRPT 2023

E Metheniti, C Braud, P Muller, L Rivière - 3rd Shared Task on …, 2023 - hal.science
This paper presents the results obtained by the MELODI team for the three tasks proposed
within the DISRPT 2023 shared task on discourse: segmentation, connective identification …

Discourse structure extraction from pre-trained and fine-tuned language models in dialogues

C Li, P Huber, W Xiao, M Amblard, C Braud… - arXiv preprint arXiv …, 2023 - arxiv.org
Discourse processing suffers from data sparsity, especially for dialogues. As a result, we
explore approaches to build discourse structures for dialogues, based on attention matrices …

Why can't discourse parsing generalize? A thorough investigation of the impact of data diversity

YJ Liu, A Zeldes - arXiv preprint arXiv:2302.06488, 2023 - arxiv.org
Recent advances in discourse parsing performance create the impression that, as in other
NLP tasks, performance for high-resource languages such as English is finally becoming …

Rst discourse parsing as text-to-text generation

X Hu, X Wan - IEEE/ACM Transactions on Audio, Speech, and …, 2023 - ieeexplore.ieee.org
Previous studies have made great advances in RST discourse parsing through specific
neural frameworks or features, but they usually split the parsing process into two subtasks …

Incorporating distributions of discourse structure for long document abstractive summarization

D Pu, Y Wang, V Demberg - arXiv preprint arXiv:2305.16784, 2023 - arxiv.org
For text summarization, the role of discourse structure is pivotal in discerning the core
content of a text. Regrettably, prior studies on incorporating Rhetorical Structure Theory …

[HTML][HTML] Hierarchical Clause Annotation: Building a Clause-Level Corpus for Semantic Parsing with Complex Sentences

Y Fan, B Li, Y Sataer, M Gao, C Shi, S Cao, Z Gao - Applied Sciences, 2023 - mdpi.com
Featured Application Hierarchical clause annotation could be applied in many downstream
tasks of natural language processing, including abstract meaning representation parsing …

GENTLE: A genre-diverse multilayer challenge set for English NLP and linguistic evaluation

T Aoyama, S Behzad, L Gessler, L Levine, J Lin… - arXiv preprint arXiv …, 2023 - arxiv.org
We present GENTLE, a new mixed-genre English challenge corpus totaling 17K tokens and
consisting of 8 unusual text types for out-of domain evaluation: dictionary entries, esports …

[HTML][HTML] The Thai Discourse Treebank: Annotating and Classifying Thai Discourse Connectives

P Prasertsom, A Jaroonpol… - Transactions of the …, 2024 - direct.mit.edu
Discourse analysis is a highly applicable area of natural language processing. In English
and other languages, resources for discourse-based tasks are widely available. Thai …

[HTML][HTML] Addressing Long-Distance Dependencies in AMR Parsing with Hierarchical Clause Annotation

Y Fan, B Li, Y Sataer, M Gao, C Shi, Z Gao - Electronics, 2023 - mdpi.com
Most natural language processing (NLP) tasks operationalize an input sentence as a
sequence with token-level embeddings and features, despite its clausal structure. Taking …