Challenges and applications of automated extraction of socio-political events from text (CASE 2023): Workshop and shared task report

A Hürriyetoğlu, H Tanev, O Mutlu, S Thapa… - arXiv preprint arXiv …, 2023 - arxiv.org
We provide a summary of the sixth edition of the CASE workshop that is held in the scope of
RANLP 2023. The workshop consists of regular papers, three keynotes, working papers of …

State-of-the-art generalisation research in NLP: a taxonomy and review

D Hupkes, M Giulianelli, V Dankers, M Artetxe… - arXiv preprint arXiv …, 2022 - arxiv.org
The ability to generalise well is one of the primary desiderata of natural language
processing (NLP). Yet, what'good generalisation'entails and how it should be evaluated is …

Multilingual protest news detection-shared task 1, case 2021

A Hürriyetoğlu, O Mutlu, E Yörük, FF Liza… - Proceedings of the …, 2021 - aclanthology.org
Benchmarking state-of-the-art text classification and information extraction systems in
multilingual, cross-lingual, few-shot, and zero-shot settings for socio-political event …

IBM MNLP IE at CASE 2021 task 2: NLI reranking for zero-shot text classification

K Barker, P Awasthy, J Ni, R Florian - Proceedings of the 4th …, 2021 - aclanthology.org
Supervised models can achieve very high accuracy for fine-grained text classification. In
practice, however, training data may be abundant for some types but scarce or even non …

Socio-political events of conflict and unrest: A survey of available datasets

H Olsen, É Simon, E Velldal… - Proceedings of the 7th …, 2024 - aclanthology.org
There is a large and growing body of literature on datasets created to facilitate the study of
socio-political events of conflict and unrest. However, the datasets, and the approaches …

Template-based approach to zero-shot intent recognition

D Lamanov, P Burnyshev, E Artemova… - arXiv preprint arXiv …, 2022 - arxiv.org
The recent advances in transfer learning techniques and pre-training of large contextualized
encoders foster innovation in real-life applications, including dialog assistants. Practical …

Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation Classification

Y Hu, ES Parolin, L Khan, P Brandt… - Proceedings of the …, 2024 - aclanthology.org
Is it possible accurately classify political relations within evolving event ontologies without
extensive annotations? This study investigates zero-shot learning methods that use expert …

Synthesizing Political Zero-Shot Relation Classification via Codebook Knowledge, NLI, and ChatGPT

Y Hu, ES Parolin, L Khan, PT Brandt, J Osorio… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent supervised models for event coding vastly outperform pattern-matching methods.
However, their reliance solely on new annotations disregards the vast knowledge within …

[PDF][PDF] Multi-label Infectious Disease News Event Corpus.

J Piskorski, N Stefanovitch, B Doherty, JP Linge… - Text2Story@ ECIR, 2023 - di.ubi.pt
This paper describes a new corpus consisting of circa 4.5 K news snippets (multi-) labelled
with finegrained infectious disease-related event types. The paper presents the underlying …

Political Event Coding as Text-to-Text Sequence Generation

Y Dai, B Radford, A Halterman - … of Socio-political Events from Text …, 2022 - aclanthology.org
We report on the current status of an effort to produce political event data from unstructured
text via a Transformer language model. Compelled by the current lack of publicly available …