State-of-the-art generalisation research in NLP: a taxonomy and review
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 …
processing (NLP). Yet, what'good generalisation'entails and how it should be evaluated is …
An overview of sentence ordering task
Y Shi, H Zhang, N Li, T Yang - International Journal of Data Science and …, 2024 - Springer
The sentence ordering task aims to organize complex, unordered sentences into readable
text. This improves accuracy, validity, and reliability in various natural language processing …
text. This improves accuracy, validity, and reliability in various natural language processing …
Reading order detection in visually-rich documents with multi-modal layout-aware relation prediction
Reading order detection aims to arrange the text logically, which is essential in
understanding visual documents. Current methods mostly model the problem as a sequence …
understanding visual documents. Current methods mostly model the problem as a sequence …
Pointer-Guided Pre-training: Infusing Large Language Models with Paragraph-Level Contextual Awareness
L Hillebrand, P Pradhan, C Bauckhage… - Joint European Conference …, 2024 - Springer
We introduce “pointer-guided segment ordering”(SO), a novel pre-training technique aimed
at enhancing the contextual understanding of paragraph-level text representations in large …
at enhancing the contextual understanding of paragraph-level text representations in large …
[HTML][HTML] Positional diffusion: Graph-based diffusion models for set ordering
Positional reasoning is the process of ordering an unsorted set of parts into a consistent
structure. To address this problem, we present Positional Diffusion, a plug-and-play graph …
structure. To address this problem, we present Positional Diffusion, a plug-and-play graph …
Positional diffusion: Ordering unordered sets with diffusion probabilistic models
Positional reasoning is the process of ordering unsorted parts contained in a set into a
consistent structure. We present Positional Diffusion, a plug-and-play graph formulation with …
consistent structure. We present Positional Diffusion, a plug-and-play graph formulation with …
Facing Data Scarcity in Dialogues for Discourse Structure Discovery and Prediction
C Li - 2023 - theses.hal.science
A document is more than a random combination of sentences. It is, instead, a cohesive entity
where sentences interact with each other to create a coherent structure and convey specific …
where sentences interact with each other to create a coherent structure and convey specific …
A framework for crafting data narratives
F El Outa - 2023 - hal.science
The world is filled with an overwhelming amount of information, and making sense of it all is
a significant challenge. Narratives have long been recognized as powerful tools of …
a significant challenge. Narratives have long been recognized as powerful tools of …
Ordering Problems in Natural Language Generation
F Farahnak - 2023 - spectrum.library.concordia.ca
Language is the main mechanism used in human communication. For decades, researchers
have tried to build computers capable of communicating with humans in natural languages …
have tried to build computers capable of communicating with humans in natural languages …
[PDF][PDF] State-of-the-art generalisation research in NLP
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 …
processing (NLP). Yet, what 'good generalisation'entails and how it should be evaluated is …