Papers with English portion

3 papers
Triad-based Neural Network for Coreference Resolution (C18-1)

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Challenge: Entity coreference resolution aims to identify mentions that refer to the same entity.
Approach: They propose a triad-based neural network system that generates affinity scores between entity mentions for coreference resolution.
Outcome: The proposed system generates affinity scores between mentions for coreference resolution.
SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects (2024.eacl-long)

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Challenge: despite progress in building multilingual language models evaluation is limited to a few languages with available datasets . despite this, we create a large-scale open-sourced benchmark dataset for topic classification in 205 languages and dialects to address the lack of evaluation dataset for Natural Language Understanding (NLU).
Approach: They create a large-scale open-sourced benchmark dataset for topic classification in 205 languages and dialects to address the lack of evaluation dataset for Natural Language Understanding (NLU).
Outcome: The proposed dataset addresses the lack of evaluation dataset for Natural Language Understanding (NLU) for many languages, it is the first publicly available evaluation dataset.
Sequence-to-Sequence Language Models for Character and Emotion Detection in Dream Narratives (2024.lrec-main)

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Challenge: Sigmund Freud's interpretation of dreams has been central to understanding human consciousness for centuries.
Approach: They propose to automate the annotation process by using a natural language framework . they evaluate the impact of model size, prediction order of characters, and consideration of proper names and character traits .
Outcome: The proposed model performs better with a large language model while having 28 times fewer parameters.

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