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1
Evaluation of Summarization Systems across Gender, Age, and Race ...
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2
Locke's Holiday: Belief Bias in Machine Reading ...
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3
Dynamic Forecasting of Conversation Derailment ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.624/ Abstract: Online conversations can sometimes take a turn for the worse, either due to systematic cultural differences, accidental misunderstandings, or mere malice. Automatically forecasting derailment in public online conversations provides an opportunity to take early action to moderate it. Previous work in this space is limited, and we extend it in several ways. We apply a pretrained language encoder to the task, which outperforms earlier approaches. We further experiment with shifting the training paradigm for the task from a static to a dynamic one to increase the forecast horizon. This approach shows mixed results: in a high-quality data setting, a longer average forecast horizon can be achieved at the cost of a small drop in F1; in a low-quality data setting, however, dynamic training propagates the noise and is highly detrimental to performance. ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/rhew-z261
https://underline.io/lecture/37752-dynamic-forecasting-of-conversation-derailment
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4
Can Language Models Encode Perceptual Structure Without Grounding? A Case Study in Color ...
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5
A Multilingual Benchmark for Probing Negation-Awareness with Minimal Pairs ...
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6
Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization ...
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7
The Impact of Positional Encodings on Multilingual Compression ...
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8
On Language Models for Creoles ...
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