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Universal Dependencies and Semantics for English and Hebrew Child-directed Speech
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In: Proceedings of the Society for Computation in Linguistics (2022)
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Cross-lingual Intermediate Fine-tuning improves Dialogue State Tracking ...
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Abstract:
Recent progress in task-oriented neural dialogue systems is largely focused on a handful of languages, as annotation of training data is tedious and expensive. Machine translation has been used to make systems multilingual, but this can introduce a pipeline of errors. Another promising solution is using cross-lingual transfer learning through pretrained multilingual models. Existing methods train multilingual models with additional code-mixed task data or refine the cross-lingual representations through parallel ontologies. In this work, we enhance the transfer learning process by intermediate fine-tuning of pretrained multilingual models, where the multilingual models are fine-tuned with different but related data and/or tasks. Specifically, we use parallel and conversational movie subtitles datasets to design cross-lingual intermediate tasks suitable for downstream dialogue tasks. We use only 200K lines of parallel data for intermediate fine-tuning which is already available for 1782 language pairs. We ... : EMNLP 2021 Camera Ready ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2109.13620 https://arxiv.org/abs/2109.13620
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Incorporating Temporal Information in Entailment Graph Mining ...
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Semi-Automatic Construction of Text-to-SQL Data for Domain Transfer ...
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Cross-lingual Intermediate Fine-tuning improves Dialogue State Tracking ...
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Zero-Shot Cross-Lingual Transfer is a Hard Baseline to Beat in German Fine-Grained Entity Typing ...
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Cross-linguistically Consistent Semantic and Syntactic Annotation of Child-directed Speech ...
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Incorporating Temporal Information in Entailment Graph Mining ...
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Aspectuality Across Genre: A Distributional Semantics Approach ...
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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Representation and parsing of multiword expressions: Current trends
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In: Language Science Press; (2019)
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