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Hierarchical Softmax for End-to-End Low-resource Multilingual Speech Recognition ...
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Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction ...
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Abstract:
We present a study on leveraging multilingual pre-trained generative language models for zero-shot cross-lingual event argument extraction (EAE). By formulating EAE as a language generation task, our method effectively encodes event structures and captures the dependencies between arguments. We design language-agnostic templates to represent the event argument structures, which are compatible with any language, hence facilitating the cross-lingual transfer. Our proposed model finetunes multilingual pre-trained generative language models to generate sentences that fill in the language-agnostic template with arguments extracted from the input passage. The model is trained on source languages and is then directly applied to target languages for event argument extraction. Experiments demonstrate that the proposed model outperforms the current state-of-the-art models on zero-shot cross-lingual EAE. Comprehensive studies and error analyses are presented to better understand the advantages and the current ... : ACL 2022. Our code is available at https://github.com/PlusLabNLP/X-Gear ...
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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.2203.08308 https://arxiv.org/abs/2203.08308
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EnvEdit: Environment Editing for Vision-and-Language Navigation ...
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Formal Language Recognition by Hard Attention Transformers: Perspectives from Circuit Complexity ...
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Compilable Neural Code Generation with Compiler Feedback ...
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Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints ...
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Bilingual Terminology Extraction from Non-Parallel E-Commerce Corpora ...
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Temporal-aware Language Representation Learning From Crowdsourced Labels ...
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Few-shot Language Coordination by Modeling Theory of Mind ...
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Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech ...
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ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation ...
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ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences ...
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Improving Sign Language Translation with Monolingual Data by Sign Back-Translation ...
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Multilingual and Cross-Lingual Intent Detection from Spoken Data ...
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MTG: A Benchmarking Suite for Multilingual Text Generation ...
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Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ...
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General Facial Representation Learning in a Visual-Linguistic Manner ...
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PM-MMUT: Boosted Phone-mask Data Augmentation using Multi-Modeling Unit Training for Phonetic-Reduction-Robust E2E Speech Recognition ...
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