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09/19/2023
Self-Augmentation Improves Zero-Shot Cross-Lingual Transfer
Zero-shot cross-lingual transfer is a central task in multilingual NLP, ...
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09/16/2023
Contextual Label Projection for Cross-Lingual Structure Extraction
Translating training data into target languages has proven beneficial fo...
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05/26/2023
AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model
Event argument extraction (EAE) identifies event arguments and their spe...
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05/26/2023
PIP: Parse-Instructed Prefix for Syntactically Controlled Paraphrase Generation
Syntactically controlled paraphrase generation requires language models ...
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05/26/2023
ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation
Paraphrase generation is a long-standing task in natural language proces...
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05/22/2023
Learning Easily Updated General Purpose Text Representations with Adaptable Task-Specific Prefixes
Many real-world applications require making multiple predictions from th...
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11/02/2022
Unsupervised Syntactically Controlled Paraphrase Generation with Abstract Meaning Representations
Syntactically controlled paraphrase generation has become an emerging re...
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05/25/2022
A Simple and Unified Tagging Model with Priming for Relational Structure Predictions
Relational structure extraction covers a wide range of tasks and plays a...
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05/25/2022
GENEVA: Pushing the Limit of Generalizability for Event Argument Extraction with 100+ Event Types
Numerous events occur worldwide and are documented in the news, social m...
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03/25/2022
A Comparative Survey of Deep Active Learning
Active Learning (AL) is a set of techniques for reducing labeling cost b...
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03/15/2022
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction
We present a study on leveraging multilingual pre-trained generative lan...
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11/30/2021
DeepAL: Deep Active Learning in Python
We present DeepAL, a Python library that implements several common strat...
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08/29/2021
Event Extraction as Natural Language Generation
Event extraction (EE), the task that identifies event triggers and their...
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04/17/2021
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training
In recent years, pre-trained multilingual language models, such as multi...
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04/11/2021
Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models
Pre-trained language models have achieved huge success on a wide range o...
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01/26/2021
Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs
Paraphrase generation plays an essential role in natural language proces...
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09/05/2019
Examining Gender Bias in Languages with Grammatical Gender
Recent studies have shown that word embeddings exhibit gender bias inher...
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01/04/2019
MultiDEC: Multi-Modal Clustering of Image-Caption Pairs
In this paper, we propose a method for clustering image-caption pairs by...
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03/30/2016