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03/06/2023
OpenICL: An Open-Source Framework for In-context Learning
In recent years, In-context Learning (ICL) has gained increasing attenti...
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02/11/2023
Compositional Exemplars for In-context Learning
Large pretrained language models (LMs) have shown impressive In-Context ...
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10/22/2022
ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback
Recently, dataset-generation-based zero-shot learning has shown promisin...
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10/17/2022
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models
Recently, diffusion models have emerged as a new paradigm for generative...
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10/14/2022
CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling
Transformer has achieved remarkable success in language, image, and spee...
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05/29/2022
CoNT: Contrastive Neural Text Generation
Recently, contrastive learning attracts increasing interests in neural t...
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02/16/2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation
There is a growing interest in dataset generation recently due to the su...
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11/09/2021
Learning Logic Rules for Document-level Relation Extraction
Document-level relation extraction aims to identify relations between en...
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09/23/2021
The Volctrans GLAT System: Non-autoregressive Translation Meets WMT21
This paper describes the Volctrans' submission to the WMT21 news transla...
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04/16/2021
Serial or Parallel? Plug-able Adapter for multilingual machine translation
Developing a unified multilingual translation model is a key topic in ma...
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03/22/2021
Alleviate Exposure Bias in Sequence Prediction with Recurrent Neural Networks
A popular strategy to train recurrent neural networks (RNNs), known as “...
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10/07/2020
Pre-training Multilingual Neural Machine Translation by Leveraging Alignment Information
We investigate the following question for machine translation (MT): can ...
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11/25/2019
Non-autoregressive Transformer by Position Learning
Non-autoregressive models are promising on various text generation tasks...
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10/24/2019
Cross-Lingual Vision-Language Navigation
Vision-Language Navigation (VLN) is the task where an agent is commanded...
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11/06/2018