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05/24/2023
Flan-MoE: Scaling Instruction-Finetuned Language Models with Sparse Mixture of Experts
The explosive growth of language models and their applications have led ...
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05/01/2023
Multi-scale Transformer-based Network for Emotion Recognition from Multi Physiological Signals
This paper presents an efficient Multi-scale Transformer-based approach ...
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03/16/2023
Vision Transformer for Action Units Detection
Facial Action Units detection (FAUs) represents a fine-grained classific...
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01/31/2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
We study the design decisions of publicly available instruction tuning m...
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01/25/2023
ViDeBERTa: A powerful pre-trained language model for Vietnamese
This paper presents ViDeBERTa, a new pre-trained monolingual language mo...
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11/02/2022
Dialect-robust Evaluation of Generated Text
Evaluation metrics that are not robust to dialect variation make it impo...
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05/25/2022
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation
In this paper, we explore the challenging problem of performing a genera...
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05/25/2022
Intermediate Training on Question Answering Datasets Improves Generative Data Augmentation
Manually annotating datasets requires domain experts to read through man...
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10/15/2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer
As pre-trained language models have gotten larger, there has been growin...
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09/13/2021
STraTA: Self-Training with Task Augmentation for Better Few-shot Learning
Despite their recent successes in tackling many NLP tasks, large-scale p...
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05/02/2020
Exploring and Predicting Transferability across NLP Tasks
Recent advances in NLP demonstrate the effectiveness of training large-s...
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06/09/2019
Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification
While paragraph embedding models are remarkably effective for downstream...
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04/24/2018
Integrating Multiplicative Features into Supervised Distributional Methods for Lexical Entailment
Supervised distributional methods are applied successfully in lexical en...
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04/20/2018