Page: 1 2 3 4 5 6 7 8... 686
61 |
Statistical and Spatio-temporal Hand Gesture Features for Sign Language Recognition using the Leap Motion Sensor ...
|
|
|
|
BASE
|
|
Show details
|
|
64 |
Giant Pigeon and Small Person: Prompting Visually Grounded Models about the Size of Objects ...
|
|
Zhang, Yi. - : Purdue University Graduate School, 2022
|
|
BASE
|
|
Show details
|
|
65 |
Giant Pigeon and Small Person: Prompting Visually Grounded Models about the Size of Objects ...
|
|
Zhang, Yi. - : Purdue University Graduate School, 2022
|
|
BASE
|
|
Show details
|
|
66 |
pNLP-Mixer: an Efficient all-MLP Architecture for Language ...
|
|
|
|
Abstract:
Large pre-trained language models drastically changed the natural language processing(NLP) landscape. Nowadays, they represent the go-to framework to tackle diverse NLP tasks, even with a limited number of annotations. However, using those models in production, either in the cloud or at the edge, remains a challenge due to the memory footprint and/or inference costs. As an alternative, recent work on efficient NLP has shown that small weight-efficient models can reach competitive performance at a fraction of the costs. Here, we introduce pNLP-Mixer, an embbedding-free model based on the MLP-Mixer architecture that achieves high weight-efficiency thanks to a novel linguistically informed projection layer. We evaluate our model on two multi-lingual semantic parsing datasets, MTOP and multiATIS. On MTOP our pNLP-Mixer almost matches the performance of mBERT, which has 38 times more parameters, and outperforms the state-of-the-art of tiny models (pQRNN) with 3 times fewer parameters. On a long-sequence ... : Preprint ...
|
|
Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
|
|
URL: https://arxiv.org/abs/2202.04350 https://dx.doi.org/10.48550/arxiv.2202.04350
|
|
BASE
|
|
Hide details
|
|
67 |
Multilingual Abusiveness Identification on Code-Mixed Social Media Text ...
|
|
|
|
BASE
|
|
Show details
|
|
68 |
hate-alert@DravidianLangTech-ACL2022: Ensembling Multi-Modalities for Tamil TrollMeme Classification ...
|
|
|
|
BASE
|
|
Show details
|
|
69 |
StableMoE: Stable Routing Strategy for Mixture of Experts ...
|
|
|
|
BASE
|
|
Show details
|
|
70 |
BERTuit: Understanding Spanish language in Twitter through a native transformer ...
|
|
|
|
BASE
|
|
Show details
|
|
71 |
EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification ...
|
|
|
|
BASE
|
|
Show details
|
|
73 |
Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning ...
|
|
|
|
BASE
|
|
Show details
|
|
74 |
Data Bootstrapping Approaches to Improve Low Resource Abusive Language Detection for Indic Languages ...
|
|
|
|
BASE
|
|
Show details
|
|
75 |
Out of Thin Air: Is Zero-Shot Cross-Lingual Keyword Detection Better Than Unsupervised? ...
|
|
|
|
BASE
|
|
Show details
|
|
76 |
Assessment of Massively Multilingual Sentiment Classifiers ...
|
|
|
|
BASE
|
|
Show details
|
|
78 |
MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages ...
|
|
|
|
BASE
|
|
Show details
|
|
79 |
DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition ...
|
|
|
|
BASE
|
|
Show details
|
|
Page: 1 2 3 4 5 6 7 8... 686
|
|