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What is XLNet?
XLNet presents a groundbreaking method for unsupervised language representation learning through its distinct generalized permutation language modeling objective. In addition, it employs the Transformer-XL architecture, which excels in managing language tasks that necessitate the analysis of longer contexts. Consequently, XLNet achieves remarkable results, establishing new benchmarks with its state-of-the-art (SOTA) performance in various downstream language applications like question answering, natural language inference, sentiment analysis, and document ranking. This innovative model not only enhances the capabilities of natural language processing but also opens new avenues for further research in the field. Its impact is expected to influence future developments and methodologies in language understanding.
What is Megatron-Turing?
The Megatron-Turing Natural Language Generation model (MT-NLG) is distinguished as the most extensive and sophisticated monolithic transformer model designed for the English language, featuring an astounding 530 billion parameters. Its architecture, consisting of 105 layers, significantly amplifies the performance of prior top models, especially in scenarios involving zero-shot, one-shot, and few-shot learning. The model demonstrates remarkable accuracy across a diverse array of natural language processing tasks, such as completion prediction, reading comprehension, commonsense reasoning, natural language inference, and word sense disambiguation. In a bid to encourage further exploration of this revolutionary English language model and to enable users to harness its capabilities across various linguistic applications, NVIDIA has launched an Early Access program that offers a managed API service specifically for the MT-NLG model. This program is designed not only to promote experimentation but also to inspire innovation within the natural language processing domain, ultimately paving the way for new advancements in the field. Through this initiative, researchers and developers will have the opportunity to delve deeper into the potential of MT-NLG and contribute to its evolution.
Media
No images available
Integrations Supported
Spark NLP
API Availability
Has API
API Availability
Has API
Pricing Information
Free
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
XLNet
Date Founded
2019
Company Website
github.com/zihangdai/xlnet
Company Facts
Organization Name
NVIDIA
Date Founded
1993
Company Location
United States
Company Website
developer.nvidia.com/megatron-turing-natural-language-generation