Raul Puri – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2023-04-04T17:01:46Z http://www.open-lab.net/blog/feed/ Raul Puri <![CDATA[Adding External Knowledge and Controllability to Language Models with Megatron-CNTRL]]> http://www.open-lab.net/blog/?p=21265 2023-03-22T01:09:01Z 2020-10-06T13:00:00Z Large language models such as Megatron and GPT-3 are transforming AI. We are excited about applications that can take advantage of these models to create better...]]>

Large language models such as Megatron and GPT-3 are transforming AI. We are excited about applications that can take advantage of these models to create better conversational AI. One main problem that generative language models have in conversational AI applications is their lack of controllability and consistency with real-world facts. In this work, we try to address this by making our large…

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Raul Puri <![CDATA[State-of-the-Art Language Modeling Using Megatron on the NVIDIA A100 GPU]]> http://www.open-lab.net/blog/?p=17320 2023-04-04T17:01:46Z 2020-05-14T13:00:46Z Recent work has demonstrated that larger language models dramatically advance the state of the art in natural language processing (NLP) applications such as...]]>

Recent work has demonstrated that larger language models dramatically advance the state of the art in natural language processing (NLP) applications such as question-answering, dialog systems, summarization, and article completion. However, during training, large models do not fit in the available memory of a single accelerator, requiring model parallelism to split the parameters across multiple…

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