Cortical.io Semantic Folding Approach Demonstrates a 2,800x Acceleration and 4,300x Increase in Energy Efficiency over BERT

Cortical.io announced its breakthrough prototype for classifying high volumes of unstructured text. Classifying documents or messages constitutes one of the most fundamental Natural Language Understanding (NLU) functions for business artificial intelligence (AI). The benchmark was carried out on two similar system setups using the same, off-the-shelve, dual AMD-Epyc server hardware. The “BERT” system, a transformer-based machine learning technique for natural language processing, was augmented by a NVidia GPU. The “Semantic Folding” approach utilized a cost comparable number of Xilinx Alveo FPGA accelerator cards.

Video Highlights: The Rise of DeBERTa for NLP Downstream Tasks

In episode seven of the NVIDIA Grandmaster Series, you’ll learn from four members of the Kaggle Grandmasters of NVIDIA (KGMON) team. Watch this video to learn how they used natural language processing to analyze argumentative writing elements from students and identified key phrases in patient notes from medical licensing exams.

More Than You Know: The Enterprise Worth of Natural Language Generation 

In this contributed article, editorial consultant Jelani Harper highlights how Natural Language Generation (NLG) is arguably the nexus point of natural language technologies. It utilizes Natural Language Processing (NLP), is a prerequisite for conversational AI, and largely requires Natural Language Understanding (NLU) for meaningful responses to interrogatives or commands.

Cerebras Claims Record for Largest AI Models Trained on a Single Device

SUNNYVALE, Calif., June 22, 2022 — AI computing company Cerebras Systems today announced that  a single Cerebras CS-2 system is able to train models with up to 20 billion parameters on – something not possible on any other single device, according to the company. By enabling a single CS-2 to train these models, Cerebras said […]

Sentient AI? Google Suspends Engineer over Claims the LaMDA Chatbot Is a Person with Rights

It’s often said AI is overhyped, but even so, some claims can get you in trouble. That’s the irony of a situation Google finds itself in. The company has suspended one its software engineers who claimed  its natural language processing chatbot, LaMDA, is “sentient.” There are several surprising elements here. One is the commentary from the Google engineer that LaMDA is a person with rights. Another is the astonishing dialogue he reported to have had with LaMDA. Take for example the insights LaMDA rattled off on “Les Miserables”: Lemoine: Okay, what about “Les Miserables”? Have you read that one? LaMDA: Yes, I have read Les Misérables. I really enjoyed it.
Lemoine: What are some of your favorite themes in the book? LaMDA: I liked the themes of justice and injustice, of compassion, and God, redemption and self-sacrifice….

Video Highlights: How to Optimize Deep Learning Models for Production

In the video presentation embedded below, our friends over at Neural Magic present a compelling workshop: How to Optimize Deep Learning Models for Production. After watching this video, you’ll be able to optimize your NLP and/or computer vision model, apply your own data with a few lines of code, and deploy it on commodity CPUs at GPU-level speeds.

Deci Boosts Computer Vision & NLP Models’ Performance at MLPerf 

Deci, the deep learning company harnessing Artificial Intelligence (AI) to build AI, announced its results for both Computer Vision (CV) and Natural Language Processing (NLP) inference models that were submitted to the MLPerf v2.0 Datacenter Open division. These submissions demonstrated the power of Deci’s Automated Neural Architecture Construction (AutoNAC) technology, which automatically generated models dubbed DeciNets and DeciBERT, thus delivering breakthrough accuracy and throughput performance on Intel’s CPUs.

Quantinuum Updates to Quantum Natural Language Processing Toolkit lambeq

OXFORD, UK — MARCH 29, 2022 — The quantum natural language processing team at Quantinuum, an integrated quantum computing company, has released an update to its open-source Python library and toolkit, lambeq (pronounced “lambek”). lambeq converts  natural language sentence into a quantum circuit, ready to be realised on a quantum computer. The new release has […]

Cerebras and nference Launch NLP Collaboration

SUNNYVALE, Calif. – High performance AI compute company Cerebras Systems and nference, an AI-driven health technology company, today announced a collaboration to accelerate natural language processing (NLP) for biomedical research and development by orders of magnitude with a Cerebras CS-2 system installed at the nference headquarters in Cambridge, Mass. The vast amounts of health data that […]

New expert.ai Report: Natural Language Emerges as AI Priority in 2022

Expert.ai (EXAI:IM), a leading company in artificial intelligence (AI) for language understanding, released a new Expert IQ Report, “Natural Language Emerges as AI Priority in 2022.” The report looks at the most discussed AI topics of 2021, while offering forecasts for 2022.  The study turned AI on itself by using expert.ai’s advanced natural language understanding (NLU) capabilities to unearth findings.