This week we feature articles from Gary Marcus and Daniel Tunkelang.

News comes from Access Innovations, Brightspot, Super .AI, and Indico Data.

We’ll be off next week, back the week after.

Opinion / Analysis

Deep learning is hitting a wall

There has always been a healthy skepticism that deep learning would take us to artificial general intelligence (AGI). But the genuinely amazing things that can be accomplished with the combination of deep learning, big data, and computing power led to a lazy optimism. Fortunately, that is changing, and it is increasingly clear that deep learning alone is insufficient to accomplish much of what is expected. Gary Marcus provides historical and recent context and makes a case for a neurosymbolic hybrid approach. Not too technical.

Content similarity

Content classification and annotation offer useful approaches for content understanding, recognizing whether a piece of content is about a particular topic or mentions a particular entity. But most content exists in a space that is too rich to reduce to classification and annotation. A document is more than a category and a bag of entities. For content understanding to be worthy of the name, it needs to embrace the richness of the content it represents… A more granular approach to content understanding focuses on the similarity between documents.

Daniel Tunkelang’s latest post in his series on content understanding techniques. A bit technical.

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More Reading…

Content technology news

Indico Data updates its Unstructured Data Platform

To drive efficiency and accelerate automation and intelligent document processing (IDP) initiatives using unstructured data.

Brightspot and ethinking partner to deliver CMS transformation

Brightspot CMS with ethinking’s of ‘XP Layer’ headless low-code software provides an interface between data sources and content channels.

A “point in time” search allows users to find the precise time within the video/audio where the speaker discusses a specific topic.

Super.AI updates its Unstructured Data Processing platform

Unifies intelligent document processing (IDP), human-in-the-loop (HITL), redaction, and processing of any data type.

All content technology news

The Gilbane Advisor is curated by Frank Gilbane for content technology, computing, and digital experience professionals. The focus is on strategic technologies. We publish recommended articles and content technology news weekly. We do not sell or share personal data.

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