Gideon Mann, Head of Machine Learning at Bloomberg, argues that evaluating whether LLM outputs are accurate and effective remains a major bottleneck for AI adoption.
“I think that's gonna be one of these evergreen problems, ah, for LLMs, and we're gonna, you know, keep trying to chew on that, ah, for a while, but that's gonna be the big blocker of a lot of the further deployments.”
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More from Gideon Mann
AssertionPartly supported
Mann: GitHub Copilot saves developers about 40 percent time on new code
“They've done some studies, and it's, they, studies suggest that it saves about 40% for new code for developers to write new code.”
Gideon MannFeb 2, 2023▶ 12:55A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
PredictionNot checkable as stated
Mann: Every software application user interface will eventually integrate an LLM
“You can imagine that every point of interface with software application, there's gonna be a point to have a large language Model in that point of interface, and I think all of those will be interesting and useful”
Gideon MannFeb 2, 2023▶ 18:05A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
PredictionNot checkable as stated
Mann: Human intelligence is overrated, making the path to AGI more plausible
“I kind of think human intelligence is a little bit overrated. So I think I'm a little more bullish on AGI. Someone wrote, you know the large, I think it was Ilya Sutskever, you know, maybe the largest models are slightly conscious. I'm not sure I disagree. So …”
Gideon MannFeb 2, 2023▶ 21:03A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
Insight
Mann: AI breakthroughs are an overnight success seven years in the making
“It, for me it feels like an overnight success, seven years in the making.”
Gideon MannFeb 2, 2023▶ 0:33A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
Insight
Mann: Open source culture in academic machine learning accelerated AI innovation
“The academic machine learning community happened to be one that shared quite a bit. And so companies like Hugging Face and, you know, Google's Colab, you know, enabled sharing of code sharing of technology, and this just really increased the pace of innovation”
Gideon MannFeb 2, 2023▶ 1:37A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
AssertionNot checkable as stated
Mann: GPT-3 was vastly better than decades of prior NLP systems
“Two years ago, I remember being shocked at GPT-III when it was released, because it was just so, I'm an old NLP guy, and it was so vastly better than anything that, that we could build for decades.”
Gideon MannFeb 2, 2023▶ 2:15A Conversation on The State of AI | Melanie Kambadur, Meta & Gideon Mann, Bloomberg
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