Insight certainty 4/5 debate potential 3/5

Kanjun Qiu: AI emergent capabilities are artifacts of evaluation metric design

Kanjun Qiu · Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence · Oct 4, 2023 · at 21:11

Kanjun Qiu, CEO of AI startup Imbue, explains how evaluation metrics impact whether AI capabilities appear to emerge suddenly or improve continuously.

0:00 / 0:12exact quote · 12.8s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“If your metric is smooth you actually see slow performance improvement over time, and if your metric is relatively discrete or not smooth, that's where you see the emergence, and it's actually more about the evaluation metric Than about the emergence of the capabilities.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Kanjun Qiu

Opinion
Qiu: AI is currently in an un-reliable analog computer phase
“I think today, you know, we're kind of in the analog computer phase of AI, where You know, ah, these systems, they output things. Errors compound. They're not very reliable.”
Kanjun Qiu Oct 4, 2023 ▶ 14:02 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Assertion Supported
Kanjun Qiu: Language models trained without code perform poorly at reasoning
“Some companies have tried training language models with no code because they're like, oh, the product we're building, we don't need code. You know, it's a therapist or it's a question answering thing and we don't need code. So we should take code out of our tr…”
Kanjun Qiu Oct 4, 2023 ▶ 17:08 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Insight
Qiu: Psychological trauma can be conceptualized as computational overfitting
“Trauma is overfitting and actually a good way to overcome trauma. If we look at a lot of therapy It's like by giving more data to me and helping me access the overfit parts and then give them more data.”
Kanjun Qiu Oct 4, 2023 ▶ 40:08 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Insight
Kanjun Qiu: Self-supervised learning mirrors how humans naturally learn
“Self-supervised learning is interesting because it's how humans learn, you know, most of the time we go around We like Google stuff. We learn on our own. We're not giving supervised labels all the time.”
Kanjun Qiu Oct 4, 2023 ▶ 3:51 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Disclosure
Kanjun Qiu: 95% of Imbue's work is engineering, not research
“So the company is mostly engineering. You know, I think something people, when people think about AI, they're like, oh, it's research, but really, 95% of the work that we all do is engineering work.”
Kanjun Qiu Oct 4, 2023 ▶ 5:00 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Insight
Qiu: Current AI models are book smart but lack street smarts
“The way to think about today's models is they, they're like book smart, but not street smart. They're like a person who's read the whole internet, but they've never done anything in the world.”
Kanjun Qiu Oct 4, 2023 ▶ 8:48 Building Human-Level AI Agents: Imbue CEO Kanjun Qiu on the Road to General Intelligence
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 400 conversations transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.