Episode 1912 - May 30 - Tiếng Anh - Phần 2 của 3 - AI có thể lập kế hoạch không - Vina Technology at AI time - Lê Quang Văn | Podcast - Nhac.vn

Episode 1912 - May 30 - Tiếng Anh - Phần 2 của 3 - AI có thể lập kế hoạch không - Vina Technology at AI time
24 Thg05, 24

Can an A.I. Make Plans? – Part 2 of 3

Today’s systems struggle to magine the future—but that may soon change.

By Cal Newport. The New Yorker. March 15, 2024.

It points toward something fundamental about how large language models think. Given the predicted importance of these tools in our lives, it’s worth taking a moment to pull on this thread. To better understand what to expect from A.I. systems in the future, in other words, we should start by better understanding what the dominant systems of today still cannot do.

How does the human brain tackle a math problem like the one that Bubeck used to stump GPT-4? In his M.I.T. talk, he described how our thinking might unfold. Once we recognize that our goal is to increase the sum on the right side of the equation by fourteen, we begin searching for promising options on the left side. “I look at the left, I see a seven,” Bubeck said. “Then I have kind of a eureka moment. Ah! Fourteen is seven times two. O.K., so if it’s seven times two, then I need to turn this four into a six.”

To us, this type of thinking is natural—it’s just how we figure things out. We might overlook, therefore, the degree to which such reasoning depends on anticipation. To solve our math problem, we have to look into the future and assess the impact of various changes that we might make. The reason the “7 x 4” quickly catches our attention is that we intuitively simulate what will happen if we increase the number of sevens. “It was through some kind of planning,” Bubeck concluded, of his solution process. “I was thinking ahead about what I’m gonna need.”

We deploy this cognitive strategy constantly in our daily lives. When holding a serious conversation, we simulate how different replies might shift the mood—just as, when navigating a supermarket checkout, we predict how slowly the various lines will likely progress. Goal-directed behavior more generally almost always requires us to look into the future to test how much various actions might move us closer to our objectives. This holds true whether we’re pondering life’s big decisions, such as whether to move or have kids, or answering the small but insistent queries that propel our workdays forward, such as which to-do-list item to tackle next.

Presumably, for an artificial intelligence to achieve something like human cognition, it would also need to master this kind of planning. In “2001: A Space Odyssey,” the self-aware supercomputer hal 9000 refuses Dave’s request to “open the pod bay doors” because, we can assume, it simulates the possible consequences of this action and doesn’t like what it discovers. The ability to consider the future is inextricable from our colloquial understanding of real intelligence. All of which points to the importance of GPT-4’s difficulty with Bubeck’s math equation. The A.I.’s struggle here was not a fluke. As it turns out, a growing body of research finds that these cutting-edge systems consistently fail at the fundamental task of thinking ahead.

Consider, for example, the research paper that Bubeck was presenting in his M.I.T. talk. He and his team at Microsoft Research ran a pre-release version of GPT-4 through a series of systematic intelligence tests. In most areas, the model’s performance was “remarkable.” But tasks that involved planning were a notable exception. The researchers provided GPT-4 with the rules of Towers of Hanoi, a simple puzzle game in which you move disks of various sizes between three rods, shifting them one at a time without ever placing a larger disk above a smaller one. They then asked the model to tackle a straightforward instance of the game that can be solved in five moves. GPT-4 provided an incorrect answer. As the researchers noted, success in this puzzle requires you to look ahead, asking whether your current move might lead you to a future dead end.

Bình luận
Danh sách
Episode 2179 - June 28 - Tiếng Anh - Tin Tức Công nghệ Thông tin – Ngày 24 tháng 6, 2024 - Vina Technology at AI time
Episode 2179 - June 28 - Tiếng Anh - Tin Tức Công nghệ Thông tin – Ngày 24 tháng 6, 2024 - Vina Technology at AI time
26 Thg06, 24 • 12ph
Episode 2178 - June 28 - Tin Tức Công nghệ Thông tin – Ngày 24 tháng 6, 2024 - Vina Technology at AI time
Episode 2178 - June 28 - Tin Tức Công nghệ Thông tin – Ngày 24 tháng 6, 2024 - Vina Technology at AI time
26 Thg06, 24 • 13ph
Episode 2177 - June 28 - Tiếng Anh - Phần 2 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
Episode 2177 - June 28 - Tiếng Anh - Phần 2 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
26 Thg06, 24 • 10ph
Episode 2176 - June 28 - Phần 2 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
Episode 2176 - June 28 - Phần 2 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
26 Thg06, 24 • 12ph
Episode 2175 - June 28 - Phần 4 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
Episode 2175 - June 28 - Phần 4 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
26 Thg06, 24 • 09ph
Episode 2174 - June 28 - Phần 3 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
Episode 2174 - June 28 - Phần 3 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
26 Thg06, 24 • 09ph
Episode 2173 - June 28 - Phần 2 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
Episode 2173 - June 28 - Phần 2 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
26 Thg06, 24 • 09ph
Episode 2172 - June 28 - Phần 1 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
Episode 2172 - June 28 - Phần 1 của 4 – Chương 1 – AI trong Fin Tech - Vina Technology at AI time
26 Thg06, 24 • 10ph
Episode 2171 - June 27 - Tiếng Anh - Phần 1 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
Episode 2171 - June 27 - Tiếng Anh - Phần 1 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
24 Thg06, 24 • 11ph
Episode 2170 - June 27 - Phần 1 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
Episode 2170 - June 27 - Phần 1 của 2 - Các bộ lạc mới kỳ lạ trong các nhóm xã hội - Vina Technology at AI time
24 Thg06, 24 • 13ph
Episode 2169 - June 27 - Phần 2 của 2 – Chương 0 – AI trong Fin Tech - Vina Technology at AI time
Episode 2169 - June 27 - Phần 2 của 2 – Chương 0 – AI trong Fin Tech - Vina Technology at AI time
24 Thg06, 24 • 08ph
Episode 2168 - June 27 - Phần 1 của 2 – Chương 0 – AI trong Fin Tech - Vina Technology at AI time
Episode 2168 - June 27 - Phần 1 của 2 – Chương 0 – AI trong Fin Tech - Vina Technology at AI time
24 Thg06, 24 • 08ph
Episode 2167 - June 27 - Phụ nữ trong AI - Charlette N’Guessan - Vina Technology at AI time
Episode 2167 - June 27 - Phụ nữ trong AI - Charlette N’Guessan - Vina Technology at AI time
24 Thg06, 24 • 11ph
Episode 2166 - June 27 - Phụ nữ trong AI - Irene Solaiman - Vina Technology at AI time
Episode 2166 - June 27 - Phụ nữ trong AI - Irene Solaiman - Vina Technology at AI time
24 Thg06, 24 • 07ph
Episode 2165 - June 27 - Tiếng Anh - Bản Tin Công nghệ Thông tin – Ngày 23 tháng 6, 2024 - Vina Technology at AI time
Episode 2165 - June 27 - Tiếng Anh - Bản Tin Công nghệ Thông tin – Ngày 23 tháng 6, 2024 - Vina Technology at AI time
24 Thg06, 24 • 10ph
Nâng cấp tài khoản
Quý khách vui lòng nâng cấp tài khoản để nghe podcast này