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HomeSCIENCE & TECHWhat Do We Mean by 'Smart'? — Harvard Gazette

What Do We Mean by ‘Smart’? — Harvard Gazette

Understanding Educability: Insights from Harvard’s Leslie Valiant

In a world increasingly driven by technology and artificial intelligence, the concept of intelligence itself is under scrutiny. Leslie Valiant, a distinguished professor at Harvard University, has dedicated his career to exploring the intricacies of human cognition through a computational lens. His work challenges traditional notions of intelligence and introduces a more nuanced understanding: educability.

The Complexity of Intelligence

Valiant begins by addressing the ambiguity surrounding the term "intelligence." Despite its frequent use, defining intelligence with precision remains elusive, even among psychologists. Intelligence tests, often touted as measures of cognitive ability, reveal more about correlations with other variables than they do about intelligence itself. Valiant argues that the term has outlived its usefulness, both for humans and machines. Instead of relying on a singular, often inconsistent definition, he advocates for a broader perspective that encompasses various forms of cognitive capability.

A Computational Approach to Cognition

As a computer scientist, Valiant approaches the study of cognition by asking fundamental questions about computation: What is easy to compute, and what is hard? He posits that the secrets of human cognition lie within these computational challenges. By examining what the brain finds easy or difficult to compute, Valiant aims to uncover the underlying mechanisms of thought and learning.

His journey into this computational viewpoint began four decades ago, driven by a desire to define learning in a meaningful way. In his recent book, “The Importance of Being Educable,” he introduces the concept of "educability," which he believes is a more relevant measure of human capability than intelligence.

Defining Educability

Valiant outlines three critical aspects of educability:

  1. Learning from Experience: This foundational aspect emphasizes the ability to learn from one’s own experiences, a trait shared even by the simplest of organisms. It is essential for survival and adaptation.

  2. Chaining Knowledge: The second aspect involves the capacity to connect and build upon previously acquired knowledge. This low-level reasoning ability allows individuals to make sense of their experiences and apply them in new contexts.

  3. Incorporating Instruction: The third aspect highlights the importance of learning from others. This ability is crucial for the transmission of culture and the advancement of science, as it allows individuals to benefit from the experiences and knowledge of those who came before them.

Valiant asserts that educability is not just about acquiring knowledge; it also encompasses the ability to share and transfer that knowledge effectively. This is particularly significant in a world where not everyone can experience the same events or experiments.

Machines and Educability

Interestingly, Valiant extends the concept of educability to machines. He suggests that while current AI systems lack the capacity for true educability as he defines it, future advancements may lead to machines that can learn and adapt in ways similar to humans. This evolution raises important questions about the distinctions between human and machine intelligence.

Despite concerns about AI posing an existential threat, Valiant views it as a powerful technology that, like any tool, can be misused if placed in the wrong hands. He emphasizes that the potential for machines to "take over" is not a matter of their inherent desire but rather a reflection of human choices and governance.

The Double-Edged Sword of Educability

While educability provides humans with remarkable capabilities for acquiring knowledge, it also presents a significant challenge: the difficulty in discerning the truth of that knowledge. Valiant points out that humans are often ill-equipped to evaluate the validity of the information they receive. This vulnerability can lead to the uncritical acceptance of falsehoods and misinformation.

To combat this issue, Valiant advocates for education that raises awareness of the historical impact of propaganda and the inherent weaknesses in human cognition. By acknowledging our susceptibility to misinformation, we can better prepare ourselves to navigate the complexities of knowledge in the modern world.

A Call for Awareness

Valiant’s insights challenge us to rethink our understanding of intelligence and learning. By focusing on educability, we can foster a more comprehensive view of cognitive capabilities that transcends traditional definitions. As we continue to integrate technology into our lives, recognizing the nuances of human cognition and the potential for machine learning will be essential in shaping a future where knowledge is both acquired and critically evaluated.