Noam Chomsky: Language, Cognition, and Deep Learning | Lex Fridman Podcast #53

Lex Fridman Podcast
29 Nov 201935:46

TLDRIn this insightful conversation, Noam Chomsky discusses the nature of language and cognition, suggesting that while our genetic endowment provides a framework for understanding the world, it also sets limits on our cognitive capacities. Chomsky explores the potential for communication with alien species based on shared cognitive properties and reflects on the impact of deep learning and neural networks on our understanding of language. He emphasizes that the meaning and significance of our existence are shaped by our actions and contributions to the world.

Takeaways

  • 🌟 Noam Chomsky's impact as a seminal figure in linguistics, cognitive science, philosophy, and political thought.
  • 🎙️ The memorable encounter between Lex Fridman and Chomsky at MIT, highlighting the significance of chance meetings with intellectual giants.
  • 💡 Chomsky's view on the possibility of establishing communication with an alien species based on shared cognitive principles like arithmetic.
  • 🧠 The distinction between the internal language system within our minds and the external expression of language.
  • 🌐 The roots of language in our brain and its relation to other cognitive faculties like vision.
  • 🔍 Chomsky's skepticism about the belief that human intelligence can answer any question in principle, suggesting limits to our cognitive capacities.
  • 💭 The role of language as the mechanism by which we reason and the potential for other faculties involved in reasoning.
  • 🧬 The discussion on the biological and evolutionary basis of our cognitive and linguistic capacities.
  • 🤖 The potential of brain-computer interfaces like Neuralink to expand our cognitive and linguistic abilities.
  • 🤔 Chomsky's insights into the limits of deep learning and neural network-based machine learning in understanding human language.
  • 🌿 The philosophical discussion on the nature of evil in society, its origins, and the capacity for good and evil in human beings.
  • 🏆 Chomsky's reflections on the significance of discovery and inquiry in science, and the importance of questioning the obvious.

Q & A

  • What was the first interaction between Lex and Noam Chomsky like?

    -The first interaction between Lex and Noam Chomsky was a chance encounter in an elevator at MIT's Stata Center, where Lex realized he was riding with one of the most influential figures in linguistics, cognitive science, philosophy, and political thought.

  • How did Noam Chomsky's work inspire Lex?

    -Noam Chomsky has been an inspiration to Lex and millions of others due to his groundbreaking work and contributions to various fields, making him a seminal figure in the history of civilization.

  • What was the technical issue that occurred during the recording of the podcast with Noam Chomsky?

    -The camera was accidentally moved and the recording button was pressed, stopping the recording. As a result, there is only audio of both speakers but no video of Noam Chomsky, only a video of Lex.

  • What is Lex's main journey and dream?

    -Lex's main journey and dream is to build AI systems that do some good for the world, which takes up most of his time.

  • How does Noam Chomsky view the possibility of establishing communication with an alien species?

    -Chomsky suggests that it's conceivable that a mode of communication could be established based on the core properties of human language and arithmetic, which might be universally shared.

  • What does Noam Chomsky believe about the structure of language?

    -Chomsky differentiates between the internal system of language, which is localized in the brain and determines sound and meaning, and the external system, which is the actual expression of language as sounds in the atmosphere.

  • How does Noam Chomsky describe the roots of language in our brain?

    -Chomsky explains that our genetic endowment determines that we have a human language faculty, which is internal like the structure of a laptop, and no other organism has anything similar.

  • What is Noam Chomsky's perspective on the capacity to think and reason in relation to language?

    -Chomsky believes that the internal language system is the mechanism by which we reason, though there may be other faculties involved in reasoning as well.

  • How does Noam Chomsky view the limits of human cognition?

    -Chomsky argues that human intelligence likely has limits, as we are biological organisms and not angels. He cites historical moments in science, such as Newton's discoveries, as evidence of these limits.

  • What does Noam Chomsky think about the potential of brain-computer interfaces like Neuralink to expand human cognition?

    -Chomsky suggests that such interfaces might expand cognitive capacity in certain senses, but they would not fundamentally change or exceed our native cognitive capacities.

  • How does Noam Chomsky evaluate the scientific value of deep learning and neural network-based machine learning?

    -Chomsky criticizes deep learning for being more engineering than science, as it involves finding patterns in vast amounts of data without necessarily understanding the underlying principles or structures.

  • What does Noam Chomsky consider the most beautiful or fascinating aspect of language?

    -Chomsky finds the property of structure dependence in language to be the deepest and most puzzling, as it involves complex computations based on sentence structure rather than linear proximity.

Outlines

00:00

🤝 Meeting Noam Chomsky: A Defining Moment

The conversation begins with the host recounting his memorable first encounter with Noam Chomsky at MIT, highlighting the significance of meeting such an influential figure in linguistics, cognitive science, philosophy, and political thought. The host expresses gratitude for the opportunity to converse with Chomsky and shares the unfortunate technical mishap that occurred during the recording, resulting in the loss of video footage of Chomsky. Despite this, the host emphasizes the depth of intellect displayed by Chomsky and his willingness to engage in meaningful dialogue.

05:06

🌍 Language and Communication with Alien Intelligence

The discussion delves into the possibility of establishing communication with an alien species, with Chomsky referencing Marv Minsky's experiments and the idea that higher intelligence might share commonalities such as arithmetic. Chomsky explores the concepts of internal and external language, emphasizing that they are not alternatives but represent different aspects of language use. The conversation touches on the nature of language as an innate human faculty, distinct from other species, and its role as a fundamental component of human cognition.

10:08

🧠 The Roots and Limits of Human Cognition

Chomsky discusses the inherent limits of human intelligence, challenging the belief that we can answer any question in principle. He draws parallels between our cognitive capacities and genetic endowments, suggesting that the richness and complexity of our cognitive abilities also set boundaries on what we can achieve. The conversation includes a historical account of Newton's struggle with the concept of action at a distance, illustrating how scientific understanding evolves and sometimes accepts the existence of mysteries beyond our comprehension.

15:11

🧬 Nature vs. Nurture: The Origin of Evil

Chomsky addresses the philosophical question of whether evil arises from human nature or societal institutions. He argues that while all actions have roots in our nature, the specific institutions that emerge are expressions of human nature influenced by historical contingencies. Chomsky also discusses the potential for different societal structures, challenging the notion that market systems or other institutions are inherently part of human nature.

20:12

🤖 Neuralink and Expanding Cognitive Capacity

The host shares his experience at Neuralink, a company developing brain-computer interfaces, and poses questions about the potential expansion of human cognitive and linguistic capacities through technology. Chomsky differentiates between expanding cognitive capacity, as books have done for centuries, and the possibility of fundamentally new understandings. He suggests that while technology like Neuralink might offer new ways to interact with the world, it does not necessarily equate to a deeper comprehension of complex systems such as quantum mechanics.

25:13

🌟 The Beauty of Language: Structure Dependence

Chomsky highlights the fascinating aspect of language known as structure dependence, which refers to the way we interpret sentences based on their structural relationships rather than linear proximity. He explains how this property of language is deeply ingrained and universal, yet remains a mystery in terms of its neural basis and underlying reasons. Chomsky emphasizes the importance of understanding such linguistic structures and the insights they provide into the nature of language and cognition.

30:13

🤔 The Limits of Deep Learning and Neural Networks

The conversation turns to the topic of deep learning and neural networks, with Chomsky questioning their status as scientific endeavors versus engineering projects. He critiques the approach of using vast amounts of data to find patterns without seeking to understand the underlying principles. Chomsky compares the process to the scientific method, which seeks critical experiments to answer theoretical questions, and suggests that deep learning's success on data that violates language rules is, from a scientific perspective, a failure.

35:15

🌠 Reflecting on Life and Intellectual Journey

In the final part of the conversation, Chomsky reflects on personal and intellectual moments that have brought him happiness and satisfaction, such as falling in love and having children. He also discusses the evolution of his thoughts on language and cognition, emphasizing the importance of questioning seemingly obvious phenomena and the narrow constraints that govern the possibilities of language and organisms. Chomsky concludes with his views on mortality and the meaning of existence, asserting that the significance of life is determined by our own actions and activities.

🎙️ Closing Remarks and Sponsorship Acknowledgements

The host concludes the podcast by thanking Noam Chomsky for the insightful conversation and acknowledges the presenting sponsor, Cash App. He encourages listeners to download Cash App using the code 'LexPodcast' to support STEM education nonprofit FIRST. The host also invites listeners to engage with the podcast by subscribing on YouTube, rating on Apple Podcast, supporting on Patreon, or connecting on Twitter.

Mindmap

Keywords

💡Language

Language, as discussed in the transcript, is a complex system of communication used by humans. It is not merely an external tool for expression but also an internal cognitive faculty that shapes our thoughts and perceptions. The conversation highlights the deep-rooted nature of language in our minds and its role in both internal thought processes and external communication.

💡Cognition

Cognition refers to the mental processes of understanding, learning, and thinking. In the context of the transcript, Chomsky explores the idea that language is central to human cognition, potentially serving as the mechanism by which we reason and construct thoughts. He also discusses the limits of human cognition, suggesting that there are inherent boundaries to what we can understand.

💡Artificial Intelligence

Artificial Intelligence (AI) is the development of computer systems to perform tasks that would typically require human intelligence, such as speech recognition, decision-making, and translation. In the transcript, AI is discussed in relation to its potential to expand human cognitive capacity, particularly through brain-computer interfaces. However, Chomsky questions whether AI can truly understand or provide meaningful insights into the nature of language and cognition.

💡Deep Learning

Deep Learning is a subset of machine learning that uses artificial neural networks to model complex patterns in data. It involves the use of multiple layers of processing to analyze various types of data, such as visual, speech, or text. In the transcript, Chomsky critiques deep learning for its focus on pattern recognition without necessarily providing a deeper understanding of the underlying systems, such as language.

💡Structure Dependence

Structure dependence is a linguistic concept that refers to the way sentences are interpreted based on their structural relationships rather than their linear order. It is a property of language that Chomsky finds particularly fascinating and deep, as it demonstrates the complex computations the human mind performs in understanding language, beyond what is immediately heard.

💡Mortality

Mortality refers to the condition of being subject to death, which is a fundamental aspect of human existence. In the transcript, the concept of mortality is explored in relation to the personal reflections of Noam Chomsky, who recalls pondering the implications of his own mortality and the existence of the universe during his childhood.

💡Meaning

Meaning, in the context of the transcript, refers to the significance or purpose that individuals attribute to their existence and actions. Chomsky suggests that the meaning of life is not predetermined but is instead created through our own activities and choices.

💡Evil

Evil is a term used to describe actions or behaviors that are morally wrong or harmful. In the conversation, Chomsky discusses the origins of evil in society, arguing that it arises from institutions rather than being an inherent aspect of human nature. He suggests that while evil actions stem from human nature, the specific institutions that enable or encourage such actions are a product of historical and social contexts.

💡Cognitive Faculty

Cognitive Faculty refers to the innate mental abilities that humans possess, which enable us to process information, learn, and communicate. Chomsky emphasizes that the human language faculty is a unique aspect of our cognitive endowment, setting us apart from other organisms and playing a central role in our cognitive development.

💡Limits of Understanding

Limits of understanding refer to the boundaries of what humans can comprehend or know. Chomsky discusses the idea that our cognitive abilities have inherent limits, and that there may be aspects of the universe or certain scientific theories that we cannot fully grasp or understand.

💡FIRST

FIRST is a non-profit organization known for its robotics and LEGO competitions, which aims to inspire young people's interest and participation in science, technology, engineering, and mathematics (STEM). In the transcript, the podcast's sponsor, Cash App, is mentioned to have a partnership with FIRST, supporting their educational initiatives.

Highlights

Noam Chomsky's discussion on the possibility of finding a common language with an alien species, based on shared properties of arithmetic and human language.

Chomsky's explanation of the structure of language as both an internal system within the mind and an external system of expression.

The deep roots of language in the human brain and its distinction from other features like vision, suggesting language as a fundamental aspect of human cognition.

Chomsky's view that language is the core of human cognitive nature, serving as the mode for constructing and expressing thoughts.

The potential link between the internal language system and the mechanism of human reasoning.

Chomsky's perspective on the limits and scope of human cognition, challenging the belief that human intelligence can answer any question in principle.

The historical moment in science when Newton's discoveries led to the acceptance of non-mechanical interactions, indicating limits to human understanding.

Chomsky's insight into the structure dependence property of language, which reveals a complex computation process that ignores linear proximity in favor of structural relationships.

The discussion on whether deep learning and neural network-based machine learning can expand human cognitive capacity, with Chomsky arguing that it is an expansion but not a fundamental one.

Chomsky's critique of deep learning as being more engineering than science, and its inability to provide insights into the nature of language.

The philosophical question of whether humans are inherently good or have the capacity for intentional evil, with Chomsky suggesting that institutions arise from human nature and historical contingencies.

Chomsky's reflection on the significance of mortality and his personal thoughts on the meaning of existence, emphasizing that the meaning is created through our own activities.

The host's anecdote about meeting Chomsky at MIT, highlighting the impact of Chomsky's work and the honor of their conversation.

Chomsky's discussion on the role of language in thought, suggesting that most language use is for internal thought.

The limitations of neural networks in understanding the nature of language, as they can perform well even on structures that violate linguistic rules.

Chomsky's view on the potential of neural networks in pattern recognition and their use in approximating complex structures of language.

The importance of critical experiments in science, as opposed to the random experiments used in deep learning, which Chomsky argues is more about engineering than scientific discovery.