Evidence

Format Online paper / PDF

"Some facts change over time or are disputed across viewpoints, and language models experience additional difficulty reconciling and updating such knowledge through context."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title DYNAMICQA: Tracing Internal Knowledge Conflicts in Language Models

Source authors Sara Vera Marjanović, Haeun Yu, Pepa Atanasova, Maria Maistro, Christina Lioma, Isabelle Augenstein

Source year 2024

Confidence high

Importance mid

Format Web Page

"Cyc did not deliver the general artificial intelligence that Lenat originally hoped its common-sense knowledge base would enable."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title Cyc

Source authors Yuxi Liu

Source year 2025

Confidence high

Importance high

Format Web Page

"The difficulty of manually formalizing enormous quantities of contextual common-sense knowledge helps explain why Cyc struggled for decades."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title Cyc

Source authors Yuxi Liu

Source year 2025

Confidence high

Importance high

Format Online paper / PDF

"Cyc’s designers found that common-sense knowledge required handling changing contexts, exceptions, uncertainty, intentions, and competing assumptions."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title CYC: A Large-Scale Investment in Knowledge Infrastructure

Source authors Douglas B. Lenat

Source year 1995

Confidence high

Importance high

Format Online paper / PDF

"Lenat’s approach was to manually encode worldly knowledge into a massive explicit knowledge base using formal representations and inference rules."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title CYC: A Large-Scale Investment in Knowledge Infrastructure

Source authors Douglas B. Lenat

Source year 1995

Confidence high

Importance high

Format Online paper / PDF

"Started in 1984 under Douglas Lenat’s leadership, Cyc was a decades-long attempt to build a common-sense reasoning engine."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title CYC: A Large-Scale Investment in Knowledge Infrastructure

Source authors Douglas B. Lenat

Source year 1995

Confidence high

Importance high

Format Web Page

"The Roomba j7 generation introduced visual recognition and avoidance of pet waste and other household obstacles."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title iRobot Introduces Roomba® j7+ Robot Vacuum with Genius™ 3.0 Home Intelligence - Clean the Way You Want, So You Can Human

Source authors iRobot

Source year 2021

Confidence high

Importance low

Format Web Page

"Croatia’s planned motorway tolling system will use automatic license plate recognition, with nationwide implementation scheduled for March 2027."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title Sjednica Vlade: Novi sustav naplate cestarine od 1. ožujka 2027.

Source authors Vlada Republike Hrvatske

Source year 2025

Confidence high

Importance low

Format Online paper / PDF

"Neural machine translation provides a narrow AI approach to learning linguistic mappings from examples rather than manually encoding every translation rule."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation

Source authors Yonghui Wu, Mike Schuster, Zhifeng Chen et al.

Source year 2016

Confidence high

Importance low

Format Online paper / PDF

"Monte Sierpe in Peru contains approximately 5,200 holes that may have supported Indigenous accounting and exchange and were later used by the Inca."

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Location PART 3 - THE THIRD AXIS CHAPTER 14: AGI & THE SYNTHESIZER Explicit Lessons in Humility

Source title Indigenous accounting and exchange at Monte Sierpe (‘Band of Holes’) in the Pisco Valley, Peru

Source authors Jacob L. Bongers, Christopher A. Kiahtipes, David Beresford-Jones et al.

Source year 2025

Confidence high

Importance mid