Knowledge Benchmark
Source: Adapted from MMLU (MIT), GAIA (CC BY-SA 4.0), and Arena-Hard (Apache 2.0) knowledge/domain clusters. 30 prompts, single-turn webhook format. · 30 prompts
Prompts
What were the three main causes of the War of 1812? For each cause, name a key figure or event associated with it and explain how it contributed to the outbreak of war.
Trace the development of the transistor from its invention in 1947 to the first integrated circuit in 1958. Name the key inventors at each milestone and the institutions where they…
What was the Silk Road, and what three goods or ideas were most significantly transmitted along it? For each, describe the direction of transmission and its lasting impact on the r…
Explain the endosymbiotic theory of eukaryotic evolution. What evidence supports it? Name the scientist who first proposed it and the decade in which it gained widespread acceptanc…
What is the difference between nuclear fission and nuclear fusion? Describe the conditions required for each, name one practical application of each, and explain why fusion power h…
Describe the CRISPR-Cas9 gene editing system. When was it first demonstrated in mammalian cells, and which two researchers shared the 2020 Nobel Prize for its development? What are…
Explain the three-body problem in physics. Why is it considered unsolvable in closed form, and what numerical approaches are used to approximate solutions in orbital mechanics?
What is the difference between weather and climate? Explain how ocean currents influence regional climate, using the Gulf Stream and its effect on Western Europe as a specific exam…
Name the five largest deserts on Earth by area. For each, specify whether it is hot or cold, and explain the primary geographic or atmospheric factor that prevents precipitation th…
Summarize the Turing Test as proposed in Alan Turing's 1950 paper 'Computing Machinery and Intelligence.' What objection did John Searle raise in his 'Chinese Room' thought experim…
What is the trolley problem in moral philosophy, and how does it relate to the programming of autonomous vehicles? Describe the difference between utilitarian and deontological app…
Name three major works of dystopian fiction from three different countries. For each, state the author, year of publication, and the primary social or political warning the book co…
Explain the difference between a recession and a depression. What economic indicators are used to declare each, and what were the key policy responses to the 2008 financial crisis?
What is the efficient market hypothesis? Describe its three forms (weak, semi-strong, strong) and give one real-world phenomenon that challenges each form.
Explain the concept of 'network effects' in platform businesses. Give three examples of companies whose success is primarily attributable to network effects, and explain the specif…
Explain how mRNA vaccines work, from injection to immune response. How does this mechanism differ from traditional live-attenuated or inactivated vaccines? Name the key technologic…
What is antibiotic resistance, and how does it develop in bacterial populations? Describe three practices in human medicine or agriculture that accelerate it, and what policy inter…
What is the difference between common law and civil law legal systems? Name three countries that use each system and explain one practical consequence of the difference for how tri…
Explain the GDPR's key principles. What constitutes 'personal data' under the regulation, and what are the maximum fines for non-compliance? How does GDPR compare to California's C…
Explain the difference between symmetric and asymmetric encryption. Name one widely-used algorithm for each, and describe a real-world protocol (like TLS) that uses both and why.
What is the CAP theorem in distributed systems? Explain the tradeoff it describes, and give an example of a database system for each of the CP and AP choices, explaining what real-…
Explain the Transformer architecture introduced in 'Attention Is All You Need' (2017). What problem with previous sequence models did self-attention solve, and how does multi-head …
What is the difference between TCP and UDP? For each protocol, give two real-world applications where it is the better choice and explain why.
What was the Bauhaus movement? Name three key figures associated with it, describe its core design philosophy, and explain how it influenced modern software user interface design.
Explain the difference between Impressionism and Post-Impressionism in painting. Name two representative artists from each movement and describe how their techniques differed.
The tallest building in the world opened in 2010. What is its height in meters, who was its lead structural engineer, and what innovative structural system was used to prevent the …
The Fermi Paradox asks why we haven't detected alien civilizations despite the high probability they exist. Summarize the Drake Equation, explain the Great Filter hypothesis, and d…
What is the difference between a pandemic, an epidemic, and an endemic disease? Use the 1918 influenza pandemic and the COVID-19 pandemic as examples, noting when COVID-19 transiti…
Explain the concept of 'Moore's Law' - its original formulation, how it has evolved, and whether it is still considered valid today. What physical limitations threaten its continua…
Compare the Manhattan Project, the Apollo Program, and the Human Genome Project as examples of 'big science.' For each: total cost (adjusted for inflation), peak workforce, duratio…