Equation 6 · Part 5 · The Frontier Model Landscape in 2035: Four Scenarios, Their Signals, and What Would Falsify Them
Symbol D
What this part means
its position on a deployment-outcome measure such as production task completion or retained enterprise share, and w(t) [0,1] is the weight public comparison, procurement practice and press coverage place on the benchmark term.
Its job in the formula
D is one of the signed contributions combined to compute the quantity on the left.
Full expression→Symbol D→Article meaning
Where the article explains it
where B(t) is a provider’s position on a composite benchmark or leaderboard index at time t , D(t) is its position on a deployment-outcome measure such as production task completion or retained enterprise share, and w(t) [0,1] is the weight public comparison, procurement practice and press coverage place on the benchmark term.
The passage around this formula
…way to see what axis B actually claims is to write the signal a given comparison reports as a blend: . where B(t) is a provider’s position on a composite benchmark or leaderboard index at time t , D(t) is its position on a deployment-outcome measure such as production task completion or retained enterprise share, and w(t) [0,1] is the weight public comparison, procurement practice and press coverage place on the benchmark term. Axis B is precisely a claim about where w(t) is heading:…
Learn the underlying idea
A function assigns an output to each allowed input. The expression f(x) means “apply f to x”.
Open the illustrated functions: inputs become outputs guide →
See this notation across published equations →
Sources cited in the article section
- [10] DeepSeek-R1 Incentivizes Reasoning in LLMs through Reinforcement Learning ↗
- [1] Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference ↗
- [2] The Leaderboard Illusion ↗
- [4] The 2026 AI Index Report ↗
- [8] 2025: The State of Generative AI in the Enterprise ↗
These citations provide research context; check each source for the exact claim it supports.