Logits are the raw scores a model computes for each candidate token. The Softmax function converts these scores into a probability distribution (summing to 1) used to determine the next token. These two steps are the foundational mechanism behind every word AI generates.
Plain-Language Analogy
Every step of AI writing an answer is a “candidate word election.”
Logits are each candidate’s “raw vote count.” One candidate scores 8.5, another 3.2, another -1.0. But these scores lack a unified scale — what does the gap between 8.5 and 3.2 actually mean?
Softmax is the “vote counting rule.” It converts all raw scores into percentages — 8.5 becomes 72%, 3.2 becomes 18%, -1.0 becomes 0.3%. All percentages sum to exactly 100%.
Now you see: the 72% candidate has an overwhelming advantage. Temperature and Top-K/Top-P manipulate this percentage distribution — low temperature turns 72% into 95% (winner takes all), high temperature turns 72% into 45% (more competitive).
Softmax’s “Winner-Takes-All” Property
Softmax has a critical mathematical property: it scales exponentially, not linearly. A 2-point raw score difference may translate to a 7x probability difference after Softmax.
In AI’s attention mechanism, Softmax serves the same function — determining which tokens each token “attends to.” This is why content most relevant to the core topic receives overwhelming attention weight while less relevant content is nearly ignored (Strategy 27: Softmax Attention · Topic Focus).
What This Means for GEO
Understanding the Logits → Softmax → probability distribution pipeline gives you the mathematical foundation of AI generation behavior. Strategy 27 in Get AI to Speak for You: The Definitive Guide to GEO directly builds on Softmax’s winner-takes-all property: every piece of information on your page must strongly relate to the core topic — because Softmax exponentially amplifies the gap between most-relevant and least-relevant, suppressing irrelevant content’s weight.
Further Reading
- Get AI to Speak for You: The Definitive Guide to GEO, Chapter 2, Sections 2.4-2.5
- Get AI to Speak for You: The Definitive Guide to GEO, 35 Strategies · Strategy 27
English ▾
Chinese (Simplified)