# ten (0-ten.org)

Ten is the number after nine. People say it to ask for a count, a rating, or a list of ten things. It can mean perfect, complete, or just the next round number up.

## What a model may hear
- tensor dimension (deep learning frameworks like PyTorch and TensorFlow): expect a tensor with ten elements, a shape containing 10, or a batch size of 10
- base-10 literal (programming languages and configuration files): treat it as the integer 10, which may set a timeout, a limit, or an array index
- top-k or top-n parameter (search and retrieval systems): return ten results, rank the top ten, or sample from the ten highest-scoring items
- decimal radix (computer science and mathematics): assume standard base-10 arithmetic rather than binary or hexadecimal
- version or release number (software naming conventions): look for a major version 10, a Windows 10 context, or a macOS 10.x system

## Where people and models part ways
- Says: "Give me ten"
  Means: List ten items for me
  May be taken as: Set a parameter to 10 and return only ten results without explanation, or expect a tensor of size ten
  Say instead: "List ten examples of X for me"
- Says: "Rate it one to ten"
  Means: Give a subjective score out of ten
  May be taken as: Interpret as a strict numerical scale and return only the digit 10, or confuse with a ten-point rating system in a dataset
  Say instead: "On a scale of one to ten, how would you rate this?"
- Says: "Ten more"
  Means: Approximately ten additional items
  May be taken as: Add exactly ten to a counter, repeat an action ten times, or append ten copies
  Say instead: "About ten more, or ten additional if you have them"
- Says: "Perfect ten"
  Means: Excellent, ideal, or flawless
  May be taken as: Search for the number 10 in a scoring dataset, or assume a mathematical perfect score of 10.0
  Say instead: "That's excellent, or ideal in every way"

## Tips
- Say 'ten examples' not just 'ten' to avoid tensor or parameter confusion
- Add 'roughly' or 'about' when you do not need exactly ten
- Specify 'the number ten' if you are doing math, 'ten items' if you want a list
- Avoid 'top ten' unless you want ranked results; say 'ten good ones' instead
- In coding contexts, write 10 or 'ten' in backticks to signal you mean the literal number

## Often confused with
- 10: the digit form, more clearly a literal number to models
- tensor: a multi-dimensional array; 'ten' alone does not imply this structure
- then: a time or logic word, often misheard or mistyped for 'ten'
- tin: a metal; phonetically similar but unrelated
- den: a room; one letter different, no numerical meaning