A girl and a robot thinking together

Think Together · Start with a Short Story

The girl writes, “The robot handed the book to the girl because she wanted to read.” The model has to connect “she” with an earlier character.

Lay Out the Process

Follow the numbered steps, then explain them in your own words
  1. Read the contextWho did what?
  2. Connect informationPronouns and possible characters
  3. Use meaningForm an interpretation
  4. Notice ambiguityKeep uncertainty in mind

Language models learn patterns in word order, combinations, and relationships through training and context calculations.

They can handle many reference and meaning tasks, but not always reliably. Making the sentence clearer by writing “The girl wanted to read” is often safer than asking the model to guess.

To understand a relationship, look at the whole sentence instead of choosing only the noun closest to a pronoun.

Now You Try

In “The girl told her friend that she would come tomorrow,” is it certain who “she” means?

Ready? Open this to see the explanation

It may be unclear and require more context. Rewriting it with a name can prevent confusion.

One Idea to Take Away

Language models learn patterns in word order, combinations, and relationships through training and context calculations.

Try covering the diagram above and explaining each step to someone in your family. If one step is hard to explain, return to that card and look again.