generalize
make broad statement about a group
To talk about many people or things as if they are all the same, usually from only a few examples.
[someone] generalizes about [a group]
- You can’t generalize about an entire generation based on a few teenagers you met.
- The article tends to generalize and ignores important differences between countries.
- It’s dangerous to generalize about people from such a small sample.
- She hates it when others generalize about single parents.
- We should avoid generalizing from our own experience to everyone else.
- You should not generalize about all students from one bad experience.
- He often generalizes and says things like "All politicians are liars."
- It is wrong to generalize about a whole country after one short trip.
- They generalize about old people and say they cannot use technology.
- Teachers tell students not to generalize from one example.
draw a general rule from data
To use information from some cases to make a rule that you think is true for many cases.
[someone] generalizes [results] to [a larger group]
- Because the study only included men over 60, we cannot safely generalize the results to the whole population.
- Researchers are careful not to generalize from a small, non‑representative sample.
- These findings may generalize to other regions, but more data are needed.
- The model does not generalize well to new data sets collected in different conditions.
- It is risky to generalize from laboratory experiments to real‑world behavior.
- The study is small, so we cannot generalize the results to all students.
- Scientists want to know if the results can generalize to other countries.
- We should not quickly generalize from one city to a whole nation.
- The experiment was done on animals, so it may not generalize to humans.
- The teacher asked if the rule can generalize to other examples.
make a rule less specific
To make a rule or idea more broad so it can be used for more things, not just special cases.
[someone] generalizes [a rule or concept]
- The authors attempt to generalize the concept so it can be applied in different disciplines.
- In the next chapter, we generalize this rule to cover irregular verbs as well.
- The theory needs to be generalized beyond this narrow set of assumptions.
- We can generalize the algorithm to work with other types of input data.
- By removing these details, we generalize the definition and make it more flexible.
- The teacher shows how to generalize this grammar rule to other verbs.
- We can generalize the idea so it works for many problems, not just this one.
- The new plan tries to generalize the policy for all employees.
- They generalize the method so it can be used in other studies.
- If we generalize the rule, students will find it easier to use in many situations.
perform well on unseen data
To use what was learned from some examples and do well on new examples that were not seen before, especially in science or computing.
[a model/system] generalizes well to [new data]
- The model performs well on the training set but fails to generalize to real‑world data.
- Children quickly generalize from a few examples of a word to many new contexts.
- A key challenge in machine learning is building systems that generalize well beyond their training data.
- These results suggest that the skill does not generalize across different types of tasks.
- Our approach appears to generalize to larger datasets without major changes.
- The system works in the lab but does not generalize to real life.
- A good AI model should generalize well to new data.
- The skill you learn in this class can generalize to other subjects.
- Researchers want to know if the program can generalize to different languages.
- The method may not generalize to very small or very large groups.
- Base: generalize
- 3rd Person Singular: generalizes
- Present Participle: generalizing
- Past: generalized
generalize about
1make broad claims about a group
To say general things about a group of people or things, often from only a few examples.
- People often generalize about teenagers without really talking to them.
- We shouldn’t generalize about whole cultures based on stereotypes.
generalize from
1draw broad conclusion from cases
To make a rule or idea for many cases based on some examples or data.
- The sample is too small to generalize from with confidence.
- We must be cautious when we generalize from animal studies to humans.
generalize to
1extend results to wider group
To say that results, rules, or skills also work for a larger group or in a new situation.
- These findings may not generalize to children under five.
- The training data came from Europe, so it is unclear if the model will generalize to other regions.
hard to generalize
1difficult to make broad claims
Used to say that you cannot easily make a general rule or statement from the information you have.
- With such different cases, it’s hard to generalize.
- Experiences vary so much that it’s hard to generalize from one person’s story.