Chi square: Is a larger sample size always better

On page 335 our book provides the following cautionary note:

“Never follow the misconception that poll results are unreliable if the sample

size is a small percentage of the population size. The population size

is usually not a a factor in determining the reliability of a poll.”

Is a larger sample size always better? Why or why not? What factors are considered when determining size?