The question starts here. Let me know if Fig $5\mathrm{.}25$ was uploaded, if not I will upload it$.$ Thank you guys so much.

Compute a bigram grammar on a large corpus and re$-$estimate the spelling correction

probabilities shown in Fig. $5\mathrm{.}25$ given the correct sequence $...$ was called a "stellar and versatile

actress whose combination of sass and glamour has de$-$fined her...".

$1.$ Does a bigram grammar prefer the correct word actress?

$2.$ Please describe the error and why an error exists.