Prior studies have found that women selfpromote less than men due to gender stereotypes. In this study we built a BERT-based NLP model to predict whether a Congressional tweet shows self-promotion or not and then used this model to examine whether a gender gap in self-promotion exists among Congressional tweets. After analyzing 2 million Congressional tweets from July 2017 to March 2021, controlling for a number of factors that include political party, chamber, age, number of terms in Congress, number of daily tweets, and number of followers, we found that women in Congress actually perform more self-promotion on Twitter, indicating a reversal of traditional gender norms where women self-promote less than men.

The Ulam sequence is defined recursively as follows: a1 = 1, a2 = 2, and an, for n > 2, is the smallest integer not already in the sequence that can be written uniquely as the sum of two distinct earlier terms. This sequence is known for its mysterious quasi-periodic behavior and its surprising rigidity when we let a2 vary. This definition can be generalized to other sets of generators in different settings with a binary operation and a valid notion of size. Since there is not always a natural linear ordering of the elements, the resulting collections are called Ulam sets. Throughout the paper, we study Ulam sets in new settings. First, we investigate the structure of Ulam sets in noncommutative groups, in particular in free groups. We prove symmetry results, give conditions for certain words to be in the Ulam set, and prove a periodicity result for eventually periodic words with fixed prefixes. Then, we study Ulam sets in Z×(Z/nZ) and prove regularity for an infinite class of initial sets. We also examine an intriguing phenomenon about decompositions of later elements into sums of the generators. Finally, we consider a variant where we don't require the summands to be distinct, particularly in Z 2 .