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These books are ranked using the characterization labels extracted for Crossover.
Characterization labels used: female protagonist, android heroine, super-soldier, kickass heroine, conflicted protagonist, sympathetic protagonist, witty protagonist, empathetic protagonist, strong supporting women, bisexual supporting character, politically aware characters
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A precognitive soldier enters officer training while trying to prepare her family and the galaxy for a coming war.
Why this is here
Characterization labels: overpowered protagonist · precognitive heroine · strong female lead · career soldier · dutiful heroine · humanized powerhouse · idealized protagonist · female super-soldier
Semantic match: ranked by characterization
Distance: 0.0997
A jungle drilling project unleashes a deadly microbe, forcing a damaged super-soldier and his team into a rescue mission.
Why this is here
Characterization labels: super-soldier · unstable protagonist · tortured hero · hard-bitten characters · elite military team · scientist heroine · strong female characters · badass hero · villainous antagonist · side characters
Semantic match: ranked by characterization
Distance: 0.1194
A psychic supersoldier escapes her makers, joins a wary ship crew, and races to uncover who betrayed her.
Why this is here
Characterization labels: badass heroine · overpowered protagonist · ruthless protagonist · angry protagonist · damaged protagonist · mistrustful protagonist · loner · psychic supersoldier · engineered weapon · misfit crew
Semantic match: ranked by characterization
Distance: 0.1212
In a galaxy-spanning war, a mech and a human-mech hybrid fight to save each other and win freedom for all.
Why this is here
Characterization labels: strong female protagonist · selfless protagonist · tough soldier · loyal soldier · advanced AI · mech protagonist · human-mech hybrid · villainous antagonist · God complex · kindhearted hero · determined hero · complex characters
Semantic match: ranked by characterization
Distance: 0.1216
A tech-loving rebel infiltrates a royal court in a future anti-technology regime and falls for the enemy’s brother.
Why this is here
Characterization labels: female rebel · strong heroine · kick-ass heroine · naive protagonist · sarcastic protagonist · intelligent protagonist · mutable protagonist · manipulative protagonist · book boyfriend · charming love interest · mysterious love interest
Semantic match: ranked by characterization
Distance: 0.1234
A betrayed heroine fights a corrupt corporation, battles trust issues, and risks everything to win back love and freedom.
Why this is here
Characterization labels: female protagonist · kickass heroine · antiheroic heroine · manipulative · resourceful · witty · flawed heroine · hacker · loyal friend · protective love interest · sassy protagonist · vulnerable heroine · determined protagonist · morally conflicted · badass heroine
Semantic match: ranked by characterization
Distance: 0.1257
A lethal teenage soldier who was dead for 178 minutes must train a nearly human newcomer—and choose between orders and freedom.
Why this is here
Characterization labels: emotionless heroine · badass heroine · female soldier · elite fighter · ruthless soldier · stoic protagonist · conflicted heroine · humorous hero · adorable hero · morally stubborn hero · roommate character · strong female lead · tough girl
Semantic match: ranked by characterization
Distance: 0.1280
A troubled teen with a dangerous hidden side joins a misfit steampunk team racing to stop a machine-based conspiracy.
Why this is here
Characterization labels: kick-ass heroine · strong heroine · dual-natured protagonist · stubborn heroine · independent heroine · brilliant inventor · protective leader · mysterious rogue · tortured ally · outcast group · smart female character
Semantic match: ranked by characterization
Distance: 0.1285
A memory-wiped mercenary races to survive a secret war, untangle a dangerous romance, and uncover who she can trust.
Why this is here
Characterization labels: badass heroine · female mercenary · soldier mindset · strong female lead · memory-wiped protagonist · morally principled protagonist · ambitious protagonist · reluctant romantic · unreliable ally
Semantic match: ranked by characterization
Distance: 0.1292
An alien war commander captures a human space station—and finds the one stubborn woman who may change his race's fate.
Why this is here
Characterization labels: female soldier · strong heroine · feisty heroine · sassy heroine · smart heroine · resourceful heroine · male alpha · possessive hero · broody hero · war commander · military women · female warriors · arrogant aliens · stubborn heroine · leader characters · supporting female ensemble · competent women
Semantic match: ranked by characterization
Distance: 0.1292
A farm girl flees an arranged marriage, joins a mercenary company, and grows into a paladin in a vivid fantasy world.
Why this is here
Characterization labels: female protagonist · headstrong heroine · earnest protagonist · dutiful protagonist · honorable heroine · stubborn heroine · naive protagonist · relatable hero · work-in-progress character · strong female character · female warrior · paladin · soldier · recruit · veteran · martial character · asexual protagonist · moral growth
Semantic match: ranked by characterization
Distance: 0.1298
A replicant detective races to find a missing loved one while a dystopian society edges toward collapse.
Why this is here
Characterization labels: tough heroine · sensitive protagonist · replicant protagonist · android detective · morally driven · vulnerable protagonist · traumatized character · complex protagonist · strong female characters
Semantic match: ranked by characterization
Distance: 0.1300
