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Combine common axes
These books are ranked using the plot structure labels extracted for Uglies, The Collector's Set.
Plot structure labels used: series arc, multiple transformations, character reset, open-ended ending, quest structure, action-driven, conspiracy reveal, multi-book arc
Focused on “open ending” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A London man is pulled into a ley-line quest across time and worlds after meeting his supposedly dead great-grandfather.
Why this is here
Plot structure labels: series opener · multi-strand narrative · multiple POV · parallel storylines · quest structure · cliffhanger ending · open ending · serial setup · withheld explanation · gradual escalation
Semantic match: ranked by plot structure
Distance: 0.1052
A banished teen enters a lethal skyship competition to rescue his sister and rise against a brutal class system.
Why this is here
Plot structure labels: training arc · competition arc · quest progression · twists and reveals · action-driven · series setup · open ending
Semantic match: ranked by plot structure
Distance: 0.1095
Three teens race through the last week before an alien verdict on humanity forces each to face family, loss, and hope.
Why this is here
Plot structure labels: multiple POV · interwoven arcs · intercut alien trial · countdown structure · open ending · reunion arc · road trip structure · character-driven
Semantic match: ranked by plot structure
Distance: 0.1157
After escaping the Quag, Vega Jane finds a world built on hidden slavery and must rally allies to fight back.
Why this is here
Plot structure labels: quest progression · mid-series setup · open ending · cliffhanger ending · training arc · revelation-heavy · travel narrative · continued serial arc
Semantic match: ranked by plot structure
Distance: 0.1170
A nonverbal autistic outcast in a walled theocracy discovers the “demons” beyond the forest may be people.
Why this is here
Plot structure labels: mystery reveal · quest narrative · open ending · cliffhanger ending · multiple POV · slow build · twist reveals · series setup · intercut perspectives
Semantic match: ranked by plot structure
Distance: 0.1173
A unicorn-like alien girl is raised by space miners and drawn into a fight against child slavery on a distant world.
Why this is here
Plot structure labels: quest arc · mystery reveal · episodic travel · road story · slow build · multi-subplot · jump cuts · open ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1173
A Breton teen survivor follows a cryptic message, a family prophecy, and a deadly mission toward Paris after a virus wipes out most of humanity.
Why this is here
Plot structure labels: multi-book overlap · multiple viewpoints · shared timeline · interlocking narratives · open ending · cliffhanger · quest narrative · mystery reveal · foreshadowing · cross-series encounters
Semantic match: ranked by plot structure
Distance: 0.1184
A teen time-travel team deciphers an ancient code that sends them into medieval England, where legend and history collide.
Why this is here
Plot structure labels: mission-driven · quest arc · time-hopping · intercut timelines · mystery unraveling · cliffhanger ending · prophecy reveal · alternate history cascade · series arc setup
Semantic match: ranked by plot structure
Distance: 0.0905
A servant girl with forbidden paper magic is swept into a skyship hunt, empire secrets, and a fight over what shikigami are.
Why this is here
Plot structure labels: series opener · cliffhanger ending · open ending · quest structure · fast-paced · action-driven · interwoven POVs · interludes · mystery reveals · withheld answers · training arc · coming-of-age arc · quest derailed by rebellion · multiple twists · late-game action surge
Semantic match: ranked by plot structure
Distance: 0.1206
A genius boy and a flying girl lead gifted kids on secret missions, uncovering a prophecy, family secrets, and a hidden world.
Why this is here
Plot structure labels: quest · multiple storylines · two-part arc · mystery unfolding · twists and turns · cliffhanger ending · open ending · rushed ending · loose ends · revelations · backstory reveals · quest sequence · episodic missions
Semantic match: ranked by plot structure
Distance: 0.1210
A teen faces state selection in a post-apocalyptic caste society where service, survival, and hidden truths collide.
Why this is here
Plot structure labels: multi-protagonist · alternate viewpoints · gradual reveal · secret history · conspiracy uncovering · cliffhanger · open ending · series setup · action-driven · exposition-heavy
Semantic match: ranked by plot structure
Distance: 0.1219
A folklore PhD student is swept onto a hidden planet where living fairy tales, secrets, and fate collide.
Why this is here
Plot structure labels: cliffhanger ending · series setup · duology setup · multiple quests · quest narrative · fast-paced · disjointed progression · open ending · reveal-driven · abrupt ending · episodic
Semantic match: ranked by plot structure
Distance: 0.1226
