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These books are ranked using the plot structure labels extracted for Win.
Plot structure labels used: competition arc, games-based structure, cliffhanger ending, multi-stage contest, ongoing series setup
Focused on “competition arc” 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.
In a post-climate-collapse world, a teen girl is taken into a deadly survival competition and learns her enemies may not be what they seem.
Why this is here
Plot structure labels: competition arc · flashback structure · twists and reveals · cliffhanger ending · series setup · fast-paced action
Semantic match: ranked by plot structure
Distance: 0.0984
![Cover of 暗殺教室 14 [Ansatsu Kyōshitsu 14] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1429879002i/25372741.jpg)
Class E faces school-festival and final-exam battles, while a fierce principal rivalry pushes the class to prove itself.
Why this is here
Plot structure labels: arc-based · competition arc · exam arc · festival arc · cliffhanger ending · buildup phase · parallel contests · backstory reveal · character spotlight chapters
Semantic match: ranked by plot structure
Distance: 0.1215
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: 0.1273
A resourceful young woman from a trash-city joins a reality contest for a seat on humanity’s first manned Mars mission.
Why this is here
Plot structure labels: competition arc · underdog rise · quest structure · rising stakes · twists and sabotage · race against time · episodic challenges
Semantic match: ranked by plot structure
Distance: 0.1365
A crew of cat astronauts must race rival space teams to Mars while balancing science, pride, and teamwork.
Why this is here
Plot structure labels: sequel setup · race narrative · competition arc · multiple teams · escalating tension · disaster-and-recovery · team-up ending
Semantic match: ranked by plot structure
Distance: 0.1373
A teen with a secret power joins a dangerous festival in a parallel world, where diplomacy turns into survival.
Why this is here
Plot structure labels: quest structure · competition arc · travel narrative · rising stakes · mystery reveals · twist ending · cliffhanger ending · episodic challenges · countdown
Semantic match: ranked by plot structure
Distance: 0.1458
A teen offender joins a reality game for freedom, only to discover the show is a death trap built for views.
Why this is here
Plot structure labels: competition arc · elimination rounds · trial-by-trial escalation · twist reveal · false premise · surprise ending · fast-paced escalation · stakes amplification · withheld truth
Semantic match: ranked by plot structure
Distance: 0.1486
In a near-future reality show where losing means death, a teen singer gambles everything to save her family.
Why this is here
Plot structure labels: competition arc · escalating stakes · elimination rounds · tension buildup · twists · survival game · fast-paced
Semantic match: ranked by plot structure
Distance: 0.1500
![Cover of 暗殺教室 7 [Ansatsu Kyōshitsu 7] by Yusei Matsui](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1429225150i/20493122.jpg)
A class of underdogs turns final exams and a summer island trip into a high-stakes assassination campaign against their teacher.
Why this is here
Plot structure labels: exam arc · vacation arc · competition arc · assassination attempt · cliffhanger ending · reveal · setup for next arc · twist ending · high-stakes contest
Semantic match: ranked by plot structure
Distance: 0.1538
A girl enters a royal competition for the crown and gets caught between love, duty, and unrest in a caste society.
Why this is here
Plot structure labels: competition arc · triangular romance · series arc · elimination rounds · slow burn · cliffhanger · satisfying ending · reveal withholding · flashbacks · future skip · multiple novellas
Semantic match: ranked by plot structure
Distance: 0.1578
Drafted teens train for a mission to Europa as Earth collapses, but one girl suspects the rescue plan hides a darker truth.
Why this is here
Plot structure labels: competition arc · training arc · mystery-driven · dual narrative · cliffhanger ending · series setup · rising stakes · revelation reveal · withheld information
Semantic match: ranked by plot structure
Distance: 0.1597
A system-driven treasure hunt traps Earth’s elites on a cursed world, forcing Jake into puzzles, factions, loot, and rivals.
Why this is here
Plot structure labels: single event arc · self-contained arc · linear progression · quest chain · puzzle phases · boss rush · long duel · multi-stage climax · whole-book event · competition arc
Semantic match: ranked by plot structure
Distance: 0.1602
