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Combine common axes
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 “ensemble convergence” 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 僕のヒーローアカデミア 38 [Boku no Hero Academia 38] by Kohei Horikoshi](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1709343246i/123001496.jpg)
As a sprawling final war erupts across multiple fronts, heroes and former villains rush to stop total collapse.
Why this is here
Plot structure labels: multi-front battle · ensemble convergence · callback-driven reveal · surprise return · cliffhanger ending · escalating stakes · intercut battle scenes · endgame structure · series culmination setup · character return payoff
Semantic match: ranked by plot structure
Distance: 0.1505
![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
The final Heritage of Shannara book brings scattered heroes together for a last stand against the Shadowen.
Why this is here
Plot structure labels: ensemble convergence · interwoven storylines · final showdown · quest structure · reveal-driven · action-heavy climax · wrap-up ending · explain-it-all ending · multiple fronts
Semantic match: ranked by plot structure
Distance: 0.1552
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 quirky robotics professor is pulled into a spacefaring scramble over ancient technology, hidden secrets, and a deadly contagion.
Why this is here
Plot structure labels: series continuation · multi-thread plot · interwoven storylines · mystery reveal · cliffhanger ending · ongoing arc · slow-burn answers · quest structure · chase plot · ensemble convergence
Semantic match: ranked by plot structure
Distance: 0.1615
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
![Cover of ワンパンマン 12 [Wanpanman 12] by ONE](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1480435785i/30339859.jpg)
Saitama enters a martial arts tournament while monsters attack the cities, splitting the heroes across two escalating fronts.
Why this is here
Plot structure labels: parallel storylines · intercut action · buildup arc · tournament arc · multi-front conflict · cliffhanger ending · slow burn · setup volume
Semantic match: ranked by plot structure
Distance: 0.1374
In a climate-ravaged future, nine teens face a brutal proving that decides who will lead, reproduce, and survive.
Why this is here
Plot structure labels: tests · trial arc · multiple rounds · seven-day structure · cliffhanger ending · twist ending · predictable reveals · series setup · competitive escalation · midbook focus shift
Semantic match: ranked by plot structure
Distance: 0.1377
A dystopian reality competition turns fame, attention, and viewer votes into a brutal fight for survival and status.
Why this is here
Plot structure labels: multi-POV · coral narrative · countdown competition · elimination structure · game rounds · trial-based plot · escalating tension · final reveal · twist ending · fast-paced
Semantic match: ranked by plot structure
Distance: 0.1421
![Cover of 僕のヒーローアカデミア 3 [Boku No Hero Academia 3] by Kohei Horikoshi](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1456363542i/25476221.jpg)
After a brutal villain attack, young hero students pivot into a high-stakes sports festival that spotlights rivals and powers.
Why this is here
Plot structure labels: arc transition · villain battle opener · tournament setup · cliffhanger continuation · two-part structure · spotlight rotation · power reveal · escalating stakes · rapid arc pacing
Semantic match: ranked by plot structure
Distance: 0.1433
