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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 “quest-like structure” 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
After a man-made supervirus collapses society, a U.S. marshal fights to protect a survivor town from violent chaos.
Why this is here
Plot structure labels: parallel storylines · fast paced · action driven · series setup · dangling threads · cliffhanger · abrupt ending · quest-like structure
Semantic match: ranked by plot structure
Distance: 0.1592
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
Arisu’s survival game intensifies as new deadly challenges, shifting alliances, and a mysterious faction test every bond.
Why this is here
Plot structure labels: episodic games · arc-based · cliffhanger ending · interlocking backstory · mid-series transition · faction reveal · escalation · revelation-driven
Semantic match: ranked by plot structure
Distance: 0.1443
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
