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Combine common axes
These books are ranked using the plot structure labels extracted for Firebird.
Plot structure labels used: capture-and-conversion arc, enemy-to-lovers arc, personal awakening, war-and-romance balance, closure with loose threads, action interrupted by romance, political intrigue
Focused on “battle-driven” 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 fallen demon lord in a vividly imagined Hell rebels against its ruler to seek redemption and a way back to Heaven.
Why this is here
Plot structure labels: rebellion arc · war escalation · multi-perspective shifts · quest narrative · battle-driven · political conflict · open-ended threads · slow build
Semantic match: ranked by plot structure
Distance: 0.1901
![Cover of ワンパンマン 7 [Wanpanman 7] by ONE](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1417230660i/23401591.jpg)
Saitama finally meets a truly durable foe as an alien invasion pushes heroes and Earth to the brink.
Why this is here
Plot structure labels: major arc conclusion · battle-driven · aftermath · bonus chapters · epilogue · setup for future plot threads · fast pacing · low-dialogue action
Semantic match: ranked by plot structure
Distance: 0.1902
War engulfs the realms as one coalition defends its gains, endures losses, and races toward a dangerous next stage.
Why this is here
Plot structure labels: war arc · battle-driven · multi-battle · slow build · cliffhanger ending · setup installment · delayed payoff · part 1 structure · high-stakes climax · withheld resolution
Semantic match: ranked by plot structure
Distance: 0.1929
A human raised by posthuman parents tests whether her species can live on a new world—while falling for her pilot.
Why this is here
Plot structure labels: character driven · political intrigue · journey narrative · experiment setup · romance arc · slow build · twists and turns · multiple POV · midstory slowdown · amnesia plot · betrayal plot
Semantic match: ranked by plot structure
Distance: 0.1695
In a matriarchal world where men are scarce property, a sheltered boy is drawn into courtship, danger, and intrigue.
Why this is here
Plot structure labels: romantic arc · political intrigue · mystery element · adventure plot · action climax · rescued princess trope · coming-of-age arc · happily ever after · slow build
Semantic match: ranked by plot structure
Distance: 0.1718
In a dystopian-leaning YA world, two girls on opposite sides of beauty culture are forced together and question the rules.
Why this is here
Plot structure labels: dual POV · alternating perspectives · enemies to allies · friendship arc · conversion arc · late reveal · twist ending
Semantic match: ranked by plot structure
Distance: 0.1743
A human guest and a scarred alien healer fall into forbidden attraction, an unexpected pregnancy, and a fight for survival.
Why this is here
Plot structure labels: slow burn · push-pull romance · misunderstanding arc · forced separation · battle interruption · pregnancy reveal · kidnapping climax · rescuer ending · action-romance blend · twists and turns
Semantic match: ranked by plot structure
Distance: 0.1761
A salvager alien and a resourceful human survivor form a forbidden bond on a ruined Earth overrun by violence.
Why this is here
Plot structure labels: enemies to allies · deal-based romance · bond-triggered romance · midbook relationship shift · open ending
Semantic match: ranked by plot structure
Distance: 0.1815
A lab-made operative must rescue and interrogate a tortured agent, but their mission turns into dangerous, forbidden desire.
Why this is here
Plot structure labels: series arc · interwoven threads · multi-thread plot · romance-forward · action subplot · ongoing conflict · open-ended resolution · insta-attraction
Semantic match: ranked by plot structure
Distance: 0.1821
In a near-future digital society, a sheltered teen is drawn toward real-world connection and rebellion.
Why this is here
Plot structure labels: coming-of-age arc · romance-driven · rebellion arc · awakening arc · slow build · tug-of-war romance · series setup · withheld backstory · gradual reveal · foreshadowing · first-person journal entries
Semantic match: ranked by plot structure
Distance: 0.1833
In a walled postwar city, a human official’s daughter and a half-blood Darkling risk everything for a forbidden bond.
Why this is here
Plot structure labels: dual POV · alternating chapters · forbidden romance arc · insta-love · love triangle · twists and turns · cliffhanger ending · conspiracy reveal · action-driven
Semantic match: ranked by plot structure
Distance: 0.1869
![Cover of 進撃の巨人 7 [Shingeki no Kyojin 7] by Hajime Isayama](https://m.media-amazon.com/images/S/compressed.photo.goodreads.com/books/1362054962i/17450811.jpg)
A titan-hunting mission turns catastrophic when an intelligent enemy appears, forcing the squad into a brutal fight for survival.
Why this is here
Plot structure labels: action-heavy · battle arc · mystery escalation · trap and reversal · capture and escape · withheld answers · cliffhanger · high-casualty arc
Semantic match: ranked by plot structure
Distance: 0.1870
