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Combine common axes
These books are ranked using the plot structure labels extracted for Dreadnought.
Plot structure labels used: cliffhanger ending, twists and turns, multiple perspectives, flashbacks, transition book, new arc, training mission interrupted, fast-paced, high-action set pieces, investigation and pursuit
Focused on “withheld information” 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 truth-policed city, a teen who can lie becomes the target of the government and a dangerous romance.
Why this is here
Plot structure labels: fast paced · twists and turns · plot twists · cliffhanger ending · secret reveals · late payoff · early shift · training arc · mission structure
Semantic match: ranked by plot structure
Distance: 0.1048
A time-displaced rescue team races to stop apocalypse while governments hunt their time machine and a new leader takes charge.
Why this is here
Plot structure labels: continuation · middle volume · setup for finale · training arc · mission escalation · power struggle · withheld information · twists and turns · cliffhanger ending · abrupt ending · interrupted momentum · long build-up · action set pieces · flashbacks and flash-forwards · time loop logic · reveal-driven
Semantic match: ranked by plot structure
Distance: 0.1361
A grief-worn medic is pulled into a secret surface mission with an elite squad, where survival and romance collide.
Why this is here
Plot structure labels: prequel · cliffhanger ending · training arc · mission-driven · high-stakes escalation · secrets and reveals · twist ending · slow build
Semantic match: ranked by plot structure
Distance: 0.1093
A scientist is pulled into a global crisis when reality fractures and a parallel Earth begins breaching into ours.
Why this is here
Plot structure labels: cliffhanger ending · series opener · part one · unresolved ending · twists and turns · multiple reveals · withheld information · mystery-driven · fast-moving escalation · action-driven
Semantic match: ranked by plot structure
Distance: 0.1459
A grieving boy stows away with space pirates and races across a war-torn galaxy to find his kidnapped father.
Why this is here
Plot structure labels: cliffhanger ending · sequel setup · flashbacks · dual timeline · backstory reveals · slow-burn start · action-driven · high-stakes quest · plot twists · withheld information · epilogue
Semantic match: ranked by plot structure
Distance: 0.1479
A traumatized rebel navigates Parisian intrigue, shifting loyalties, and a dangerous bond while Scion tightens its grip.
Why this is here
Plot structure labels: cliffhanger ending · high-twist · slow burn buildup · single-mission arc · gradual reveals · crescendo structure · interleaved recovery and plot
Semantic match: ranked by plot structure
Distance: 0.1228
A fugitive teen discovers latent powers and is recruited into a brutal training program for a hidden war.
Why this is here
Plot structure labels: training arc · competitive trials · cliffhanger ending · foreshadowing · mystery reveal · escalating action · mission gone wrong · fast-moving plot · withheld backstory · batch introductions
Semantic match: ranked by plot structure
Distance: 0.1274
A teen with rare psychic powers trains to kill her parents’ murderer while her loyalty is split by romance, secrets, and war.
Why this is here
Plot structure labels: training arc · mission-driven · cliffhanger ending · series setup · slow start · info-dump opening · late-picking momentum · multiple twists · open ending · backstory-heavy
Semantic match: ranked by plot structure
Distance: 0.1292
A fangirl discovers her favorite superhero franchise is real and is pulled into a dangerous double-game with a supervillain.
Why this is here
Plot structure labels: cliffhanger ending · twists and reveals · fast-paced · high-stakes · interrogation inserts · between-chapter extras · repetition · slow start · midbook pickup · endgame reveal
Semantic match: ranked by plot structure
Distance: 0.1312
An escaped human slave and the alien captain she stole from are forced into a dangerous, fiery second-chance clash.
Why this is here
Plot structure labels: series continuation · linked arc · multi-book arc · cliffhanger carryover · fast paced · action climax · rescue mission · reunion reveal · misunderstanding-driven · repeated capture
Semantic match: ranked by plot structure
Distance: 0.1353
A mission-heavy YA dystopia where Violet and Viggo face lies, betrayal, and a brewing war in a split-gender world.
Why this is here
Plot structure labels: cliffhanger ending · series continuation · slow first half · faster second half · twists and reveals · mission sequence · multiple POV · time jump · open-ended ending
Semantic match: ranked by plot structure
Distance: 0.1368
In an alternate WWII, teen girls are drafted into combat and must survive training, prejudice, and battle.
Why this is here
Plot structure labels: training arc · battle arc · slow build · split structure · multiple POV · mission progression · series setup · cliffhanger ending · open ending · mystery narrator · wartime escalation
Semantic match: ranked by plot structure
Distance: 0.1373
