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Combine common axes
These books are ranked using the plot structure labels extracted for Scythe.
Plot structure labels used: competition, apprenticeship arc, training arc, plot twists, slow start, fast-paced, reveals
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.
A runaway teen with fear-based powers enters an underground tournament to undo her past and save herself.
Why this is here
Plot structure labels: competition arc · training arc · underground tournament · self-discovery arc · redemption arc · mystery subplot · twists · backstory reveals · action-driven · fast-paced · sufficient closure
Semantic match: ranked by plot structure
Distance: 0.1644
A shy teen gamer’s secret online mastery lands her in an AR beta test where game skill and real danger collide.
Why this is here
Plot structure labels: slow build · training arc · reveal at the end · telegraphed twist · game progression · competition arc · series setup
Semantic match: ranked by plot structure
Distance: 0.1666
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: 0.1681
A low-caste miner on Mars is remade into the enemy and sent to infiltrate an elite academy.
Why this is here
Plot structure labels: slow start · mid-book turn · late payoff · twists and turns · rising stakes · battle trials · competition arc · betrayal reveals · training sequence · first-book setup
Semantic match: ranked by plot structure
Distance: 0.1709
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: 0.1724
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: 0.1751
A gifted teen artist in a post-singularity world fights for ascension and his mother’s survival through a dangerous art competition.
Why this is here
Plot structure labels: slow build · competition arc · revelation-driven · twist-filled · rising stakes · midstory unraveling · series setup · mystery reveal · coming-of-age arc
Semantic match: ranked by plot structure
Distance: 0.1753
A suicidal teen in a ruined future is offered an apprenticeship that could help save humanity—or force her to kill to survive.
Why this is here
Plot structure labels: slow start · gradual reveal · mystery-driven · twists and turns · training arc · cliffhanger ending · unfinished ending · open ending · builds scope · multiple reveals
Semantic match: ranked by plot structure
Distance: 0.1569
A tech-loving rebel infiltrates a royal court in a future anti-technology regime and falls for the enemy’s brother.
Why this is here
Plot structure labels: chosen infiltration · competition arc · academy pipeline · twist-driven · cliffhanger ending · midstory escalation · misdirection
Semantic match: ranked by plot structure
Distance: 0.1901
A grieving young woman trains a giant roc to hunt monsters and finds purpose, devotion, and danger in the bond.
Why this is here
Plot structure labels: apprenticeship arc · training sequence · time skips · coming-of-age arc · self-contained story · climactic hunt · slow build · brittle ending · bittersweet ending
Semantic match: ranked by plot structure
Distance: 0.1627
On a yearlong voyage to Atlantis, Gwen must navigate training, politics, and a dangerous love triangle to survive.
Why this is here
Plot structure labels: journey narrative · training arc · competition arc · cliffhanger ending · slow burn · mid-series bridge · multiple twists · episodic set pieces · time skips
Semantic match: ranked by plot structure
Distance: 0.1946
A Detroit teen risks a deadly mechanical-horse derby to save her family, her friend’s future, and her own dreams.
Why this is here
Plot structure labels: slow start · race buildup · racing set pieces · training arc · underdog climb · high-stakes competition · character-growth driven · reveal-driven bond · standalone arc · satisfying ending
Semantic match: ranked by plot structure
Distance: 0.1671
