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These books are ranked using the plot structure labels extracted for Fragments.
Plot structure labels used: dual timeline, multiple POV, parallel plotlines, journey narrative, quest structure, slow build, revelation-driven, cliffhanger ending, twist-heavy, middle-volume bridge
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A blind girl’s apocalyptic visions force her into an unlikely band racing to save a tidally locked world.
Why this is here
Plot structure labels: multiple POV · interwoven threads · quest narrative · journey structure · converging storylines · slow build · travel and pursuit · cliffhanger ending · action-heavy
Semantic match: ranked by plot structure
Distance: 0.0607
A memory-wiped Jedi must uncover a hidden galactic threat while a Sith scheme and old loyalties close in.
Why this is here
Plot structure labels: dual narrative · intercut threads · quest structure · revelation-driven · split timeline · bridging installment · cliffhanger ending · expository backstory · multi-stage journey
Semantic match: ranked by plot structure
Distance: 0.0625
A Regency aristocrat and a 21st-century time traveler are pulled into a secret war over control of time.
Why this is here
Plot structure labels: dual timeline · parallel narratives · intercut timelines · quest-driven · secret reveals · slow build · late acceleration · open ending · cliffhanger · unresolved threads · multiple twists · exposition heavy
Semantic match: ranked by plot structure
Distance: 0.0770
A boy in a secretive magical family discovers he can create gates, triggering a dangerous escape across two worlds.
Why this is here
Plot structure labels: dual storyline · alternating timelines · parallel plots · series setup · prologue feel · slow build · information dump · cliffhanger ending · open ending · rushed climax · episodic travel · quest structure
Semantic match: ranked by plot structure
Distance: 0.0798
Two Foundation exiles chase a rumored truth about Earth and the Second Foundation while a stranger force reshapes the galaxy.
Why this is here
Plot structure labels: dual narrative · parallel stories · mystery-driven · intrigue-heavy · quest structure · slow buildup · plot twists · revelation ending · series bridge · continuation
Semantic match: ranked by plot structure
Distance: 0.0819
A library’s hidden war pulls scattered allies across timelines, forcing them to choose between preserving knowledge and breaking it.
Why this is here
Plot structure labels: multiple POVs · interwoven timelines · nonlinear plot · parallel threads · quest structure · story recap · twist-driven · cliffhanger ending · reveals withheld · looping narrative
Semantic match: ranked by plot structure
Distance: 0.0819
Two modern children are flung into 1763 England and must recover a stolen machine to get home.
Why this is here
Plot structure labels: dual timeline · parallel storyline · cliffhanger ending · series setup · quest narrative · slow buildup
Semantic match: ranked by plot structure
Distance: 0.0845
An amnesiac potions witch is dragged into a continent-spanning quest with a secretive ally and an empire on her heels.
Why this is here
Plot structure labels: multiple POVs · dual storylines · quest narrative · slow burn build · memory reveals · twists and turns · cliffhanger ending · series setup · gradual worldbuilding · interwoven plotlines
Semantic match: ranked by plot structure
Distance: 0.0852
An 11-year-old girl learns her grandpa works with the Devil and gets pulled into a strange family-saving supernatural quest.
Why this is here
Plot structure labels: dual storyline · interwoven plotlines · quest narrative · coming-of-age arc · slow build · late reveal · travel sequence · multiple viewpoints
Semantic match: ranked by plot structure
Distance: 0.0853
In a limbo for dead children, rival leaders, new powers, and family-seeking quests drive a dangerous afterlife war.
Why this is here
Plot structure labels: multi-POV · parallel arcs · scattered quest · escalating conflict · revelation-driven · cliffhanger ending · sequel expansion · interwoven threads
Semantic match: ranked by plot structure
Distance: 0.0859
A sky prince and a ground-born goddess collide across a divided world, forcing them to confront prophecy, power, and forbidden love.
Why this is here
Plot structure labels: dual POV · alternating chapters · cliffhanger ending · sequel setup · mystery reveals · plot twists · journey narrative · rising stakes
Semantic match: ranked by plot structure
Distance: 0.0880
A zombie outbreak on the West Coast forces a mismatched group of ordinary survivors to protect family, love, and each other.
Why this is here
Plot structure labels: multiple POVs · character-driven · slow burn · journey narrative · cross-cutting viewpoints · open ending · cliffhanger ending · setup-heavy · episodic survival · long-form
Semantic match: ranked by plot structure
Distance: 0.0883
