Triple

T8085583
Position Surface form Disambiguated ID Type / Status
Subject Maximum Ride series E188722 entity
Predicate mainCharacter P1183 FINISHED
Object Nudge
Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
E711700 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Nudge | Statement: [Maximum Ride series, mainCharacter, Nudge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nudge
Context triple: [Maximum Ride series, mainCharacter, Nudge]
  • A. Nudge: Improving Decisions About Health, Wealth, and Happiness
    "Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
  • B. Thinking, Fast and Slow
    "Thinking, Fast and Slow" is a bestselling book by psychologist Daniel Kahneman that explores how two distinct systems of thought—fast, intuitive thinking and slow, deliberate reasoning—shape human judgment and decision-making.
  • C. Noise: A Flaw in Human Judgment
    "Noise: A Flaw in Human Judgment" is a non-fiction book that examines the often-overlooked variability and inconsistency in human decision-making and offers strategies to reduce such errors in fields like law, medicine, and business.
  • D. The Tipping Point
    The Tipping Point is a 2004 studio album by hip-hop band The Roots that blends socially conscious lyrics with live-instrumentation and experimental production.
  • E. The Tipping Point
    The Tipping Point is a bestselling non-fiction book by Malcolm Gladwell that explores how small, seemingly minor actions or events can trigger large-scale social change and trends.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Nudge
Triple: [Maximum Ride series, mainCharacter, Nudge]
Generated description
Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nudge
Target entity description: Nudge is a talkative, tech-savvy, winged girl and member of the mutant "Flock" in James Patterson’s Maximum Ride series.
  • A. Nudge: Improving Decisions About Health, Wealth, and Happiness
    "Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
  • B. Thinking, Fast and Slow
    "Thinking, Fast and Slow" is a bestselling book by psychologist Daniel Kahneman that explores how two distinct systems of thought—fast, intuitive thinking and slow, deliberate reasoning—shape human judgment and decision-making.
  • C. Noise: A Flaw in Human Judgment
    "Noise: A Flaw in Human Judgment" is a non-fiction book that examines the often-overlooked variability and inconsistency in human decision-making and offers strategies to reduce such errors in fields like law, medicine, and business.
  • D. The Tipping Point
    The Tipping Point is a 2004 studio album by hip-hop band The Roots that blends socially conscious lyrics with live-instrumentation and experimental production.
  • E. The Tipping Point
    The Tipping Point is a bestselling non-fiction book by Malcolm Gladwell that explores how small, seemingly minor actions or events can trigger large-scale social change and trends.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69ca82b662e88190b9323daab8c28a21 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb415f73808190b69db386b447062e completed March 31, 2026, 3:37 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc6402e41c819095442775938d4282 completed April 1, 2026, 12:17 a.m.
NEDg Description generation batch_69cc68647cec81909736383fbe73d2e8 completed April 1, 2026, 12:35 a.m.
NED2 Entity disambiguation (via description) batch_69cc69b93bbc8190be2338182dd57b17 completed April 1, 2026, 12:41 a.m.
Created at: March 30, 2026, 5:29 p.m.