Triple

T8085647
Position Surface form Disambiguated ID Type / Status
Subject Middle School series E188723 entity
Predicate hasVolume P1567 FINISHED
Object Middle School: From Hero to Zero
Middle School: From Hero to Zero is a humorous children's novel in James Patterson's Middle School series that follows Rafe Khatchadorian through new misadventures and challenges in middle school.
 E711711 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: Middle School: From Hero to Zero | Statement: [Middle School series, hasVolume, Middle School: From Hero to Zero]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Middle School: From Hero to Zero
Context triple: [Middle School series, hasVolume, Middle School: From Hero to Zero]
  • A. Zero to Hero
    "Zero to Hero" is an upbeat, gospel-inspired musical number from Disney's Hercules that celebrates the hero's rapid rise to fame.
  • B. In School
    In School is a non-fiction book by former NHL goaltender and Canadian politician Ken Dryden that examines the challenges and possibilities of the modern education system.
  • C. Little Brother
    Little Brother is an American hip hop group known for its soulful, sample-based production and introspective lyricism, influential in the early 2000s underground rap scene.
  • D. Little Brother
    Little Brother is a young adult cyberpunk novel by Cory Doctorow that follows a teenage hacker fighting government surveillance in a near-future San Francisco.
  • E. The Hero Next Door
    The Hero Next Door is a children's book by Sharon Robinson that explores themes of courage, community, and everyday acts of heroism.
  • 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: Middle School: From Hero to Zero
Triple: [Middle School series, hasVolume, Middle School: From Hero to Zero]
Generated description
Middle School: From Hero to Zero is a humorous children's novel in James Patterson's Middle School series that follows Rafe Khatchadorian through new misadventures and challenges in middle school.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Middle School: From Hero to Zero
Target entity description: Middle School: From Hero to Zero is a humorous children's novel in James Patterson's Middle School series that follows Rafe Khatchadorian through new misadventures and challenges in middle school.
  • A. Zero to Hero
    "Zero to Hero" is an upbeat, gospel-inspired musical number from Disney's Hercules that celebrates the hero's rapid rise to fame.
  • B. In School
    In School is a non-fiction book by former NHL goaltender and Canadian politician Ken Dryden that examines the challenges and possibilities of the modern education system.
  • C. Little Brother
    Little Brother is an American hip hop group known for its soulful, sample-based production and introspective lyricism, influential in the early 2000s underground rap scene.
  • D. Little Brother
    Little Brother is a young adult cyberpunk novel by Cory Doctorow that follows a teenage hacker fighting government surveillance in a near-future San Francisco.
  • E. The Hero Next Door
    The Hero Next Door is a children's book by Sharon Robinson that explores themes of courage, community, and everyday acts of heroism.
  • 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.