Triple

T9133746
Position Surface form Disambiguated ID Type / Status
Subject Infinity (Marvel Comics) E219149 entity
Predicate leadsTo P37 FINISHED
Object Inhumanity (Marvel Comics event)
Inhumanity is a Marvel Comics crossover storyline that explores the global chaos and transformation that follow the widespread activation of Inhuman powers on Earth.
E780493 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: Inhumanity (Marvel Comics event) | Statement: [Infinity (Marvel Comics), leadsTo, Inhumanity (Marvel Comics event)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Inhumanity (Marvel Comics event)
Context triple: [Infinity (Marvel Comics), leadsTo, Inhumanity (Marvel Comics event)]
  • A. Civil War (Marvel Comics event)
    Civil War (Marvel Comics event) is a major Marvel Comics crossover storyline that pits superheroes against each other over government-mandated registration of their secret identities, fundamentally reshaping the Marvel Universe.
  • B. Inhumans vol. 2 #5
    Inhumans vol. 2 #5 is a Marvel Comics issue notable for introducing Yelena Belova, who becomes the second Black Widow in the Marvel Universe.
  • C. Sinestro Corps War
    Sinestro Corps War is a major Green Lantern comic book crossover event in which Sinestro leads his fear-powered corps in a large-scale war against the Green Lantern Corps and the heroes of the DC Universe.
  • D. Age of Ultron (comics event)
    Age of Ultron (comics event) is a major Marvel Comics crossover storyline in which the villainous android Ultron successfully conquers Earth, forcing the remaining heroes to attempt desperate time-altering measures to stop him.
  • E. Secret Wars (2015)
    Secret Wars (2015) is a Marvel Comics crossover event in which the multiverse collapses into a single patchwork planet called Battleworld, reshaping the Marvel Universe and its characters.
  • 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: Inhumanity (Marvel Comics event)
Triple: [Infinity (Marvel Comics), leadsTo, Inhumanity (Marvel Comics event)]
Generated description
Inhumanity is a Marvel Comics crossover storyline that explores the global chaos and transformation that follow the widespread activation of Inhuman powers on Earth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Inhumanity (Marvel Comics event)
Target entity description: Inhumanity is a Marvel Comics crossover storyline that explores the global chaos and transformation that follow the widespread activation of Inhuman powers on Earth.
  • A. Civil War (Marvel Comics event)
    Civil War (Marvel Comics event) is a major Marvel Comics crossover storyline that pits superheroes against each other over government-mandated registration of their secret identities, fundamentally reshaping the Marvel Universe.
  • B. Inhumans vol. 2 #5
    Inhumans vol. 2 #5 is a Marvel Comics issue notable for introducing Yelena Belova, who becomes the second Black Widow in the Marvel Universe.
  • C. Sinestro Corps War
    Sinestro Corps War is a major Green Lantern comic book crossover event in which Sinestro leads his fear-powered corps in a large-scale war against the Green Lantern Corps and the heroes of the DC Universe.
  • D. Age of Ultron (comics event)
    Age of Ultron (comics event) is a major Marvel Comics crossover storyline in which the villainous android Ultron successfully conquers Earth, forcing the remaining heroes to attempt desperate time-altering measures to stop him.
  • E. Secret Wars (2015)
    Secret Wars (2015) is a Marvel Comics crossover event in which the multiverse collapses into a single patchwork planet called Battleworld, reshaping the Marvel Universe and its characters.
  • 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_69ca83debfc0819095800583e97ab10f completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8dccecc81908d8fc641c419ca6a completed April 1, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69d047efc5e48190bc8c4a7e865faef9 completed April 3, 2026, 11:06 p.m.
NEDg Description generation batch_69d04935d4e88190acb4d65a2dc2bc8a completed April 3, 2026, 11:11 p.m.
NED2 Entity disambiguation (via description) batch_69d049e6c4cc81909e08b5aaed9a88dc completed April 3, 2026, 11:14 p.m.
Created at: March 30, 2026, 7:18 p.m.