Triple

T9133629
Position Surface form Disambiguated ID Type / Status
Subject Secret Invasion E219147 entity
Predicate hasTieIn P45835 FINISHED
Object Secret Invasion: Inhumans
Secret Invasion: Inhumans is a Marvel Comics limited series that follows the Inhuman royal family’s struggle and political turmoil during the Skrulls’ covert invasion of Earth.
 E219147 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: Secret Invasion: Inhumans | Statement: [Secret Invasion, hasTieIn, Secret Invasion: Inhumans]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Secret Invasion: Inhumans
Context triple: [Secret Invasion, hasTieIn, Secret Invasion: Inhumans]
  • A. Secret Invasion
    Secret Invasion is a major Marvel Comics crossover event in which shape-shifting Skrulls infiltrate Earth by impersonating superheroes, leading to widespread paranoia and conflict among the Marvel Universe's heroes.
  • B. Inhumans
    Inhumans are a race of superpowered beings in the Marvel Universe, often associated with the hidden city of Attilan and characters like Black Bolt and Medusa.
  • C. Avengers: Secret Wars
    Avengers: Secret Wars is an upcoming Marvel Cinematic Universe crossover film intended as a major ensemble event adapting the iconic "Secret Wars" storyline from Marvel Comics.
  • D. Secret Avengers
    Secret Avengers is a covert operations branch of the Avengers in Marvel Comics, composed of superheroes who undertake secret, high-risk missions to protect the world from hidden threats.
  • E. Avengers Initiative
    The Avengers Initiative is a covert program in the Marvel Cinematic Universe designed to recruit and assemble extraordinary individuals into a team to defend Earth from major threats.
  • 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: Secret Invasion: Inhumans
Triple: [Secret Invasion, hasTieIn, Secret Invasion: Inhumans]
Generated description
Secret Invasion: Inhumans is a Marvel Comics limited series that follows the Inhuman royal family’s struggle and political turmoil during the Skrulls’ covert invasion of Earth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Secret Invasion: Inhumans
Target entity description: Secret Invasion: Inhumans is a Marvel Comics limited series that follows the Inhuman royal family’s struggle and political turmoil during the Skrulls’ covert invasion of Earth.
  • A. Secret Invasion chosen
    Secret Invasion is a major Marvel Comics crossover event in which shape-shifting Skrulls infiltrate Earth by impersonating superheroes, leading to widespread paranoia and conflict among the Marvel Universe's heroes.
  • B. Inhumans
    Inhumans are a race of superpowered beings in the Marvel Universe, often associated with the hidden city of Attilan and characters like Black Bolt and Medusa.
  • C. Avengers: Secret Wars
    Avengers: Secret Wars is an upcoming Marvel Cinematic Universe crossover film intended as a major ensemble event adapting the iconic "Secret Wars" storyline from Marvel Comics.
  • D. Secret Avengers
    Secret Avengers is a covert operations branch of the Avengers in Marvel Comics, composed of superheroes who undertake secret, high-risk missions to protect the world from hidden threats.
  • E. Avengers Initiative
    The Avengers Initiative is a covert program in the Marvel Cinematic Universe designed to recruit and assemble extraordinary individuals into a team to defend Earth from major threats.
  • F. None of above.

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_69d047e5ad5481909b7e62bee4d57492 completed April 3, 2026, 11:06 p.m.
NEDg Description generation batch_69d048dbcfe08190afb6ee816e22ddfc completed April 3, 2026, 11:10 p.m.
NED2 Entity disambiguation (via description) batch_69d049b159d08190ad426bb7f9bcafb1 completed April 3, 2026, 11:13 p.m.
Created at: March 30, 2026, 7:18 p.m.