Triple

T12265957
Position Surface form Disambiguated ID Type / Status
Subject Mighty Avengers E292345 entity
Predicate hasMember P10 FINISHED
Object Amadeus Cho
Amadeus Cho is a Marvel Comics super-genius and superhero who has taken on roles such as the Hulk and a key member of various Avengers teams.
E974662 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: Amadeus Cho | Statement: [Mighty Avengers, hasMember, Amadeus Cho]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Amadeus Cho
Context triple: [Mighty Avengers, hasMember, Amadeus Cho]
  • A. Adam Holender
    Adam Holender is a Polish-born American cinematographer best known for shooting the influential 1969 film "Midnight Cowboy."
  • B. Rick Pym
    Rick Pym is a charismatic, morally ambiguous con man and the deeply influential father of protagonist Magnus Pym in John le Carré’s novel "A Perfect Spy."
  • C. Danny Ketch
    Danny Ketch is a Marvel Comics character best known as a modern incarnation of Ghost Rider, a supernatural antihero bonded to the Spirit of Vengeance.
  • D. Franklin D. Richards
    Franklin D. Richards was a 19th-century Latter-day Saint apostle and church leader who played a key role in compiling and promoting important LDS scriptural and historical works.
  • E. Franklin Richards
    Franklin Richards is a powerful Marvel Comics character, the reality-warping son of Reed Richards and Sue Storm of the Fantastic Four.
  • 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: Amadeus Cho
Triple: [Mighty Avengers, hasMember, Amadeus Cho]
Generated description
Amadeus Cho is a Marvel Comics super-genius and superhero who has taken on roles such as the Hulk and a key member of various Avengers teams.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Amadeus Cho
Target entity description: Amadeus Cho is a Marvel Comics super-genius and superhero who has taken on roles such as the Hulk and a key member of various Avengers teams.
  • A. Adam Holender
    Adam Holender is a Polish-born American cinematographer best known for shooting the influential 1969 film "Midnight Cowboy."
  • B. Rick Pym
    Rick Pym is a charismatic, morally ambiguous con man and the deeply influential father of protagonist Magnus Pym in John le Carré’s novel "A Perfect Spy."
  • C. Danny Ketch
    Danny Ketch is a Marvel Comics character best known as a modern incarnation of Ghost Rider, a supernatural antihero bonded to the Spirit of Vengeance.
  • D. Franklin D. Richards
    Franklin D. Richards was a 19th-century Latter-day Saint apostle and church leader who played a key role in compiling and promoting important LDS scriptural and historical works.
  • E. Franklin Richards
    Franklin Richards is a powerful Marvel Comics character, the reality-warping son of Reed Richards and Sue Storm of the Fantastic Four.
  • 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_69d6ab6856488190b5d31178d5015f8e completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91cdc42988190b4e2a6591a6f919d completed April 10, 2026, 3:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69f61e65bc00819091e4fee3c3af6f4f completed May 2, 2026, 3:55 p.m.
NEDg Description generation batch_69f61f9386548190a749445a404db3a2 completed May 2, 2026, 4 p.m.
NED2 Entity disambiguation (via description) batch_69f6207f164c8190b663a50ee3c761d6 completed May 2, 2026, 4:04 p.m.
Created at: April 8, 2026, 9:52 p.m.