Triple

T7729897
Position Surface form Disambiguated ID Type / Status
Subject Agents of S.H.I.E.L.D. E175222 entity
Predicate mainCharacter P1183 FINISHED
Object Leo Fitz
Leo Fitz is a brilliant Scottish engineer and weapons specialist in the Marvel television series "Agents of S.H.I.E.L.D.," known for his genius-level intellect, inventive gadgets, and close partnership with Jemma Simmons.
 E684311 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: Leo Fitz | Statement: [Agents of S.H.I.E.L.D., mainCharacter, Leo Fitz]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Leo Fitz
Context triple: [Agents of S.H.I.E.L.D., mainCharacter, Leo Fitz]
  • A. Ray Palmer
    Ray Palmer was an influential American science fiction editor and writer best known for popularizing pulp magazines and promoting imaginative, often controversial speculative fiction in the mid-20th century.
  • B. Phil Coulson
    Phil Coulson is a prominent S.H.I.E.L.D. agent in the Marvel universe, known for his calm professionalism, loyalty, and key role in uniting the Avengers.
  • C. Malcolm Merlyn
    Malcolm Merlyn is a primary antagonist and complex antihero in the Arrowverse, best known as the Dark Archer and a recurring nemesis and uneasy ally of Oliver Queen in the TV series "Arrow."
  • D. Daniel Grayson
    Daniel Grayson is a central character in the TV drama "Revenge," known as the wealthy and conflicted heir of the powerful Grayson family.
  • E. Sam Coulson
    Sam Coulson is an English rock guitarist best known for joining the progressive rock band Asia in the 2010s.
  • 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: Leo Fitz
Triple: [Agents of S.H.I.E.L.D., mainCharacter, Leo Fitz]
Generated description
Leo Fitz is a brilliant Scottish engineer and weapons specialist in the Marvel television series "Agents of S.H.I.E.L.D.," known for his genius-level intellect, inventive gadgets, and close partnership with Jemma Simmons.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Leo Fitz
Target entity description: Leo Fitz is a brilliant Scottish engineer and weapons specialist in the Marvel television series "Agents of S.H.I.E.L.D.," known for his genius-level intellect, inventive gadgets, and close partnership with Jemma Simmons.
  • A. Ray Palmer
    Ray Palmer was an influential American science fiction editor and writer best known for popularizing pulp magazines and promoting imaginative, often controversial speculative fiction in the mid-20th century.
  • B. Phil Coulson
    Phil Coulson is a prominent S.H.I.E.L.D. agent in the Marvel universe, known for his calm professionalism, loyalty, and key role in uniting the Avengers.
  • C. Malcolm Merlyn
    Malcolm Merlyn is a primary antagonist and complex antihero in the Arrowverse, best known as the Dark Archer and a recurring nemesis and uneasy ally of Oliver Queen in the TV series "Arrow."
  • D. Daniel Grayson
    Daniel Grayson is a central character in the TV drama "Revenge," known as the wealthy and conflicted heir of the powerful Grayson family.
  • E. Sam Coulson
    Sam Coulson is an English rock guitarist best known for joining the progressive rock band Asia in the 2010s.
  • 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_69c6995e912c81909a49a2657103f786 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c703358cf881909df8496d943d6de7 completed March 27, 2026, 10:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8b52adf6481908cb78e7cc7c4266d completed March 29, 2026, 5:14 a.m.
NEDg Description generation batch_69c8b5e091048190a105cb6743a6d69d completed March 29, 2026, 5:17 a.m.
NED2 Entity disambiguation (via description) batch_69c8b68f44148190b08882625db98f96 completed March 29, 2026, 5:20 a.m.
Created at: March 27, 2026, 4:06 p.m.