Triple

T9825795
Position Surface form Disambiguated ID Type / Status
Subject Barrow Gang E238649 entity
Predicate member P10 FINISHED
Object Ralph Fults
Ralph Fults was an American outlaw and associate of the infamous Depression-era Barrow Gang, known for his involvement in robberies alongside figures like Bonnie Parker and Clyde Barrow.
E931951 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: Ralph Fults | Statement: [Barrow Gang, member, Ralph Fults]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ralph Fults
Context triple: [Barrow Gang, member, Ralph Fults]
  • A. Ralph Furley
    Ralph Furley is the flamboyantly dressed, bumbling landlord character from the sitcom "Three's Company," known for his exaggerated reactions and comic misunderstandings.
  • B. Ralph Miller
    Ralph Miller was a highly respected American college basketball coach best known for transforming Oregon State University into a national contender during his long tenure.
  • C. Fred Luddy
    Fred Luddy is an American entrepreneur and software executive best known as the founder of the cloud-based enterprise software company ServiceNow.
  • D. Ralph Meeker
    Ralph Meeker was an American actor best known for his tough-guy roles in film noir and drama during the 1950s and 1960s.
  • E. Wendell Fertig
    Wendell Fertig was a U.S. Army engineer officer who became a leading guerrilla commander in the Philippines during World War II, organizing resistance against Japanese occupation.
  • 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: Ralph Fults
Triple: [Barrow Gang, member, Ralph Fults]
Generated description
Ralph Fults was an American outlaw and associate of the infamous Depression-era Barrow Gang, known for his involvement in robberies alongside figures like Bonnie Parker and Clyde Barrow.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ralph Fults
Target entity description: Ralph Fults was an American outlaw and associate of the infamous Depression-era Barrow Gang, known for his involvement in robberies alongside figures like Bonnie Parker and Clyde Barrow.
  • A. Ralph Furley
    Ralph Furley is the flamboyantly dressed, bumbling landlord character from the sitcom "Three's Company," known for his exaggerated reactions and comic misunderstandings.
  • B. Ralph Miller
    Ralph Miller was a highly respected American college basketball coach best known for transforming Oregon State University into a national contender during his long tenure.
  • C. Fred Luddy
    Fred Luddy is an American entrepreneur and software executive best known as the founder of the cloud-based enterprise software company ServiceNow.
  • D. Ralph Meeker
    Ralph Meeker was an American actor best known for his tough-guy roles in film noir and drama during the 1950s and 1960s.
  • E. Wendell Fertig
    Wendell Fertig was a U.S. Army engineer officer who became a leading guerrilla commander in the Philippines during World War II, organizing resistance against Japanese occupation.
  • 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_69ca84e0dd1881909800765d1e21f735 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb32370e8819087c85fb8328587be completed April 2, 2026, 12:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69e6847ad9fc819085b0d6c886488c3b completed April 20, 2026, 7:54 p.m.
NEDg Description generation batch_69e68ce8d7988190a0dd3abe5f2afc97 completed April 20, 2026, 8:30 p.m.
NED2 Entity disambiguation (via description) batch_69e6b7a31b4081909b06bc9b6d0a1617 completed April 20, 2026, 11:32 p.m.
Created at: March 30, 2026, 8:31 p.m.