Triple

T9207208
Position Surface form Disambiguated ID Type / Status
Subject Jeff Bingham E221012 entity
Predicate spouse P13 FINISHED
Object Audrey Bingham
Audrey Bingham is a main character on the sitcom "Rules of Engagement," known as Jeff Bingham’s intelligent, idealistic, and often more socially conscious wife.
 E804669 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: Audrey Bingham | Statement: [Jeff Bingham, spouse, Audrey Bingham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Audrey Bingham
Context triple: [Jeff Bingham, spouse, Audrey Bingham]
  • A. Audrey Williams
    Audrey Williams was an American country music singer and businesswoman best known as the first wife and manager of legendary country star Hank Williams.
  • B. Audrey Dalton
    Audrey Dalton is an Irish-born actress best known for her roles in 1950s Hollywood films and television, including a prominent part in the 1953 drama "Titanic."
  • C. Audrey Callaghan
    Audrey Callaghan was a British charity worker and public figure, known for her extensive work in children's welfare and for being the wife of UK Prime Minister James Callaghan.
  • D. Audrey Jones
    Audrey Jones is the namesake of Jones AT&T Stadium, recognized for her significant contributions to Texas Tech University and its athletic programs.
  • E. Audrey Stockton
    Audrey Stockton is the comedic, everywoman protagonist of the action-spy film "The Spy Who Dumped Me," who is thrust into international espionage after discovering her ex-boyfriend is a secret agent.
  • 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: Audrey Bingham
Triple: [Jeff Bingham, spouse, Audrey Bingham]
Generated description
Audrey Bingham is a main character on the sitcom "Rules of Engagement," known as Jeff Bingham’s intelligent, idealistic, and often more socially conscious wife.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Audrey Bingham
Target entity description: Audrey Bingham is a main character on the sitcom "Rules of Engagement," known as Jeff Bingham’s intelligent, idealistic, and often more socially conscious wife.
  • A. Audrey Williams
    Audrey Williams was an American country music singer and businesswoman best known as the first wife and manager of legendary country star Hank Williams.
  • B. Audrey Dalton
    Audrey Dalton is an Irish-born actress best known for her roles in 1950s Hollywood films and television, including a prominent part in the 1953 drama "Titanic."
  • C. Audrey Callaghan
    Audrey Callaghan was a British charity worker and public figure, known for her extensive work in children's welfare and for being the wife of UK Prime Minister James Callaghan.
  • D. Audrey Jones
    Audrey Jones is the namesake of Jones AT&T Stadium, recognized for her significant contributions to Texas Tech University and its athletic programs.
  • E. Audrey Stockton
    Audrey Stockton is the comedic, everywoman protagonist of the action-spy film "The Spy Who Dumped Me," who is thrust into international espionage after discovering her ex-boyfriend is a secret agent.
  • 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_69ca83e9d0e081908bdb71097201a06c completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccd9b0b6788190908bee67a0c5d48f completed April 1, 2026, 8:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69d14bc281688190b65b8224b70f08d7 completed April 4, 2026, 5:34 p.m.
NEDg Description generation batch_69d14ca535588190aa2ff77f0658226b completed April 4, 2026, 5:38 p.m.
NED2 Entity disambiguation (via description) batch_69d14d29d32c8190a8615b3450492abc completed April 4, 2026, 5:40 p.m.
Created at: March 30, 2026, 7:26 p.m.