Triple

T1165975
Position Surface form Disambiguated ID Type / Status
Subject Lori Lightfoot E24799 entity
Predicate spouse P13 FINISHED
Object Amy Eshleman
Amy Eshleman is an American former public librarian and education advocate best known as the wife of former Chicago mayor Lori Lightfoot.
 E263608 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: Amy Eshleman | Statement: [Lori Lightfoot, spouse, Amy Eshleman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Amy Eshleman
Context triple: [Lori Lightfoot, spouse, Amy Eshleman]
  • A. Caryn Elaine Johnson
    Caryn Elaine Johnson is the birth name of Whoopi Goldberg, the acclaimed American actress, comedian, and television host.
  • B. Ann Dusenberry
    Ann Dusenberry is an American actress best known for her role in the thriller sequel "Jaws 2" and for her work in film and television during the 1970s and 1980s.
  • C. Melissa Stark
    Melissa Stark is an American television sportscaster best known for her work as a sideline reporter on NFL broadcasts.
  • D. Aran Tharp
    Aran Tharp is an American experimental filmmaker and video artist known for his abstract, music-related visual works and collaborations with avant-garde musicians.
  • E. Lori Collins
    Lori Collins is a central character in the comedy film "Ted," known as John Bennett’s long-suffering girlfriend who pushes him to grow up and choose between her and his crude, living teddy bear best friend.
  • 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: Amy Eshleman
Triple: [Lori Lightfoot, spouse, Amy Eshleman]
Generated description
Amy Eshleman is an American former public librarian and education advocate best known as the wife of former Chicago mayor Lori Lightfoot.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Amy Eshleman
Target entity description: Amy Eshleman is an American former public librarian and education advocate best known as the wife of former Chicago mayor Lori Lightfoot.
  • A. Caryn Elaine Johnson
    Caryn Elaine Johnson is the birth name of Whoopi Goldberg, the acclaimed American actress, comedian, and television host.
  • B. Ann Dusenberry
    Ann Dusenberry is an American actress best known for her role in the thriller sequel "Jaws 2" and for her work in film and television during the 1970s and 1980s.
  • C. Melissa Stark
    Melissa Stark is an American television sportscaster best known for her work as a sideline reporter on NFL broadcasts.
  • D. Aran Tharp
    Aran Tharp is an American experimental filmmaker and video artist known for his abstract, music-related visual works and collaborations with avant-garde musicians.
  • E. Lori Collins
    Lori Collins is a central character in the comedy film "Ted," known as John Bennett’s long-suffering girlfriend who pushes him to grow up and choose between her and his crude, living teddy bear best friend.
  • 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_69a494082a7c819095004f423f294a64 completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bccc62a88190882d8801908015a4 completed March 1, 2026, 10:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69aeb39a387c8190b5c1f4876532e376 completed March 9, 2026, 11:48 a.m.
NEDg Description generation batch_69aeb540ae008190aa5cbfa1c81540cc completed March 9, 2026, 11:55 a.m.
NED2 Entity disambiguation (via description) batch_69aeb59d0e5c819080bf5b34946b68ac completed March 9, 2026, 11:57 a.m.
Created at: March 1, 2026, 7:45 p.m.