Triple

T5851400
Position Surface form Disambiguated ID Type / Status
Subject Bill Marshall E130038 entity
Predicate spouse P13 FINISHED
Object Sandi Marshall
Sandi Marshall is the wife of Bill Marshall.
 E550595 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: Sandi Marshall | Statement: [Bill Marshall, spouse, Sandi Marshall]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Sandi Marshall
Context triple: [Bill Marshall, spouse, Sandi Marshall]
  • A. Marta Heflin
    Marta Heflin was an American actress best known for her roles in several of Robert Altman’s ensemble films during the 1970s and 1980s.
  • B. Chan Marshall
    Chan Marshall, better known by her stage name Cat Power, is an American singer-songwriter and musician acclaimed for her emotionally raw vocals and minimalist, indie-rock and folk-influenced sound.
  • C. Bonnie McElveen-Hunter
    Bonnie McElveen-Hunter is an American businesswoman, philanthropist, and former U.S. ambassador who has held prominent leadership roles in major humanitarian and civic organizations.
  • D. Cynthia McKinney
    Cynthia McKinney is an American politician and former Democratic congresswoman from Georgia who became the Green Party’s presidential nominee in 2008.
  • E. Toni Estes
    Toni Estes is an American R&B singer and songwriter known for her work in the late 1990s and early 2000s, including collaborations with prominent artists and contributions to contemporary R&B tracks.
  • 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: Sandi Marshall
Triple: [Bill Marshall, spouse, Sandi Marshall]
Generated description
Sandi Marshall is the wife of Bill Marshall.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Sandi Marshall
Target entity description: Sandi Marshall is the wife of Bill Marshall.
  • A. Marta Heflin
    Marta Heflin was an American actress best known for her roles in several of Robert Altman’s ensemble films during the 1970s and 1980s.
  • B. Chan Marshall
    Chan Marshall, better known by her stage name Cat Power, is an American singer-songwriter and musician acclaimed for her emotionally raw vocals and minimalist, indie-rock and folk-influenced sound.
  • C. Bonnie McElveen-Hunter
    Bonnie McElveen-Hunter is an American businesswoman, philanthropist, and former U.S. ambassador who has held prominent leadership roles in major humanitarian and civic organizations.
  • D. Cynthia McKinney
    Cynthia McKinney is an American politician and former Democratic congresswoman from Georgia who became the Green Party’s presidential nominee in 2008.
  • E. Toni Estes
    Toni Estes is an American R&B singer and songwriter known for her work in the late 1990s and early 2000s, including collaborations with prominent artists and contributions to contemporary R&B tracks.
  • 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_69c0084de39081909eb34e6bed74215a completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c035176c8c81909e24d263e4feb664 completed March 22, 2026, 6:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a1b3c7d08190bada8ae35e7fa8eb completed March 23, 2026, 2:13 a.m.
NEDg Description generation batch_69c0a234f0dc819098a889bd5ee87722 completed March 23, 2026, 2:15 a.m.
NED2 Entity disambiguation (via description) batch_69c0a2b1df0c8190b63d5ca984439b0b completed March 23, 2026, 2:17 a.m.
Created at: March 22, 2026, 3:55 p.m.