Triple

T7112235
Position Surface form Disambiguated ID Type / Status
Subject Matthew Shepard E165732 entity
Predicate hasMother P1909 FINISHED
Object Judy Shepard
Judy Shepard is an American LGBTQ+ rights activist and co-founder of the Matthew Shepard Foundation, established in memory of her son Matthew Shepard after his 1998 hate-crime murder.
E641693 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: Judy Shepard | Statement: [Matthew Shepard, hasMother, Judy Shepard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Judy Shepard
Context triple: [Matthew Shepard, hasMother, Judy Shepard]
  • A. JoAnn Mueller
    JoAnn Mueller is best known as the former wife of longtime Los Angeles Lakers owner Jerry Buss.
  • B. Sharon Weston Broome
    Sharon Weston Broome is an American politician who serves as the mayor-president of Baton Rouge and is known as the first African American woman to hold this position.
  • C. Patricia Haines
    Patricia Haines was a British actress known for her television and film roles in the 1950s and 1960s.
  • D. Martha Raddatz
    Martha Raddatz is an American journalist and television news anchor best known as ABC News’ chief global affairs correspondent and a prominent moderator of U.S. political debates.
  • E. Marian Shields Robinson
    Marian Shields Robinson is the mother of former First Lady Michelle Obama and grandmother of Malia and Sasha Obama, known for living in the White House during Barack Obama’s presidency to help care for her granddaughters.
  • 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: Judy Shepard
Triple: [Matthew Shepard, hasMother, Judy Shepard]
Generated description
Judy Shepard is an American LGBTQ+ rights activist and co-founder of the Matthew Shepard Foundation, established in memory of her son Matthew Shepard after his 1998 hate-crime murder.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Judy Shepard
Target entity description: Judy Shepard is an American LGBTQ+ rights activist and co-founder of the Matthew Shepard Foundation, established in memory of her son Matthew Shepard after his 1998 hate-crime murder.
  • A. JoAnn Mueller
    JoAnn Mueller is best known as the former wife of longtime Los Angeles Lakers owner Jerry Buss.
  • B. Sharon Weston Broome
    Sharon Weston Broome is an American politician who serves as the mayor-president of Baton Rouge and is known as the first African American woman to hold this position.
  • C. Patricia Haines
    Patricia Haines was a British actress known for her television and film roles in the 1950s and 1960s.
  • D. Martha Raddatz
    Martha Raddatz is an American journalist and television news anchor best known as ABC News’ chief global affairs correspondent and a prominent moderator of U.S. political debates.
  • E. Marian Shields Robinson
    Marian Shields Robinson is the mother of former First Lady Michelle Obama and grandmother of Malia and Sasha Obama, known for living in the White House during Barack Obama’s presidency to help care for her granddaughters.
  • 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_69c6888120f081908f8f01b201dc4a4c completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e5edf89c8190a069b35ff7768165 completed March 27, 2026, 8:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c79cbc35d48190974e207eb98dcbe3 completed March 28, 2026, 9:17 a.m.
NEDg Description generation batch_69c79d31a9e8819096e6a3040b1852a9 completed March 28, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_69c79dc7d7d8819097e423ef70b03040 completed March 28, 2026, 9:22 a.m.
Created at: March 27, 2026, 2:43 p.m.