Triple

T20814407
Position Surface form Disambiguated ID Type / Status
Subject Love Unlimited E512397 entity
Predicate member P10 FINISHED
Object Linda James
Linda James is an American singer best known as one of the vocalists in Barry White’s female soul trio Love Unlimited.
E1451472 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: Linda James | Statement: [Love Unlimited, member, Linda James]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Linda James
Context triple: [Love Unlimited, member, Linda James]
  • 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. Kim Lankford
    Kim Lankford is an American actress best known for her role as Ginger Ward on the prime-time soap opera "Knots Landing."
  • C. Ken Loeffler
    Ken Loeffler was an American basketball coach best known for leading La Salle University to national prominence in the 1950s and for his successful stints in both college and professional basketball.
  • D. Connie Tillis
    Connie Tillis is a daughter of the late American country music singer and songwriter Mel Tillis.
  • E. Cynthia Pepper
    Cynthia Pepper is an American actress best known for her film and television work in the early 1960s, including a prominent role opposite Elvis Presley.
  • 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: Linda James
Triple: [Love Unlimited, member, Linda James]
Generated description
Linda James is an American singer best known as one of the vocalists in Barry White’s female soul trio Love Unlimited.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Linda James
Target entity description: Linda James is an American singer best known as one of the vocalists in Barry White’s female soul trio Love Unlimited.
  • 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. Kim Lankford
    Kim Lankford is an American actress best known for her role as Ginger Ward on the prime-time soap opera "Knots Landing."
  • C. Ken Loeffler
    Ken Loeffler was an American basketball coach best known for leading La Salle University to national prominence in the 1950s and for his successful stints in both college and professional basketball.
  • D. Connie Tillis
    Connie Tillis is a daughter of the late American country music singer and songwriter Mel Tillis.
  • E. Cynthia Pepper
    Cynthia Pepper is an American actress best known for her film and television work in the early 1960s, including a prominent role opposite Elvis Presley.
  • 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_69e0b4cd25088190b48ca9700cd24efc completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c2d4e43c8190aecce82a3f7e2de0 completed April 21, 2026, 12:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08f8cdb5d08190a8925efe00fef10e completed May 16, 2026, 11:07 p.m.
NEDg Description generation batch_6a08f9f7aff481908283ffe92d95646d completed May 16, 2026, 11:12 p.m.
NED2 Entity disambiguation (via description) batch_6a08faa15c488190b7a3ed000c093be7 completed May 16, 2026, 11:15 p.m.
Created at: April 16, 2026, 12:41 p.m.