Triple

T14766135
Position Surface form Disambiguated ID Type / Status
Subject Necessary Roughness E347000 entity
Predicate mainCharacter P1183 FINISHED
Object Dr. Dani Santino
Dr. Dani Santino is the tough, no-nonsense sports psychologist and single mother who serves as the central protagonist of the TV series "Necessary Roughness."
E1119079 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: Dr. Dani Santino | Statement: [Necessary Roughness, mainCharacter, Dr. Dani Santino]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dr. Dani Santino
Context triple: [Necessary Roughness, mainCharacter, Dr. Dani Santino]
  • A. Carol Androccio
    Carol Androccio is best known as the wife of influential American conceptual and minimalist artist Sol LeWitt.
  • B. Mel Dinelli
    Mel Dinelli was an American playwright and screenwriter best known for his work in film noir and suspense films during the mid-20th century.
  • C. Loren Molinare
    Loren Molinare is an American rock guitarist best known as a founding member of the Detroit hard rock band Little Caesar.
  • D. Jo Lupo
    Jo Lupo is a tough, highly skilled former U.S. Army Ranger who serves as the no-nonsense deputy sheriff in the quirky, science-driven town of Eureka on the TV series "Eureka."
  • E. Diane Gaeta
    Diane Gaeta is an American actress and artist known for her work in film and television as well as her marriage to actor Logan Marshall-Green.
  • 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: Dr. Dani Santino
Triple: [Necessary Roughness, mainCharacter, Dr. Dani Santino]
Generated description
Dr. Dani Santino is the tough, no-nonsense sports psychologist and single mother who serves as the central protagonist of the TV series "Necessary Roughness."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dr. Dani Santino
Target entity description: Dr. Dani Santino is the tough, no-nonsense sports psychologist and single mother who serves as the central protagonist of the TV series "Necessary Roughness."
  • A. Carol Androccio
    Carol Androccio is best known as the wife of influential American conceptual and minimalist artist Sol LeWitt.
  • B. Mel Dinelli
    Mel Dinelli was an American playwright and screenwriter best known for his work in film noir and suspense films during the mid-20th century.
  • C. Loren Molinare
    Loren Molinare is an American rock guitarist best known as a founding member of the Detroit hard rock band Little Caesar.
  • D. Jo Lupo
    Jo Lupo is a tough, highly skilled former U.S. Army Ranger who serves as the no-nonsense deputy sheriff in the quirky, science-driven town of Eureka on the TV series "Eureka."
  • E. Diane Gaeta
    Diane Gaeta is an American actress and artist known for her work in film and television as well as her marriage to actor Logan Marshall-Green.
  • 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_69d822e8896c819091169882f9b20486 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69dec7f576c881909da70627f5897c94 completed April 14, 2026, 11:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe0cf68d94819093567bc630f67b60 completed May 8, 2026, 4:19 p.m.
NEDg Description generation batch_69fe1b0056988190b14560470428d895 completed May 8, 2026, 5:18 p.m.
NED2 Entity disambiguation (via description) batch_69fe1b97e8148190b23a555b9f2c7f1f completed May 8, 2026, 5:21 p.m.
Created at: April 10, 2026, 1:30 a.m.