Triple

T7062552
Position Surface form Disambiguated ID Type / Status
Subject Chris Brancato E164252 entity
Predicate spouse P13 FINISHED
Object Carla Santos Shamberg
Carla Santos Shamberg is an American film producer known for her work on socially conscious and character-driven movies such as "Erin Brockovich."
 E638980 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: Carla Santos Shamberg | Statement: [Chris Brancato, spouse, Carla Santos Shamberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Carla Santos Shamberg
Context triple: [Chris Brancato, spouse, Carla Santos Shamberg]
  • A. Tyra Ferrell
    Tyra Ferrell is an American actress known for her roles in films such as "Boyz n the Hood," "White Men Can't Jump," and "Poetic Justice," as well as various television series.
  • B. Marilu Henner
    Marilu Henner is an American actress and author best known for her role as Elaine Nardo on the TV sitcom "Taxi" and for her appearances in numerous film and television projects.
  • C. P. J. Soles
    P. J. Soles is an American actress best known for her roles in classic late-1970s and early-1980s films such as "Carrie," "Halloween," and various comedies.
  • D. Kirstie Alley
    Kirstie Alley was an American actress best known for her Emmy-winning role as Rebecca Howe on the hit sitcom "Cheers" and for her work in films like "Look Who's Talking."
  • E. Bebe Neuwirth
    Bebe Neuwirth is an American actress, singer, and dancer best known for her Tony-winning Broadway work and her Emmy-winning role as Dr. Lilith Sternin on the television series "Cheers" and "Frasier."
  • 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: Carla Santos Shamberg
Triple: [Chris Brancato, spouse, Carla Santos Shamberg]
Generated description
Carla Santos Shamberg is an American film producer known for her work on socially conscious and character-driven movies such as "Erin Brockovich."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Carla Santos Shamberg
Target entity description: Carla Santos Shamberg is an American film producer known for her work on socially conscious and character-driven movies such as "Erin Brockovich."
  • A. Tyra Ferrell
    Tyra Ferrell is an American actress known for her roles in films such as "Boyz n the Hood," "White Men Can't Jump," and "Poetic Justice," as well as various television series.
  • B. Marilu Henner
    Marilu Henner is an American actress and author best known for her role as Elaine Nardo on the TV sitcom "Taxi" and for her appearances in numerous film and television projects.
  • C. P. J. Soles
    P. J. Soles is an American actress best known for her roles in classic late-1970s and early-1980s films such as "Carrie," "Halloween," and various comedies.
  • D. Kirstie Alley
    Kirstie Alley was an American actress best known for her Emmy-winning role as Rebecca Howe on the hit sitcom "Cheers" and for her work in films like "Look Who's Talking."
  • E. Bebe Neuwirth
    Bebe Neuwirth is an American actress, singer, and dancer best known for her Tony-winning Broadway work and her Emmy-winning role as Dr. Lilith Sternin on the television series "Cheers" and "Frasier."
  • 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_69c688796c148190adb2f1596f595f22 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e45cf7488190a7ff15665e283c37 completed March 27, 2026, 8:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c788b4b6788190aa4e74b9e7eb7eaa completed March 28, 2026, 7:52 a.m.
NEDg Description generation batch_69c7893f85588190b1ed983f00ea2532 completed March 28, 2026, 7:54 a.m.
NED2 Entity disambiguation (via description) batch_69c78b0fe83481909cad77ce740b81d5 completed March 28, 2026, 8:02 a.m.
Created at: March 27, 2026, 2:38 p.m.