Triple

T6355378
Position Surface form Disambiguated ID Type / Status
Subject DevTech Research Group E142976 entity
Predicate foundedBy P104 FINISHED
Object Marina Umaschi Bers
Marina Umaschi Bers is a professor and researcher known for her pioneering work in early childhood computer science education and the development of child-friendly programming tools like ScratchJr and KIBO.
E587235 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: Marina Umaschi Bers | Statement: [DevTech Research Group, foundedBy, Marina Umaschi Bers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marina Umaschi Bers
Context triple: [DevTech Research Group, foundedBy, Marina Umaschi Bers]
  • A. Milena Canonero
    Milena Canonero is an acclaimed Italian costume designer renowned for her lavish, historically inspired work on numerous major films and multiple Academy Award–winning productions.
  • B. Sofía Balbi
    Sofía Balbi is a Uruguayan woman best known as the longtime wife of footballer Luis Suárez, often noted for her influence on his personal and professional life.
  • C. Ylenia Carrisi
    Ylenia Carrisi is the missing daughter of Italian singer and actor Al Bano and American actress Romina Power, whose mysterious disappearance in 1994 drew widespread media attention.
  • D. Elisa Pugliese
    Elisa Pugliese is an American film and television producer, director, and former actress known for her work behind the camera and her marriage to comedian Keegan-Michael Key.
  • E. Cecilia Frugiuele
    Cecilia Frugiuele is a screenwriter best known for co-writing the acclaimed coming-of-age film "The Miseducation of Cameron Post."
  • 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: Marina Umaschi Bers
Triple: [DevTech Research Group, foundedBy, Marina Umaschi Bers]
Generated description
Marina Umaschi Bers is a professor and researcher known for her pioneering work in early childhood computer science education and the development of child-friendly programming tools like ScratchJr and KIBO.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marina Umaschi Bers
Target entity description: Marina Umaschi Bers is a professor and researcher known for her pioneering work in early childhood computer science education and the development of child-friendly programming tools like ScratchJr and KIBO.
  • A. Milena Canonero
    Milena Canonero is an acclaimed Italian costume designer renowned for her lavish, historically inspired work on numerous major films and multiple Academy Award–winning productions.
  • B. Sofía Balbi
    Sofía Balbi is a Uruguayan woman best known as the longtime wife of footballer Luis Suárez, often noted for her influence on his personal and professional life.
  • C. Ylenia Carrisi
    Ylenia Carrisi is the missing daughter of Italian singer and actor Al Bano and American actress Romina Power, whose mysterious disappearance in 1994 drew widespread media attention.
  • D. Elisa Pugliese
    Elisa Pugliese is an American film and television producer, director, and former actress known for her work behind the camera and her marriage to comedian Keegan-Michael Key.
  • E. Cecilia Frugiuele
    Cecilia Frugiuele is a screenwriter best known for co-writing the acclaimed coming-of-age film "The Miseducation of Cameron Post."
  • 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_69c008d6dcbc8190aa1c2f1fd8916b42 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c067e22c00819089bc68efb85bc2c8 completed March 22, 2026, 10:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6045e03e88190a8607e5d73c812bc completed March 27, 2026, 4:15 a.m.
NEDg Description generation batch_69c6057466ec8190afe96107862bb40a completed March 27, 2026, 4:20 a.m.
NED2 Entity disambiguation (via description) batch_69c6060a113881909b424d0c47c2107e completed March 27, 2026, 4:22 a.m.
Created at: March 22, 2026, 4:31 p.m.