Triple

T749903
Position Surface form Disambiguated ID Type / Status
Subject University of Pennsylvania E15422 entity
Predicate hasNotableFaculty P141 FINISHED
Object Martin Seligman
Martin Seligman is an American psychologist best known as a founder of positive psychology and for his work on learned helplessness and well-being.
E89023 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: Martin Seligman | Statement: [University of Pennsylvania, hasNotableFaculty, Martin Seligman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Martin Seligman
Context triple: [University of Pennsylvania, hasNotableFaculty, Martin Seligman]
  • A. Luke Nosek
    Luke Nosek is a Polish-American entrepreneur and venture capitalist best known as one of the co-founders of PayPal and a member of the original "PayPal Mafia."
  • B. Maurice Milgram
    Maurice Milgram was a French computer scientist and academic known for his contributions to pattern recognition and for supervising Yann LeCun’s doctoral research.
  • C. Urie McCleary
    Urie McCleary was an American art director and production designer known for his work on numerous Hollywood films in the mid-20th century.
  • D. Abraham Maslow
    Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
  • E. Eleanor Jess Atwood Gibson
    Eleanor Jess Atwood Gibson is the daughter of Canadian author Margaret Atwood and her partner, novelist Graeme Gibson.
  • 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: Martin Seligman
Triple: [University of Pennsylvania, hasNotableFaculty, Martin Seligman]
Generated description
Martin Seligman is an American psychologist best known as a founder of positive psychology and for his work on learned helplessness and well-being.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Martin Seligman
Target entity description: Martin Seligman is an American psychologist best known as a founder of positive psychology and for his work on learned helplessness and well-being.
  • A. Luke Nosek
    Luke Nosek is a Polish-American entrepreneur and venture capitalist best known as one of the co-founders of PayPal and a member of the original "PayPal Mafia."
  • B. Maurice Milgram
    Maurice Milgram was a French computer scientist and academic known for his contributions to pattern recognition and for supervising Yann LeCun’s doctoral research.
  • C. Urie McCleary
    Urie McCleary was an American art director and production designer known for his work on numerous Hollywood films in the mid-20th century.
  • D. Abraham Maslow
    Abraham Maslow was an American psychologist best known for developing the hierarchy of needs theory, which emphasizes human motivation and self-actualization.
  • E. Eleanor Jess Atwood Gibson
    Eleanor Jess Atwood Gibson is the daughter of Canadian author Margaret Atwood and her partner, novelist Graeme Gibson.
  • 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_69a493599a0081908da65f3407af1ef2 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a6304e0c8190827fb57c5cac2da9 completed March 1, 2026, 8:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69a654e8d80481908505896fb6ead36b completed March 3, 2026, 3:26 a.m.
NEDg Description generation batch_69a655c79044819098e36081b754c9be completed March 3, 2026, 3:30 a.m.
NED2 Entity disambiguation (via description) batch_69a65638cd5881908b421d9d8a90291b completed March 3, 2026, 3:32 a.m.
Created at: March 1, 2026, 7:37 p.m.