Triple

T6834295
Position Surface form Disambiguated ID Type / Status
Subject Lai-Sang Young E157410 entity
Predicate notableStudent P4838 FINISHED
Object Mark F. Demers
Mark F. Demers is a mathematician known for his work in dynamical systems and ergodic theory, particularly in the study of chaotic billiards and related statistical properties.
E621131 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: Mark F. Demers | Statement: [Lai-Sang Young, notableStudent, Mark F. Demers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mark F. Demers
Context triple: [Lai-Sang Young, notableStudent, Mark F. Demers]
  • A. Robert Demers
    Robert Demers is a personal name shared by multiple individuals, most commonly associated with professionals in fields such as law, politics, and academia in North America.
  • B. Paul Demers
    Paul Demers was a Franco-Ontarian singer-songwriter best known for co-writing and performing the anthem "Notre place," a symbol of French-language rights in Ontario.
  • C. David T. Botterell
    David T. Botterell was a prominent Canadian neurosurgeon and academic leader whose contributions to medicine and medical education led to a major university building being named in his honor.
  • D. Thomas Siebel
    Thomas Siebel is an American technology entrepreneur best known as the founder of Siebel Systems and later the cloud computing company C3.ai.
  • E. Doug Herzog
    Doug Herzog is an American television executive and producer known for his influential role in shaping modern comedy programming at networks like MTV and Comedy Central.
  • 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: Mark F. Demers
Triple: [Lai-Sang Young, notableStudent, Mark F. Demers]
Generated description
Mark F. Demers is a mathematician known for his work in dynamical systems and ergodic theory, particularly in the study of chaotic billiards and related statistical properties.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mark F. Demers
Target entity description: Mark F. Demers is a mathematician known for his work in dynamical systems and ergodic theory, particularly in the study of chaotic billiards and related statistical properties.
  • A. Robert Demers
    Robert Demers is a personal name shared by multiple individuals, most commonly associated with professionals in fields such as law, politics, and academia in North America.
  • B. Paul Demers
    Paul Demers was a Franco-Ontarian singer-songwriter best known for co-writing and performing the anthem "Notre place," a symbol of French-language rights in Ontario.
  • C. David T. Botterell
    David T. Botterell was a prominent Canadian neurosurgeon and academic leader whose contributions to medicine and medical education led to a major university building being named in his honor.
  • D. Thomas Siebel
    Thomas Siebel is an American technology entrepreneur best known as the founder of Siebel Systems and later the cloud computing company C3.ai.
  • E. Doug Herzog
    Doug Herzog is an American television executive and producer known for his influential role in shaping modern comedy programming at networks like MTV and Comedy Central.
  • 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_69c6882c53608190b99aebef079b23bd completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d67936288190829fedc3729aadd8 completed March 27, 2026, 7:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c723fd50c88190af005fd58ca0aee6 completed March 28, 2026, 12:42 a.m.
NEDg Description generation batch_69c7247806808190ac60c134cec612c8 completed March 28, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_69c7253b94f081909e7cee870a12af6b completed March 28, 2026, 12:47 a.m.
Created at: March 27, 2026, 2:18 p.m.