Triple

T6376250
Position Surface form Disambiguated ID Type / Status
Subject Lars Ahlfors E143471 entity
Predicate notableStudent P4838 FINISHED
Object Lipman Bers
Lipman Bers was a prominent mathematician known for his influential work in complex analysis and Teichmüller theory.
E595886 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: Lipman Bers | Statement: [Lars Ahlfors, notableStudent, Lipman Bers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lipman Bers
Context triple: [Lars Ahlfors, notableStudent, Lipman Bers]
  • A. Peretz Bernstein
    Peretz Bernstein was a Zionist activist and Israeli politician who served as a signatory of Israel’s Declaration of Independence and later as a government minister.
  • B. Meir Smorodinsky
    Meir Smorodinsky is an Israeli mathematician and game theorist known for co-developing the Kalai–Smorodinsky bargaining solution in cooperative game theory.
  • C. Hertz Grosbard
    Hertz Grosbard was a notable individual associated with the name Hertz, though detailed public information about his life and achievements is limited.
  • D. Louis Bernstein
    Louis Bernstein is the birth name of Leonard Bernstein, the renowned American composer, conductor, and pianist.
  • E. Benjamin Rapoport
    Benjamin Rapoport is a neurosurgeon and entrepreneur best known as one of the co-founders of the brain–computer interface company Neuralink.
  • 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: Lipman Bers
Triple: [Lars Ahlfors, notableStudent, Lipman Bers]
Generated description
Lipman Bers was a prominent mathematician known for his influential work in complex analysis and Teichmüller theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lipman Bers
Target entity description: Lipman Bers was a prominent mathematician known for his influential work in complex analysis and Teichmüller theory.
  • A. Peretz Bernstein
    Peretz Bernstein was a Zionist activist and Israeli politician who served as a signatory of Israel’s Declaration of Independence and later as a government minister.
  • B. Meir Smorodinsky
    Meir Smorodinsky is an Israeli mathematician and game theorist known for co-developing the Kalai–Smorodinsky bargaining solution in cooperative game theory.
  • C. Hertz Grosbard
    Hertz Grosbard was a notable individual associated with the name Hertz, though detailed public information about his life and achievements is limited.
  • D. Louis Bernstein
    Louis Bernstein is the birth name of Leonard Bernstein, the renowned American composer, conductor, and pianist.
  • E. Benjamin Rapoport
    Benjamin Rapoport is a neurosurgeon and entrepreneur best known as one of the co-founders of the brain–computer interface company Neuralink.
  • 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_69c008d9f4348190ab598a2913259a1c completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0683bfc7081908b15c3c9a3c72e7b completed March 22, 2026, 10:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69c65383e7148190817bd25840212cc6 completed March 27, 2026, 9:53 a.m.
NEDg Description generation batch_69c6543c438881908734cceba77e779c completed March 27, 2026, 9:56 a.m.
NED2 Entity disambiguation (via description) batch_69c654d0c2948190a4d586071133d759 completed March 27, 2026, 9:58 a.m.
Created at: March 22, 2026, 4:33 p.m.