Triple

T1535790
Position Surface form Disambiguated ID Type / Status
Subject Berry–Esseen theorem E32545 entity
Predicate namedAfter P63 FINISHED
Object Andrew C. Berry
Andrew C. Berry was a mathematician known for his contributions to probability theory, particularly in refining the central limit theorem through what became known as the Berry–Esseen theorem.
 E307160 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: Andrew C. Berry | Statement: [Berry–Esseen theorem, namedAfter, Andrew C. Berry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Andrew C. Berry
Context triple: [Berry–Esseen theorem, namedAfter, Andrew C. Berry]
  • A. Nicholas F. Brady
    Nicholas F. Brady is an American investment banker and former U.S. Secretary of the Treasury known for his role in developing the "Brady Plan" to address international debt crises.
  • B. David M. Satterfield
    David M. Satterfield is an American diplomat and former U.S. ambassador who has held several senior foreign policy roles, including directing Rice University's Baker Institute for Public Policy.
  • C. Gregory J. Hayes
    Gregory J. Hayes is an American business executive best known for leading major aerospace and defense companies, including serving as CEO of RTX (formerly Raytheon Technologies).
  • D. Andrew D. Martin
    Andrew D. Martin is an American political scientist and academic administrator who serves as the chancellor of Washington University in St. Louis.
  • E. Michael A. Elliott
    Michael A. Elliott is an American literary scholar and academic administrator who serves as the president of Amherst College.
  • 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: Andrew C. Berry
Triple: [Berry–Esseen theorem, namedAfter, Andrew C. Berry]
Generated description
Andrew C. Berry was a mathematician known for his contributions to probability theory, particularly in refining the central limit theorem through what became known as the Berry–Esseen theorem.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Andrew C. Berry
Target entity description: Andrew C. Berry was a mathematician known for his contributions to probability theory, particularly in refining the central limit theorem through what became known as the Berry–Esseen theorem.
  • A. Nicholas F. Brady
    Nicholas F. Brady is an American investment banker and former U.S. Secretary of the Treasury known for his role in developing the "Brady Plan" to address international debt crises.
  • B. David M. Satterfield
    David M. Satterfield is an American diplomat and former U.S. ambassador who has held several senior foreign policy roles, including directing Rice University's Baker Institute for Public Policy.
  • C. Gregory J. Hayes
    Gregory J. Hayes is an American business executive best known for leading major aerospace and defense companies, including serving as CEO of RTX (formerly Raytheon Technologies).
  • D. Andrew D. Martin
    Andrew D. Martin is an American political scientist and academic administrator who serves as the chancellor of Washington University in St. Louis.
  • E. Michael A. Elliott
    Michael A. Elliott is an American literary scholar and academic administrator who serves as the president of Amherst College.
  • 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_69a885ea86308190998f6bc14bb91f8e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a90829e60081909d3f9f79585e080e completed March 5, 2026, 4:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69b030e23ea081909737f5fd2d3c8dfb completed March 10, 2026, 2:55 p.m.
NEDg Description generation batch_69b03223d4cc8190b8755099ea771fd6 completed March 10, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_69b03437b4d081908c02c01a4dd665b1 completed March 10, 2026, 3:09 p.m.
Created at: March 4, 2026, 7:26 p.m.