Triple

T18015930
Position Surface form Disambiguated ID Type / Status
Subject Pandas Developers E430997 entity
Predicate hasNotableMember P304 FINISHED
Object Jeff Reback
Jeff Reback is a core developer and maintainer of the pandas Python data analysis library, known for his significant contributions to its development and ecosystem.
E1300967 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: Jeff Reback | Statement: [Pandas Developers, hasNotableMember, Jeff Reback]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jeff Reback
Context triple: [Pandas Developers, hasNotableMember, Jeff Reback]
  • A. Eric Crozier
    Eric Crozier was a British theatrical director, producer, and writer best known for his close collaboration with composer Benjamin Britten on several operas.
  • B. Mark Shand
    Mark Shand was a British travel writer, conservationist, and adventurer best known for his work protecting Asian elephants and for being the brother of Queen Camilla.
  • C. Andy Garvey
    Andy Garvey is a fictional character from the television series "Little House on the Prairie," known as the son of Jonathan and Alice Garvey and a friend of the Ingalls children.
  • D. Paul Reeves
    Paul Reeves was a prominent New Zealand Anglican bishop, statesman, and the country’s first Māori Governor-General.
  • E. Andrew Pawley
    Andrew Pawley was a prominent linguist known for his influential work on Oceanic and Papuan languages, including the Northwest Solomonic group.
  • 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: Jeff Reback
Triple: [Pandas Developers, hasNotableMember, Jeff Reback]
Generated description
Jeff Reback is a core developer and maintainer of the pandas Python data analysis library, known for his significant contributions to its development and ecosystem.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jeff Reback
Target entity description: Jeff Reback is a core developer and maintainer of the pandas Python data analysis library, known for his significant contributions to its development and ecosystem.
  • A. Eric Crozier
    Eric Crozier was a British theatrical director, producer, and writer best known for his close collaboration with composer Benjamin Britten on several operas.
  • B. Mark Shand
    Mark Shand was a British travel writer, conservationist, and adventurer best known for his work protecting Asian elephants and for being the brother of Queen Camilla.
  • C. Andy Garvey
    Andy Garvey is a fictional character from the television series "Little House on the Prairie," known as the son of Jonathan and Alice Garvey and a friend of the Ingalls children.
  • D. Paul Reeves
    Paul Reeves was a prominent New Zealand Anglican bishop, statesman, and the country’s first Māori Governor-General.
  • E. Andrew Pawley
    Andrew Pawley was a prominent linguist known for his influential work on Oceanic and Papuan languages, including the Northwest Solomonic group.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b523f588819097389e067dda7f23 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034324daec8190a9bbec1ad80c70f9 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a0343dc91688190ae8e2f051cefef85 completed May 12, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0344b6f4e081908ff2fbc7bfa4c4e1 completed May 12, 2026, 3:18 p.m.
Created at: April 10, 2026, 10:24 a.m.