Triple

T18015929
Position Surface form Disambiguated ID Type / Status
Subject Pandas Developers E430997 entity
Predicate hasNotableMember P304 FINISHED
Object Wes McKinney
Wes McKinney is an American software developer and author best known as the original creator of the Python data analysis library pandas and a key figure in the open-source data science ecosystem.
E1300966 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: Wes McKinney | Statement: [Pandas Developers, hasNotableMember, Wes McKinney]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Wes McKinney
Context triple: [Pandas Developers, hasNotableMember, Wes McKinney]
  • A. Patrick Volkerding
    Patrick Volkerding is an American software engineer best known as the founder and long-time maintainer of the Slackware Linux distribution, one of the oldest surviving Linux distros.
  • B. Kody Groves
    Kody Groves is known as the brother of the late American singer-songwriter Cady Groves.
  • C. Andrew Tridgell
    Andrew Tridgell is an Australian computer programmer best known for creating the Samba software suite and contributing extensively to free and open-source software.
  • D. Robert Kern
    Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
  • E. Nick Mathewson
    Nick Mathewson is a computer scientist and software developer best known as a co-founder and core architect of the Tor anonymity network.
  • 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: Wes McKinney
Triple: [Pandas Developers, hasNotableMember, Wes McKinney]
Generated description
Wes McKinney is an American software developer and author best known as the original creator of the Python data analysis library pandas and a key figure in the open-source data science ecosystem.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Wes McKinney
Target entity description: Wes McKinney is an American software developer and author best known as the original creator of the Python data analysis library pandas and a key figure in the open-source data science ecosystem.
  • A. Patrick Volkerding
    Patrick Volkerding is an American software engineer best known as the founder and long-time maintainer of the Slackware Linux distribution, one of the oldest surviving Linux distros.
  • B. Kody Groves
    Kody Groves is known as the brother of the late American singer-songwriter Cady Groves.
  • C. Andrew Tridgell
    Andrew Tridgell is an Australian computer programmer best known for creating the Samba software suite and contributing extensively to free and open-source software.
  • D. Robert Kern
    Robert Kern was an American film editor active during Hollywood’s classic studio era, known for his work on numerous prominent MGM productions.
  • E. Nick Mathewson
    Nick Mathewson is a computer scientist and software developer best known as a co-founder and core architect of the Tor anonymity network.
  • 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.