Triple

T1510956
Position Surface form Disambiguated ID Type / Status
Subject Hal Abelson E32009 entity
Predicate coAuthorWith P398 FINISHED
Object Ken Ledeen
Ken Ledeen is a technology entrepreneur and author best known for co-writing influential works on digital technology and its societal impact.
E181871 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: Ken Ledeen | Statement: [Hal Abelson, coAuthorWith, Ken Ledeen]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ken Ledeen
Context triple: [Hal Abelson, coAuthorWith, Ken Ledeen]
  • A. Philip M. Kaiser
    Philip M. Kaiser was an American diplomat and public servant who held several key ambassadorial posts during the Cold War era.
  • B. Paul G. Hoffman
    Paul G. Hoffman was an American automobile executive and public administrator best known for leading post–World War II European recovery efforts and later serving in prominent roles at the United Nations.
  • C. Robert A. Miller
    Robert A. Miller is the son of renowned American playwright Arthur Miller and has worked as a film and theater director and producer.
  • D. Thomas J. Biersteker
    Thomas J. Biersteker is an American political scientist and international relations scholar known for his work on global governance, sanctions, and international security.
  • E. William K. Reilly
    William K. Reilly is an American environmental leader and former Administrator of the U.S. Environmental Protection Agency known for his influential role in advancing environmental policy and conservation.
  • 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: Ken Ledeen
Triple: [Hal Abelson, coAuthorWith, Ken Ledeen]
Generated description
Ken Ledeen is a technology entrepreneur and author best known for co-writing influential works on digital technology and its societal impact.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ken Ledeen
Target entity description: Ken Ledeen is a technology entrepreneur and author best known for co-writing influential works on digital technology and its societal impact.
  • A. Philip M. Kaiser
    Philip M. Kaiser was an American diplomat and public servant who held several key ambassadorial posts during the Cold War era.
  • B. Paul G. Hoffman
    Paul G. Hoffman was an American automobile executive and public administrator best known for leading post–World War II European recovery efforts and later serving in prominent roles at the United Nations.
  • C. Robert A. Miller
    Robert A. Miller is the son of renowned American playwright Arthur Miller and has worked as a film and theater director and producer.
  • D. Thomas J. Biersteker
    Thomas J. Biersteker is an American political scientist and international relations scholar known for his work on global governance, sanctions, and international security.
  • E. William K. Reilly
    William K. Reilly is an American environmental leader and former Administrator of the U.S. Environmental Protection Agency known for his influential role in advancing environmental policy and conservation.
  • 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_69a885e8caf88190a5fbb6159ce87786 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a907d4edd48190a03c85e1a0cc02b1 completed March 5, 2026, 4:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad51a8b8b88190a320071964846518 completed March 8, 2026, 10:38 a.m.
NEDg Description generation batch_69ad520cd00c8190b463ba681826c839 completed March 8, 2026, 10:40 a.m.
NED2 Entity disambiguation (via description) batch_69ad523cc848819089d5fdde3643a293 completed March 8, 2026, 10:41 a.m.
Created at: March 4, 2026, 7:26 p.m.