Triple

T9941551
Position Surface form Disambiguated ID Type / Status
Subject Peter Kornbluh E194093 entity
Predicate coAuthorWith P398 FINISHED
Object Malcolm Byrne
Malcolm Byrne is a historian and analyst known for his work on U.S. foreign policy and declassified government documents, often in collaboration with fellow researcher Peter Kornbluh.
E830680 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: Malcolm Byrne | Statement: [Peter Kornbluh, coAuthorWith, Malcolm Byrne]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Malcolm Byrne
Context triple: [Peter Kornbluh, coAuthorWith, Malcolm Byrne]
  • A. Malcolm Barbour
    Malcolm Barbour is a television producer best known for co-creating the long-running reality TV series "Cops."
  • B. Michael Byrne
    Michael Byrne is a British character actor known for his numerous film and television roles, often portraying military officers or authority figures.
  • C. Malcolm McConnell
    Malcolm McConnell is an American author and journalist best known for co-writing numerous military and war-related nonfiction books with prominent soldiers and veterans.
  • D. Malcolm Clarke
    Malcolm Clarke was a British composer and sound engineer best known for his pioneering electronic music work on the television series Doctor Who.
  • E. Ian Bryce
    Ian Bryce is a British film producer known for his work on major Hollywood blockbusters such as Saving Private Ryan and the Transformers series.
  • 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: Malcolm Byrne
Triple: [Peter Kornbluh, coAuthorWith, Malcolm Byrne]
Generated description
Malcolm Byrne is a historian and analyst known for his work on U.S. foreign policy and declassified government documents, often in collaboration with fellow researcher Peter Kornbluh.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Malcolm Byrne
Target entity description: Malcolm Byrne is a historian and analyst known for his work on U.S. foreign policy and declassified government documents, often in collaboration with fellow researcher Peter Kornbluh.
  • A. Malcolm Barbour
    Malcolm Barbour is a television producer best known for co-creating the long-running reality TV series "Cops."
  • B. Michael Byrne
    Michael Byrne is a British character actor known for his numerous film and television roles, often portraying military officers or authority figures.
  • C. Malcolm McConnell
    Malcolm McConnell is an American author and journalist best known for co-writing numerous military and war-related nonfiction books with prominent soldiers and veterans.
  • D. Malcolm Clarke
    Malcolm Clarke was a British composer and sound engineer best known for his pioneering electronic music work on the television series Doctor Who.
  • E. Ian Bryce
    Ian Bryce is a British film producer known for his work on major Hollywood blockbusters such as Saving Private Ryan and the Transformers series.
  • 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_69ca82e409348190a393777356b80a2a completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdb610905c81909d669265c92021a5 completed April 2, 2026, 12:19 a.m.
NED1 Entity disambiguation (via context triple) batch_69d22911a9ac81909caa2afb30e4860b completed April 5, 2026, 9:19 a.m.
NEDg Description generation batch_69d22ad44b748190a774a2b2f8d5fabf completed April 5, 2026, 9:26 a.m.
NED2 Entity disambiguation (via description) batch_69d22b37ce8481909a52a144605d44a4 completed April 5, 2026, 9:28 a.m.
Created at: March 30, 2026, 8:44 p.m.