Triple

T2374946
Position Surface form Disambiguated ID Type / Status
Subject Pei Cobb Freed & Partners E46174 entity
Predicate hasKeyPerson P256 FINISHED
Object Michael D. Flynn
Michael D. Flynn is a prominent architect and key leader at the international architecture firm Pei Cobb Freed & Partners.
 E259488 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: Michael D. Flynn | Statement: [Pei Cobb Freed & Partners, hasKeyPerson, Michael D. Flynn]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Michael D. Flynn
Context triple: [Pei Cobb Freed & Partners, hasKeyPerson, Michael D. Flynn]
  • A. Mark Meadows
    Mark Meadows is an American politician and former U.S. Representative who served as a close ally of Donald Trump and played a key role in his administration and post-election efforts.
  • B. Stephen Miller
    Stephen Miller was an American politician and military officer who served as the fourth governor of Minnesota and played a key role in the U.S. response to the Dakota War of 1862.
  • C. Don McGahn
    Don McGahn is an American lawyer who served as White House Counsel to President Donald Trump and played a key role in shaping the administration’s judicial appointments and legal strategy.
  • D. David Petraeus
    David Petraeus is a retired four-star U.S. Army general and former CIA Director best known for leading coalition forces during the Iraq War and shaping modern counterinsurgency strategy.
  • E. Tucker Quayle
    Tucker Quayle is the son of former U.S. Vice President Dan Quayle and a member of the prominent Quayle political family.
  • 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: Michael D. Flynn
Triple: [Pei Cobb Freed & Partners, hasKeyPerson, Michael D. Flynn]
Generated description
Michael D. Flynn is a prominent architect and key leader at the international architecture firm Pei Cobb Freed & Partners.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Michael D. Flynn
Target entity description: Michael D. Flynn is a prominent architect and key leader at the international architecture firm Pei Cobb Freed & Partners.
  • A. Mark Meadows
    Mark Meadows is an American politician and former U.S. Representative who served as a close ally of Donald Trump and played a key role in his administration and post-election efforts.
  • B. Stephen Miller
    Stephen Miller was an American politician and military officer who served as the fourth governor of Minnesota and played a key role in the U.S. response to the Dakota War of 1862.
  • C. Don McGahn
    Don McGahn is an American lawyer who served as White House Counsel to President Donald Trump and played a key role in shaping the administration’s judicial appointments and legal strategy.
  • D. David Petraeus
    David Petraeus is a retired four-star U.S. Army general and former CIA Director best known for leading coalition forces during the Iraq War and shaping modern counterinsurgency strategy.
  • E. Tucker Quayle
    Tucker Quayle is the son of former U.S. Vice President Dan Quayle and a member of the prominent Quayle political family.
  • 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_69a88a145268819083e2736cb835c696 completed March 4, 2026, 7:37 p.m.
NER Named-entity recognition batch_69abc7935fe881909696a3ce27822db4 completed March 7, 2026, 6:37 a.m.
NED1 Entity disambiguation (via context triple) batch_69aea8a8c2b88190a18dbf35d745958f completed March 9, 2026, 11:02 a.m.
NEDg Description generation batch_69aea92cc66c81909a46b83200960fe2 completed March 9, 2026, 11:04 a.m.
NED2 Entity disambiguation (via description) batch_69aea9ba930c81908667846e342afc44 completed March 9, 2026, 11:06 a.m.
Created at: March 4, 2026, 7:56 p.m.