Triple

T2831183
Position Surface form Disambiguated ID Type / Status
Subject Fiona Hill E62239 entity
Predicate coAuthor P398 FINISHED
Object Clifford G. Gaddy
Clifford G. Gaddy is an American economist and Russia expert known for his work on the Russian economy and coauthoring influential books on Vladimir Putin and Russian policy.
 E692406 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: Clifford G. Gaddy | Statement: [Fiona Hill, coAuthor, Clifford G. Gaddy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Clifford G. Gaddy
Context triple: [Fiona Hill, coAuthor, Clifford G. Gaddy]
  • A. Bradford M. Durfee
    Bradford M. Durfee was a prominent local industrialist and philanthropist from Fall River, Massachusetts, for whom Durfee Hall was named in recognition of his contributions to the community.
  • B. Alan M. Gates
    Alan M. Gates is an American Episcopal bishop who serves as the diocesan bishop of the Episcopal Diocese of Massachusetts.
  • C. Allen M. Davey
    Allen M. Davey was an American cinematographer known for his work on early Technicolor films in Hollywood.
  • D. James A. Abrahamson
    James A. Abrahamson is a retired U.S. Air Force lieutenant general and aerospace engineer best known for directing NASA’s Space Shuttle program and leading the Strategic Defense Initiative Organization in the 1980s.
  • E. Glenn S. Dumke
    Glenn S. Dumke was an American historian and academic administrator best known for leading and expanding the California State University system during his long tenure as its chancellor.
  • 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: Clifford G. Gaddy
Triple: [Fiona Hill, coAuthor, Clifford G. Gaddy]
Generated description
Clifford G. Gaddy is an American economist and Russia expert known for his work on the Russian economy and coauthoring influential books on Vladimir Putin and Russian policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Clifford G. Gaddy
Target entity description: Clifford G. Gaddy is an American economist and Russia expert known for his work on the Russian economy and coauthoring influential books on Vladimir Putin and Russian policy.
  • A. Bradford M. Durfee
    Bradford M. Durfee was a prominent local industrialist and philanthropist from Fall River, Massachusetts, for whom Durfee Hall was named in recognition of his contributions to the community.
  • B. Alan M. Gates
    Alan M. Gates is an American Episcopal bishop who serves as the diocesan bishop of the Episcopal Diocese of Massachusetts.
  • C. Allen M. Davey
    Allen M. Davey was an American cinematographer known for his work on early Technicolor films in Hollywood.
  • D. James A. Abrahamson
    James A. Abrahamson is a retired U.S. Air Force lieutenant general and aerospace engineer best known for directing NASA’s Space Shuttle program and leading the Strategic Defense Initiative Organization in the 1980s.
  • E. Glenn S. Dumke
    Glenn S. Dumke was an American historian and academic administrator best known for leading and expanding the California State University system during his long tenure as its chancellor.
  • 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_69ab4c3c39188190955b9c49d98463d8 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdebd5a2c81908f0e30a0ae0eb8df completed March 7, 2026, 8:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69ca1b0bc2108190bdb3915c0fd94ff1 completed March 30, 2026, 6:41 a.m.
NEDg Description generation batch_69ca1b7dd1b081908e9250f0dcb6d111 completed March 30, 2026, 6:43 a.m.
NED2 Entity disambiguation (via description) batch_69ca1bcd488c8190a7c7c39ca51d199d completed March 30, 2026, 6:44 a.m.
Created at: March 6, 2026, 10:01 p.m.