Triple

T1591773
Position Surface form Disambiguated ID Type / Status
Subject Doha Agreement (2020) E34192 entity
Predicate signatoryRepresentative P4489 FINISHED
Object Zalmay Khalilzad
Zalmay Khalilzad is an Afghan-American diplomat and foreign policy expert who has served as the U.S. ambassador to Afghanistan, Iraq, and the United Nations and played a key role in U.S.-Taliban negotiations.
E182729 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: Zalmay Khalilzad | Statement: [Doha Agreement (2020), signatoryRepresentative, Zalmay Khalilzad]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Zalmay Khalilzad
Context triple: [Doha Agreement (2020), signatoryRepresentative, Zalmay Khalilzad]
  • A. Dennis Ross
    Dennis Ross is an American diplomat and Middle East peace negotiator who played a key role in U.S. efforts to broker Arab-Israeli agreements in the 1990s and early 2000s.
  • B. John Negroponte
    John Negroponte is an American diplomat and government official who has served in numerous high-level roles, including U.S. ambassador to the United Nations and Iraq.
  • C. John Bolton
    John Bolton is an American diplomat, lawyer, and conservative foreign policy hawk who served in senior U.S. national security roles, including as National Security Advisor under President Donald Trump.
  • D. Brent Scowcroft
    Brent Scowcroft was a prominent American national security advisor and retired Air Force lieutenant general who served under multiple U.S. presidents and was highly influential in shaping late 20th-century U.S. foreign policy.
  • E. Zbigniew Brzezinski
    Zbigniew Brzezinski was a Polish-American political scientist and diplomat who served as U.S. National Security Advisor under President Jimmy Carter and was a leading strategist of Cold War foreign policy.
  • 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: Zalmay Khalilzad
Triple: [Doha Agreement (2020), signatoryRepresentative, Zalmay Khalilzad]
Generated description
Zalmay Khalilzad is an Afghan-American diplomat and foreign policy expert who has served as the U.S. ambassador to Afghanistan, Iraq, and the United Nations and played a key role in U.S.-Taliban negotiations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Zalmay Khalilzad
Target entity description: Zalmay Khalilzad is an Afghan-American diplomat and foreign policy expert who has served as the U.S. ambassador to Afghanistan, Iraq, and the United Nations and played a key role in U.S.-Taliban negotiations.
  • A. Dennis Ross
    Dennis Ross is an American diplomat and Middle East peace negotiator who played a key role in U.S. efforts to broker Arab-Israeli agreements in the 1990s and early 2000s.
  • B. John Negroponte
    John Negroponte is an American diplomat and government official who has served in numerous high-level roles, including U.S. ambassador to the United Nations and Iraq.
  • C. John Bolton
    John Bolton is an American diplomat, lawyer, and conservative foreign policy hawk who served in senior U.S. national security roles, including as National Security Advisor under President Donald Trump.
  • D. Brent Scowcroft
    Brent Scowcroft was a prominent American national security advisor and retired Air Force lieutenant general who served under multiple U.S. presidents and was highly influential in shaping late 20th-century U.S. foreign policy.
  • E. Zbigniew Brzezinski
    Zbigniew Brzezinski was a Polish-American political scientist and diplomat who served as U.S. National Security Advisor under President Jimmy Carter and was a leading strategist of Cold War foreign policy.
  • 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_69a885fceb2c8190b47e0f7c0aefbff0 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abb2c480008190bb472cfdab74c387 completed March 7, 2026, 5:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad51b5d6f48190baac5d3d6fe13206 completed March 8, 2026, 10:38 a.m.
NEDg Description generation batch_69ad523ae04c819099431e09cf1eb953 completed March 8, 2026, 10:40 a.m.
NED2 Entity disambiguation (via description) batch_69ad52b3dcf081909e73fba891e985b2 completed March 8, 2026, 10:43 a.m.
Created at: March 4, 2026, 7:27 p.m.