Triple

T2725217
Position Surface form Disambiguated ID Type / Status
Subject Dennis Hastert E60174 entity
Predicate precededBy P97 FINISHED
Object Newt Gingrich (as Speaker of the U.S. House of Representatives)
Newt Gingrich, as Speaker of the U.S. House of Representatives, was a leading Republican figure of the 1990s who drove the “Contract with America” agenda and helped engineer the GOP’s takeover of Congress in 1994.
E292458 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: Newt Gingrich (as Speaker of the U.S. House of Representatives) | Statement: [Dennis Hastert, precededBy, Newt Gingrich (as Speaker of the U.S. House of Representatives)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Newt Gingrich (as Speaker of the U.S. House of Representatives)
Context triple: [Dennis Hastert, precededBy, Newt Gingrich (as Speaker of the U.S. House of Representatives)]
  • A. John Boehner
    John Boehner is an American Republican politician who served as the 53rd Speaker of the United States House of Representatives.
  • B. Dennis Hastert
    Dennis Hastert is an American Republican politician who served as the 51st Speaker of the U.S. House of Representatives from 1999 to 2007.
  • C. Jack Kemp
    Jack Kemp was an American politician, former professional football quarterback, and longtime Republican congressman who served as U.S. Secretary of Housing and Urban Development and was the Republican vice-presidential nominee in 1996.
  • D. Christopher Nixon Cox
    Christopher Nixon Cox is an American lawyer, political commentator, and grandson of former U.S. President Richard Nixon.
  • E. Chip Roy
    Chip Roy is a conservative Republican politician and attorney serving in the U.S. House of Representatives from Texas.
  • 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: Newt Gingrich (as Speaker of the U.S. House of Representatives)
Triple: [Dennis Hastert, precededBy, Newt Gingrich (as Speaker of the U.S. House of Representatives)]
Generated description
Newt Gingrich, as Speaker of the U.S. House of Representatives, was a leading Republican figure of the 1990s who drove the “Contract with America” agenda and helped engineer the GOP’s takeover of Congress in 1994.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Newt Gingrich (as Speaker of the U.S. House of Representatives)
Target entity description: Newt Gingrich, as Speaker of the U.S. House of Representatives, was a leading Republican figure of the 1990s who drove the “Contract with America” agenda and helped engineer the GOP’s takeover of Congress in 1994.
  • A. John Boehner
    John Boehner is an American Republican politician who served as the 53rd Speaker of the United States House of Representatives.
  • B. Dennis Hastert
    Dennis Hastert is an American Republican politician who served as the 51st Speaker of the U.S. House of Representatives from 1999 to 2007.
  • C. Jack Kemp
    Jack Kemp was an American politician, former professional football quarterback, and longtime Republican congressman who served as U.S. Secretary of Housing and Urban Development and was the Republican vice-presidential nominee in 1996.
  • D. Christopher Nixon Cox
    Christopher Nixon Cox is an American lawyer, political commentator, and grandson of former U.S. President Richard Nixon.
  • E. Chip Roy
    Chip Roy is a conservative Republican politician and attorney serving in the U.S. House of Representatives from Texas.
  • 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_69ab4b746d248190958e052045c09255 completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdacd7e24819084a620063e3f7aa4 completed March 7, 2026, 7:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69afb6982974819089d0ef4a59cc4085 completed March 10, 2026, 6:13 a.m.
NEDg Description generation batch_69afb7166d788190ac219fe3c3e164fe completed March 10, 2026, 6:15 a.m.
NED2 Entity disambiguation (via description) batch_69afb7acf3588190813bde4428dfe5f4 completed March 10, 2026, 6:18 a.m.
Created at: March 6, 2026, 9:55 p.m.