Triple

T614747
Position Surface form Disambiguated ID Type / Status
Subject David Benioff E12178 entity
Predicate birthName P65 FINISHED
Object David Friedman
David Friedman, better known professionally as David Benioff, is an American writer, screenwriter, and producer best known as the co-creator and showrunner of the television series "Game of Thrones."
E77269 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: David Friedman | Statement: [David Benioff, birthName, David Friedman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: David Friedman
Context triple: [David Benioff, birthName, David Friedman]
  • A. Bruce Jay Friedman
    Bruce Jay Friedman was an American novelist, playwright, and screenwriter known for his darkly comic works and contributions to both literature and film.
  • B. Hans-Hermann Hoppe
    Hans-Hermann Hoppe is a German-American economist and political philosopher known for his work in Austrian economics, libertarianism, and anarcho-capitalist theory.
  • C. Cass Sunstein
    Cass Sunstein is an American legal scholar and Harvard Law professor known for his influential work on constitutional law, behavioral economics, and public policy, including the concept of "nudge."
  • D. Murray Rothbard
    Murray Rothbard was an American economist, political theorist, and historian known as a leading figure of anarcho-capitalism and the modern libertarian movement.
  • E. Eric Friedman
    Eric Friedman is an American entrepreneur best known as the co-founder and chief technology officer of the wearable fitness technology company Fitbit.
  • 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: David Friedman
Triple: [David Benioff, birthName, David Friedman]
Generated description
David Friedman, better known professionally as David Benioff, is an American writer, screenwriter, and producer best known as the co-creator and showrunner of the television series "Game of Thrones."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: David Friedman
Target entity description: David Friedman, better known professionally as David Benioff, is an American writer, screenwriter, and producer best known as the co-creator and showrunner of the television series "Game of Thrones."
  • A. Bruce Jay Friedman
    Bruce Jay Friedman was an American novelist, playwright, and screenwriter known for his darkly comic works and contributions to both literature and film.
  • B. Hans-Hermann Hoppe
    Hans-Hermann Hoppe is a German-American economist and political philosopher known for his work in Austrian economics, libertarianism, and anarcho-capitalist theory.
  • C. Cass Sunstein
    Cass Sunstein is an American legal scholar and Harvard Law professor known for his influential work on constitutional law, behavioral economics, and public policy, including the concept of "nudge."
  • D. Murray Rothbard
    Murray Rothbard was an American economist, political theorist, and historian known as a leading figure of anarcho-capitalism and the modern libertarian movement.
  • E. Eric Friedman
    Eric Friedman is an American entrepreneur best known as the co-founder and chief technology officer of the wearable fitness technology company Fitbit.
  • 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_69a493309df48190a327f748e88049a6 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a49e0a0f588190b953fdb585263307 completed March 1, 2026, 8:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69a55a7561dc81908e2e2516c63c18a7 completed March 2, 2026, 9:37 a.m.
NEDg Description generation batch_69a55b2152ac8190b034523d3a01f835 completed March 2, 2026, 9:40 a.m.
NED2 Entity disambiguation (via description) batch_69a55b77d6448190acb5adc7a37aacd7 completed March 2, 2026, 9:42 a.m.
Created at: March 1, 2026, 7:35 p.m.