Triple

T19535127
Position Surface form Disambiguated ID Type / Status
Subject Hard Times E488748 entity
Predicate musicVideoDirector P4911 FINISHED
Object Andrew Joffe
Andrew Joffe is a music video director best known for directing the video for the song "Hard Times."
 E1380958 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: Andrew Joffe | Statement: [Hard Times, musicVideoDirector, Andrew Joffe]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Andrew Joffe
Context triple: [Hard Times, musicVideoDirector, Andrew Joffe]
  • A. Ben Rothwell
    Ben Rothwell is an American mixed martial artist and longtime UFC heavyweight veteran known for his knockout power and unorthodox personality.
  • B. Andrew Cohen
    Andrew Cohen is a theoretical physicist known for his work in particle physics and for being one of Howard Georgi’s prominent students.
  • C. Andrew Cohen
    Andrew Cohen is an entrepreneur best known as a founder of the wireless technology company Qualcomm.
  • D. Andrew Cohen
    Andrew Cohen is an American television producer and media executive best known for creating and hosting Bravo’s late-night talk show "Watch What Happens Live with Andy Cohen."
  • E. Andrew Cohen
    Andrew Cohen is a film editor known for his work on the action thriller "Deadly Impact."
  • 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: Andrew Joffe
Triple: [Hard Times, musicVideoDirector, Andrew Joffe]
Generated description
Andrew Joffe is a music video director best known for directing the video for the song "Hard Times."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Andrew Joffe
Target entity description: Andrew Joffe is a music video director best known for directing the video for the song "Hard Times."
  • A. Ben Rothwell
    Ben Rothwell is an American mixed martial artist and longtime UFC heavyweight veteran known for his knockout power and unorthodox personality.
  • B. Andrew Cohen
    Andrew Cohen is a theoretical physicist known for his work in particle physics and for being one of Howard Georgi’s prominent students.
  • C. Andrew Cohen
    Andrew Cohen is an entrepreneur best known as a founder of the wireless technology company Qualcomm.
  • D. Andrew Cohen
    Andrew Cohen is an American television producer and media executive best known for creating and hosting Bravo’s late-night talk show "Watch What Happens Live with Andy Cohen."
  • E. Andrew Cohen
    Andrew Cohen is a film editor known for his work on the action thriller "Deadly Impact."
  • 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_69d8e8db5b6c8190984b61f91981f575 completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e6386ddc208190962195b8aa568bed completed April 20, 2026, 2:30 p.m.
NED1 Entity disambiguation (via context triple) batch_6a074e7f3a9c819083931b6c20dd47ba completed May 15, 2026, 4:49 p.m.
NEDg Description generation batch_6a074ef599a88190a1edd95887a0c092 completed May 15, 2026, 4:51 p.m.
NED2 Entity disambiguation (via description) batch_6a074fa5d4ec81908900ebf532408239 completed May 15, 2026, 4:53 p.m.
Created at: April 10, 2026, 1:41 p.m.