Triple

T16147913
Position Surface form Disambiguated ID Type / Status
Subject Jeff Hephner E391834 entity
Predicate notableWork P4 FINISHED
Object The Shuroo Process
The Shuroo Process is an independent drama film in which Jeff Hephner appears, centered on a self-help guru and the emotional unraveling of her followers.
E1196991 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: The Shuroo Process | Statement: [Jeff Hephner, notableWork, The Shuroo Process]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Shuroo Process
Context triple: [Jeff Hephner, notableWork, The Shuroo Process]
  • A. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • B. Voice of the Unseen
    Voice of the Unseen is a phrase denoting a mysterious, often prophetic or hidden source of guidance or knowledge beyond ordinary human perception.
  • C. Uroboros Project
    Uroboros Project is a bioterrorism initiative in the Resident Evil series involving a powerful and highly lethal virus designed to forcibly evolve or eradicate humanity.
  • D. The Unfolding
    "The Unfolding" is a track by the electronic music producer Duality, known for its atmospheric sound design and evolving, immersive composition.
  • E. Laws of Annihilation
    Laws of Annihilation is a crime thriller novel by actor and author Eriq La Salle, featuring intense suspense and morally complex characters.
  • 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: The Shuroo Process
Triple: [Jeff Hephner, notableWork, The Shuroo Process]
Generated description
The Shuroo Process is an independent drama film in which Jeff Hephner appears, centered on a self-help guru and the emotional unraveling of her followers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Shuroo Process
Target entity description: The Shuroo Process is an independent drama film in which Jeff Hephner appears, centered on a self-help guru and the emotional unraveling of her followers.
  • A. The Inevitable
    The Inevitable is an English rendering of the name of Surah Al-Waqi'ah, a chapter of the Qur’an that vividly describes the certainty of the Day of Resurrection and the final sorting of humanity into different groups.
  • B. Voice of the Unseen
    Voice of the Unseen is a phrase denoting a mysterious, often prophetic or hidden source of guidance or knowledge beyond ordinary human perception.
  • C. Uroboros Project
    Uroboros Project is a bioterrorism initiative in the Resident Evil series involving a powerful and highly lethal virus designed to forcibly evolve or eradicate humanity.
  • D. The Unfolding
    "The Unfolding" is a track by the electronic music producer Duality, known for its atmospheric sound design and evolving, immersive composition.
  • E. Laws of Annihilation
    Laws of Annihilation is a crime thriller novel by actor and author Eriq La Salle, featuring intense suspense and morally complex characters.
  • 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_69d87f1c65e48190aa2b4c472e9bafc4 completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e21d9551e081908391061b092ff31b completed April 17, 2026, 11:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69fff7a7dc3481909f933acd72d6feff completed May 10, 2026, 3:12 a.m.
NEDg Description generation batch_69fff81bb0008190947eeff64dc8eb88 completed May 10, 2026, 3:14 a.m.
NED2 Entity disambiguation (via description) batch_69fff8905ce48190b99f8cc3504efba2 completed May 10, 2026, 3:16 a.m.
Created at: April 10, 2026, 5:01 a.m.