Triple

T16401530
Position Surface form Disambiguated ID Type / Status
Subject Recovery E398315 entity
Predicate producer P490 FINISHED
Object Script Shepherd
Script Shepherd is a production company or producer associated with the project "Recovery," likely involved in developing or overseeing its creation.
E1212294 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: Script Shepherd | Statement: [Recovery, producer, Script Shepherd]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Script Shepherd
Context triple: [Recovery, producer, Script Shepherd]
  • A. BrainScript
    BrainScript is a domain-specific scripting language developed for defining and training neural networks within the Microsoft Cognitive Toolkit (CNTK).
  • B. Concept Script
    Concept Script is Gottlob Frege’s groundbreaking 1879 logical notation system that introduced a formal language for pure thought and laid the foundations of modern predicate logic.
  • C. Kulitan script
    Kulitan script is an indigenous Philippine writing system traditionally used by the Kapampangan people and now revived as a symbol of their cultural identity.
  • D. Muhaqqaq script
    Muhaqqaq script is a majestic, elongated style of Islamic calligraphy historically favored for large Qur’anic manuscripts and monumental inscriptions.
  • E. Tham script
    Tham script is a historic Brahmic writing system used primarily for Northern Thai, Tai Lue, and Khün languages in parts of Thailand, Laos, and Myanmar, especially in religious and traditional texts.
  • 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: Script Shepherd
Triple: [Recovery, producer, Script Shepherd]
Generated description
Script Shepherd is a production company or producer associated with the project "Recovery," likely involved in developing or overseeing its creation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Script Shepherd
Target entity description: Script Shepherd is a production company or producer associated with the project "Recovery," likely involved in developing or overseeing its creation.
  • A. BrainScript
    BrainScript is a domain-specific scripting language developed for defining and training neural networks within the Microsoft Cognitive Toolkit (CNTK).
  • B. Concept Script
    Concept Script is Gottlob Frege’s groundbreaking 1879 logical notation system that introduced a formal language for pure thought and laid the foundations of modern predicate logic.
  • C. Kulitan script
    Kulitan script is an indigenous Philippine writing system traditionally used by the Kapampangan people and now revived as a symbol of their cultural identity.
  • D. Muhaqqaq script
    Muhaqqaq script is a majestic, elongated style of Islamic calligraphy historically favored for large Qur’anic manuscripts and monumental inscriptions.
  • E. Tham script
    Tham script is a historic Brahmic writing system used primarily for Northern Thai, Tai Lue, and Khün languages in parts of Thailand, Laos, and Myanmar, especially in religious and traditional texts.
  • 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_69d87f2950248190bc8ad9b9bebdc8c8 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e327cfb2fc8190bbc2765247c4b4e4 completed April 18, 2026, 6:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a003c5e7b4881908245228730a65876 completed May 10, 2026, 8:05 a.m.
NEDg Description generation batch_6a003e490bf0819093acd954a4cd9b0c completed May 10, 2026, 8:14 a.m.
NED2 Entity disambiguation (via description) batch_6a003f1037408190a5edd4a5258b50c9 completed May 10, 2026, 8:17 a.m.
Created at: April 10, 2026, 5:09 a.m.