Triple

T4391025
Position Surface form Disambiguated ID Type / Status
Subject Microsoft Cognitive Toolkit E99361 entity
Predicate supportsLanguageBinding P2177 FINISHED
Object BrainScript
BrainScript is a domain-specific scripting language developed for defining and training neural networks within the Microsoft Cognitive Toolkit (CNTK).
 E435221 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: BrainScript | Statement: [Microsoft Cognitive Toolkit, supportsLanguageBinding, BrainScript]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: BrainScript
Context triple: [Microsoft Cognitive Toolkit, supportsLanguageBinding, BrainScript]
  • A. Vai script
    The Vai script is an indigenous syllabic writing system from Liberia and Sierra Leone, created in the 19th century by the Vai people to represent their own language.
  • B. 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.
  • C. BASIC-256
    BASIC-256 is an educational, open-source implementation of the BASIC programming language designed to teach beginners programming concepts through a simple, interactive environment.
  • D. Estrangela script
    Estrangela script is the oldest and most classical form of the Syriac alphabet, historically used in early Christian manuscripts and inscriptions across the Syriac-speaking world.
  • E. 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.
  • 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: BrainScript
Triple: [Microsoft Cognitive Toolkit, supportsLanguageBinding, BrainScript]
Generated description
BrainScript is a domain-specific scripting language developed for defining and training neural networks within the Microsoft Cognitive Toolkit (CNTK).
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: BrainScript
Target entity description: BrainScript is a domain-specific scripting language developed for defining and training neural networks within the Microsoft Cognitive Toolkit (CNTK).
  • A. Vai script
    The Vai script is an indigenous syllabic writing system from Liberia and Sierra Leone, created in the 19th century by the Vai people to represent their own language.
  • B. 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.
  • C. BASIC-256
    BASIC-256 is an educational, open-source implementation of the BASIC programming language designed to teach beginners programming concepts through a simple, interactive environment.
  • D. Estrangela script
    Estrangela script is the oldest and most classical form of the Syriac alphabet, historically used in early Christian manuscripts and inscriptions across the Syriac-speaking world.
  • E. 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.
  • 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_69b3454f739481909ff6c28331f0c0b9 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352843d7c8190929b94c94eaa63df completed March 12, 2026, 11:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5e530428881908d125971263bd747 completed March 14, 2026, 10:46 p.m.
NEDg Description generation batch_69b5e629115881908436a81b5774ac24 completed March 14, 2026, 10:50 p.m.
NED2 Entity disambiguation (via description) batch_69b5e68c960c8190a946574120a50047 completed March 14, 2026, 10:51 p.m.
Created at: March 12, 2026, 11:19 p.m.