Triple

T4391059
Position Surface form Disambiguated ID Type / Status
Subject Microsoft Cognitive Toolkit E99361 entity
Predicate hasComponent P35 FINISHED
Object BrainScript modeling language
BrainScript modeling language is a domain-specific scripting language used to define and train neural network models within the Microsoft Cognitive Toolkit (CNTK).
 E435222 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 modeling language | Statement: [Microsoft Cognitive Toolkit, hasComponent, BrainScript modeling language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: BrainScript modeling language
Context triple: [Microsoft Cognitive Toolkit, hasComponent, BrainScript modeling language]
  • A. Chainer
    Chainer is an open-source deep learning framework for Python that pioneered a flexible "define-by-run" computation graph approach to building neural networks.
  • B. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • C. organon model of language
    The organon model of language is a linguistic theory that explains language as a multifunctional tool for expressing thoughts, conveying information, and influencing others within a communicative context.
  • D. Alur language
    The Alur language is a Western Nilotic language spoken primarily by the Alur people of northwestern Uganda and northeastern Democratic Republic of the Congo.
  • E. Goya inference processor
    The Goya inference processor is Habana Labs’ specialized AI chip designed to accelerate deep learning inference workloads with high performance and efficiency.
  • 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 modeling language
Triple: [Microsoft Cognitive Toolkit, hasComponent, BrainScript modeling language]
Generated description
BrainScript modeling language is a domain-specific scripting language used to define and train neural network models within the Microsoft Cognitive Toolkit (CNTK).
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: BrainScript modeling language
Target entity description: BrainScript modeling language is a domain-specific scripting language used to define and train neural network models within the Microsoft Cognitive Toolkit (CNTK).
  • A. Chainer
    Chainer is an open-source deep learning framework for Python that pioneered a flexible "define-by-run" computation graph approach to building neural networks.
  • B. Soar cognitive architecture
    The Soar cognitive architecture is a general-purpose framework for modeling and understanding human cognition through unified theories of problem solving, learning, and decision-making.
  • C. organon model of language
    The organon model of language is a linguistic theory that explains language as a multifunctional tool for expressing thoughts, conveying information, and influencing others within a communicative context.
  • D. Alur language
    The Alur language is a Western Nilotic language spoken primarily by the Alur people of northwestern Uganda and northeastern Democratic Republic of the Congo.
  • E. Goya inference processor
    The Goya inference processor is Habana Labs’ specialized AI chip designed to accelerate deep learning inference workloads with high performance and efficiency.
  • 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.