Triple

T8415090
Position Surface form Disambiguated ID Type / Status
Subject Core ML E198712 entity
Predicate integratesWith P1075 FINISHED
Object SoundAnalysis framework
SoundAnalysis framework is an Apple framework that enables on-device audio classification and sound recognition using machine learning models.
E732974 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: SoundAnalysis framework | Statement: [Core ML, integratesWith, SoundAnalysis framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: SoundAnalysis framework
Context triple: [Core ML, integratesWith, SoundAnalysis framework]
  • A. Speech Analysis, Synthesis and Perception
    "Speech Analysis, Synthesis and Perception" is a foundational technical book that systematically explores the theory, modeling, and processing of human speech signals for analysis, synthesis, and recognition.
  • B. UPIC graphic sound synthesis system
    The UPIC graphic sound synthesis system is an innovative electronic music tool that allows composers to create and manipulate sounds by drawing graphical shapes, pioneered by composer and architect Iannis Xenakis.
  • C. Hearsay speech understanding system
    The Hearsay speech understanding system is an early, influential AI project that pioneered blackboard architectures for integrating multiple knowledge sources in continuous speech recognition.
  • D. DCASE
    DCASE is the Chicago Department of Cultural Affairs and Special Events, the city agency responsible for promoting arts, culture, and public events in Chicago.
  • E. Visible Speech
    Visible Speech is a 19th-century phonetic notation system devised by Alexander Melville Bell to visually represent the position and movement of speech organs for any spoken sound.
  • 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: SoundAnalysis framework
Triple: [Core ML, integratesWith, SoundAnalysis framework]
Generated description
SoundAnalysis framework is an Apple framework that enables on-device audio classification and sound recognition using machine learning models.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: SoundAnalysis framework
Target entity description: SoundAnalysis framework is an Apple framework that enables on-device audio classification and sound recognition using machine learning models.
  • A. Speech Analysis, Synthesis and Perception
    "Speech Analysis, Synthesis and Perception" is a foundational technical book that systematically explores the theory, modeling, and processing of human speech signals for analysis, synthesis, and recognition.
  • B. UPIC graphic sound synthesis system
    The UPIC graphic sound synthesis system is an innovative electronic music tool that allows composers to create and manipulate sounds by drawing graphical shapes, pioneered by composer and architect Iannis Xenakis.
  • C. Hearsay speech understanding system
    The Hearsay speech understanding system is an early, influential AI project that pioneered blackboard architectures for integrating multiple knowledge sources in continuous speech recognition.
  • D. DCASE
    DCASE is the Chicago Department of Cultural Affairs and Special Events, the city agency responsible for promoting arts, culture, and public events in Chicago.
  • E. Visible Speech
    Visible Speech is a 19th-century phonetic notation system devised by Alexander Melville Bell to visually represent the position and movement of speech organs for any spoken sound.
  • 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_69ca831201b481909e137936ef99ff11 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cb83e443a08190983d9a0a61e0f781 completed March 31, 2026, 8:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce032a25ec819094c6346eb2a7f973 completed April 2, 2026, 5:48 a.m.
NEDg Description generation batch_69ce0781859c8190bb92f41c00af459b completed April 2, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_69ce089d09c08190ba321aed4044a862 completed April 2, 2026, 6:11 a.m.
Created at: March 30, 2026, 6:06 p.m.