Triple

T9838323
Position Surface form Disambiguated ID Type / Status
Subject Deeplearning.ai E239157 entity
Predicate hasNotableCourse P64158 FINISHED
Object Natural Language Processing Specialization
The Natural Language Processing Specialization is an online course series that teaches core NLP concepts and modern deep learning techniques for processing and understanding human language.
E824068 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: Natural Language Processing Specialization | Statement: [Deeplearning.ai, hasNotableCourse, Natural Language Processing Specialization]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Natural Language Processing Specialization
Context triple: [Deeplearning.ai, hasNotableCourse, Natural Language Processing Specialization]
  • A. MS in Machine Learning
    MS in Machine Learning is a specialized graduate program at Carnegie Mellon University focused on advanced theory and applications of machine learning and statistical methods for building intelligent systems.
  • B. Language Technology Unit
    The Language Technology Unit is a specialized division focused on developing and promoting language technologies and computational tools for Indian languages under the Central Institute of Indian Languages.
  • C. NLU
    NLU is the IATA airport code for Felipe Ángeles International Airport, a major commercial airport serving the Mexico City metropolitan area.
  • D. Natural Language framework
    The Natural Language framework is an Apple developer framework that provides tools for natural language processing tasks such as tokenization, tagging, language identification, and text classification on Apple platforms.
  • E. 言語情報科学専攻
    言語情報科学専攻は、東京大学大学院総合文化研究科に設置された、言語と情報・コミュニケーションを学際的に研究・教育する大学院専攻である。
  • 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: Natural Language Processing Specialization
Triple: [Deeplearning.ai, hasNotableCourse, Natural Language Processing Specialization]
Generated description
The Natural Language Processing Specialization is an online course series that teaches core NLP concepts and modern deep learning techniques for processing and understanding human language.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Natural Language Processing Specialization
Target entity description: The Natural Language Processing Specialization is an online course series that teaches core NLP concepts and modern deep learning techniques for processing and understanding human language.
  • A. MS in Machine Learning
    MS in Machine Learning is a specialized graduate program at Carnegie Mellon University focused on advanced theory and applications of machine learning and statistical methods for building intelligent systems.
  • B. Language Technology Unit
    The Language Technology Unit is a specialized division focused on developing and promoting language technologies and computational tools for Indian languages under the Central Institute of Indian Languages.
  • C. NLU
    NLU is the IATA airport code for Felipe Ángeles International Airport, a major commercial airport serving the Mexico City metropolitan area.
  • D. Natural Language framework
    The Natural Language framework is an Apple developer framework that provides tools for natural language processing tasks such as tokenization, tagging, language identification, and text classification on Apple platforms.
  • E. 言語情報科学専攻
    言語情報科学専攻は、東京大学大学院総合文化研究科に設置された、言語と情報・コミュニケーションを学際的に研究・教育する大学院専攻である。
  • 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_69ca84e314108190978324a4bdb959f8 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb34921b881909836ba0f5b42a27b completed April 2, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1d5d145ac8190ad10a4328216ef54 completed April 5, 2026, 3:24 a.m.
NEDg Description generation batch_69d1d6bb23cc81909efbeccf147018e8 completed April 5, 2026, 3:27 a.m.
NED2 Entity disambiguation (via description) batch_69d1d726e58c819090135d1ff275d2d8 completed April 5, 2026, 3:29 a.m.
Created at: March 30, 2026, 8:33 p.m.