Triple

T8021707

Position	Surface form	Disambiguated ID	Type / Status
Subject	Freedom Charter	`E186753`	entity
Predicate	section	`P3120`	FINISHED
Object	The Doors of Learning and Culture Shall Be Opened! "The Doors of Learning and Culture Shall Be Opened!" is a key section of South Africa’s Freedom Charter that demands equal, non-racial access to education and cultural opportunities for all.	`E707727`	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: The Doors of Learning and Culture Shall Be Opened! | Statement: [Freedom Charter, section, The Doors of Learning and Culture Shall Be Opened!]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: The Doors of Learning and Culture Shall Be Opened!
Context triple: [Freedom Charter, section, The Doors of Learning and Culture Shall Be Opened!]

A. “Opening Doors to the Future”
“Opening Doors to the Future” is the inspirational motto of the Robert F. Kennedy Community Schools, reflecting its mission to empower students with opportunities for academic and personal success.
B. The Open Door
The Open Door is a landmark 1963 Egyptian drama film, based on Latifa al-Zayyat’s novel, that explores women’s emancipation and national liberation, starring Faten Hamama in one of her most acclaimed roles.
C. A New Door
"A New Door" is a song by Lenny Kravitz featured on his 2008 album *It Is Time for a Love Revolution*.
D. The Place of Useful Learning
The Place of Useful Learning is the motto of the University of Strathclyde, reflecting its focus on practical, applied education and research that benefits society and industry.
E. The Learners
"The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
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: The Doors of Learning and Culture Shall Be Opened!
Triple: [Freedom Charter, section, The Doors of Learning and Culture Shall Be Opened!]

Generated description

"The Doors of Learning and Culture Shall Be Opened!" is a key section of South Africa’s Freedom Charter that demands equal, non-racial access to education and cultural opportunities for all.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: The Doors of Learning and Culture Shall Be Opened!
Target entity description: "The Doors of Learning and Culture Shall Be Opened!" is a key section of South Africa’s Freedom Charter that demands equal, non-racial access to education and cultural opportunities for all.

A. “Opening Doors to the Future”
“Opening Doors to the Future” is the inspirational motto of the Robert F. Kennedy Community Schools, reflecting its mission to empower students with opportunities for academic and personal success.
B. The Open Door
The Open Door is a landmark 1963 Egyptian drama film, based on Latifa al-Zayyat’s novel, that explores women’s emancipation and national liberation, starring Faten Hamama in one of her most acclaimed roles.
C. A New Door
"A New Door" is a song by Lenny Kravitz featured on his 2008 album *It Is Time for a Love Revolution*.
D. The Place of Useful Learning
The Place of Useful Learning is the motto of the University of Strathclyde, reflecting its focus on practical, applied education and research that benefits society and industry.
E. The Learners
"The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
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_69ca82ac7fc081909b1398cf025423af`	completed	March 30, 2026, 2:03 p.m.
NER	Named-entity recognition	`batch_69cb3e8eab9c81908098e6b17957316c`	completed	March 31, 2026, 3:25 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69cc56cdce588190abba45c24dc7a5e7`	completed	March 31, 2026, 11:20 p.m.
NEDg	Description generation	`batch_69cc58a9e94081908980e2c60be38642`	completed	March 31, 2026, 11:28 p.m.
NED2	Entity disambiguation (via description)	`batch_69cc5cbaefb481909eb325f0d27675c0`	completed	March 31, 2026, 11:46 p.m.

Created at: March 30, 2026, 5:20 p.m.