Triple

T26998852

Position	Surface form	Disambiguated ID	Type / Status
Subject	Helena Dolny	`E680048`	entity
Predicate	notableWork	`P4`	FINISHED
Object	Banking on Change: Democratising Finance in South Africa "Banking on Change: Democratising Finance in South Africa" is a book by Helena Dolny that examines how to make South Africa’s financial system more inclusive and accessible, particularly for historically marginalised communities.	`E1750551`	NE FINISHED

How this triple was built (2 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: Banking on Change: Democratising Finance in South Africa | Statement: [Helena Dolny, notableWork, Banking on Change: Democratising Finance in South Africa]

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: Banking on Change: Democratising Finance in South Africa
Triple: [Helena Dolny, notableWork, Banking on Change: Democratising Finance in South Africa]

Generated description

"Banking on Change: Democratising Finance in South Africa" is a book by Helena Dolny that examines how to make South Africa’s financial system more inclusive and accessible, particularly for historically marginalised communities.

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_69eeeb52908c8190bd246244686aa455`	completed	April 27, 2026, 4:51 a.m.
NER	Named-entity recognition	`batch_69f62196f95c8190835dceee99f2082c`	completed	May 2, 2026, 4:08 p.m.
NED1	Entity disambiguation (via context triple)	`batch_6a1229bc38388190b9dbcd7b168c7b2c`	completed	May 23, 2026, 10:27 p.m.
NEDg	Description generation	`batch_6a122a580e188190aeb20ac47d23e414`	completed	May 23, 2026, 10:29 p.m.
NED2	Entity disambiguation (via description)	`batch_6a122af21ba88190b6779cd1c12861a1`	completed	May 23, 2026, 10:32 p.m.

Created at: April 27, 2026, 6:56 a.m.