Triple

T38047320

Position	Surface form	Disambiguated ID	Type / Status
Subject	John Gilbert Layton	`E949651`	entity
Predicate	wrote	`P2831`	FINISHED
Object	Speaking Out Louder Speaking Out Louder is a political memoir and collection of speeches by Canadian politician Jack Layton, reflecting his views on social justice, democracy, and progressive change.	`E2253095`	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: Speaking Out Louder | Statement: [John Gilbert Layton, wrote, Speaking Out Louder]

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: Speaking Out Louder
Triple: [John Gilbert Layton, wrote, Speaking Out Louder]

Generated description

Speaking Out Louder is a political memoir and collection of speeches by Canadian politician Jack Layton, reflecting his views on social justice, democracy, and progressive change.

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_69f76f000cf081908c11fb5443b392e6`	completed	May 3, 2026, 3:51 p.m.
NER	Named-entity recognition	`batch_69fbc9db306081909919bed2bb492b84`	completed	May 6, 2026, 11:08 p.m.
NED1	Entity disambiguation (via context triple)	`batch_6a41544f75a881909064467423fb21e7`	completed	June 28, 2026, 5:05 p.m.
NEDg	Description generation	`batch_6a41550fcbb88190834e577210a7a540`	completed	June 28, 2026, 5:08 p.m.
NED2	Entity disambiguation (via description)	`batch_6a4155a3bd448190a5af1795e2e33070`	completed	June 28, 2026, 5:10 p.m.

Created at: May 3, 2026, 4:20 p.m.