Triple

T25477254
Position Surface form Disambiguated ID Type / Status
Subject Piero Sraffa E638465 entity
Predicate influenced P9 FINISHED
Object neo-Ricardian economics
Neo-Ricardian economics is a school of economic thought that revives and extends David Ricardo’s classical surplus approach to value and distribution, emphasizing production systems, input–output relations, and critiques of marginalist and neoclassical theories.
E1679625 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: neo-Ricardian economics | Statement: [Piero Sraffa, influenced, neo-Ricardian economics]
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: neo-Ricardian economics
Triple: [Piero Sraffa, influenced, neo-Ricardian economics]
Generated description
Neo-Ricardian economics is a school of economic thought that revives and extends David Ricardo’s classical surplus approach to value and distribution, emphasizing production systems, input–output relations, and critiques of marginalist and neoclassical theories.

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_69e75db9b964819096802dcf502e577e completed April 21, 2026, 11:21 a.m.
NER Named-entity recognition batch_69f5f772a0248190a52aef4495a5b0a3 completed May 2, 2026, 1:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a1089bf3d208190851b0ddebfd3c254 completed May 22, 2026, 4:52 p.m.
NEDg Description generation batch_6a108a88dd5c8190ac1f024420860c32 completed May 22, 2026, 4:55 p.m.
NED2 Entity disambiguation (via description) batch_6a108b245e20819097efa96e0a3d866d completed May 22, 2026, 4:58 p.m.
Created at: April 21, 2026, 2:26 p.m.