Triple
T862898
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Fourth Industrial Revolution |
E18635
|
entity |
| Predicate | popularizedBy |
P4586
|
FINISHED |
| Object | Klaus Schwab |
E18896
|
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: Klaus Schwab | Statement: [Fourth Industrial Revolution, popularizedBy, Klaus Schwab]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Klaus Schwab Context triple: [Fourth Industrial Revolution, popularizedBy, Klaus Schwab]
-
A.
Klaus Schwab
chosen
Klaus Schwab is a German engineer and economist best known as the founder and executive chairman of the World Economic Forum, a prominent international organization for public–private cooperation.
-
B.
Walter Eucken
Walter Eucken was a German economist and leading figure of the Freiburg School whose ideas laid the intellectual foundation for the postwar German social market economy.
-
C.
Michael Schwab
Michael Schwab was a German-American labor activist and anarchist who became one of the convicted Haymarket Affair defendants in 1886.
-
D.
Jürgen Büscher
Jürgen Büscher is a screenwriter best known for co-writing the 1993 German war film "Stalingrad."
-
E.
Klaus Regling
Klaus Regling is a German economist and former EU official best known for serving as the first Managing Director of the European Stability Mechanism, the eurozone’s permanent bailout fund.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69a4938ce8688190a24bdfef82ba7d21 |
completed | March 1, 2026, 7:29 p.m. |
| NER | Named-entity recognition | batch_69a4ac67d4d481909487d3edb3e46936 |
completed | March 1, 2026, 9:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a7a3c5c15c8190a91eb3746007ebf5 |
completed | March 4, 2026, 3:15 a.m. |
Created at: March 1, 2026, 7:39 p.m.