Triple
T13232901
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jason Zweig |
E315066
|
entity |
| Predicate | collaboratedWith |
P435
|
FINISHED |
| Object | Benjamin Graham (posthumously, via annotations) |
E16685
|
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: Benjamin Graham (posthumously, via annotations) | Statement: [Jason Zweig, collaboratedWith, Benjamin Graham (posthumously, via annotations)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Benjamin Graham (posthumously, via annotations) Context triple: [Jason Zweig, collaboratedWith, Benjamin Graham (posthumously, via annotations)]
-
A.
Benjamin Graham
chosen
Benjamin Graham was a pioneering economist and investor known as the "father of value investing" and co-author of the seminal book "Security Analysis."
-
B.
Philip Fisher
Philip Fisher was a pioneering American investor and author whose growth-focused investing philosophy, outlined in his book "Common Stocks and Uncommon Profits," has profoundly shaped modern value investing and influenced figures like Warren Buffett.
-
C.
Peter L. Bernstein
Peter L. Bernstein was an American financial historian, economist, and author best known for his influential book "Against the Gods: The Remarkable Story of Risk."
-
D.
Walter Schloss
Walter Schloss was a renowned American value investor and hedge fund manager known for his disciplined, Graham-style deep value approach and exceptional long-term returns.
-
E.
Howard Marks
Howard Marks was a Welsh drug smuggler turned author and counterculture icon, best known for his autobiography "Mr Nice" and his larger-than-life persona.
- 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_69d806affc688190a25b6ccc588e9c72 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69d98d34ff288190bdb550a019b7a470 |
completed | April 10, 2026, 11:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6ff2dca2c81909cab1aa868ad575d |
completed | May 3, 2026, 7:54 a.m. |
Created at: April 9, 2026, 9:22 p.m.