Triple
T13232899
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jason Zweig |
E315066
|
entity |
| Predicate | wrote |
P2831
|
FINISHED |
| Object | "The Intelligent Investor" annotations |
E79850
|
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: "The Intelligent Investor" annotations | Statement: [Jason Zweig, wrote, "The Intelligent Investor" annotations]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: "The Intelligent Investor" annotations Context triple: [Jason Zweig, wrote, "The Intelligent Investor" annotations]
-
A.
The Intelligent Investor
chosen
The Intelligent Investor is a classic book on value investing that lays out Benjamin Graham’s principles for analyzing securities, managing risk, and investing with a margin of safety.
-
B.
Value Investing: From Graham to Buffett and Beyond
"Value Investing: From Graham to Buffett and Beyond" is a widely regarded finance book by Bruce Greenwald that explains and updates the principles of classic value investing for modern markets, drawing on the approaches of Benjamin Graham and Warren Buffett.
-
C.
"The Walter Schloss Approach to Investing" (articles and speeches)
"The Walter Schloss Approach to Investing" is a collection of articles and speeches in which renowned value investor Walter Schloss explains his disciplined, conservative, and deeply quantitative method of buying undervalued stocks.
-
D.
Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville" is a landmark piece arguing for the effectiveness of value investing by showcasing the long-term success of several Graham-trained investors as evidence against market efficiency.
-
E.
The Alchemy of Finance
The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
- 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.