Triple

T3974681

Position	Surface form	Disambiguated ID	Type / Status
Subject	Walter Schloss	`E85610`	entity
Predicate	mentionedIn	`P831`	FINISHED
Object	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.	`E405004`	NE FINISHED

How this triple was built (4 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: Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville" | Statement: [Walter Schloss, mentionedIn, Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
Context triple: [Walter Schloss, mentionedIn, Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"]

A. The Intelligent Investor
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. Poor Charlie’s Almanack
Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
C. Buffett
Buffett is a surname most famously associated with American business magnate and investor Warren Buffett and his family.
D. In Search of Excellence
In Search of Excellence is the guiding motto of COMSATS University Islamabad, reflecting its commitment to high academic and research standards.
E. Buffett Partnership, Ltd.
Buffett Partnership, Ltd. was Warren Buffett’s early investment partnership through which he built his reputation and track record as a value investor before taking control of Berkshire Hathaway.
F. None of above. chosen
G. Unsure - the case is ambiguous/there is not enough information to decide.

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: Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
Triple: [Walter Schloss, mentionedIn, Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
Target entity description: 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.

A. The Intelligent Investor
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. Poor Charlie’s Almanack
Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
C. Buffett
Buffett is a surname most famously associated with American business magnate and investor Warren Buffett and his family.
D. In Search of Excellence
In Search of Excellence is the guiding motto of COMSATS University Islamabad, reflecting its commitment to high academic and research standards.
E. Buffett Partnership, Ltd.
Buffett Partnership, Ltd. was Warren Buffett’s early investment partnership through which he built his reputation and track record as a value investor before taking control of Berkshire Hathaway.
F. None of above. chosen

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_69aed93908348190a26c8aaf4fab3e86`	completed	March 9, 2026, 2:29 p.m.
NER	Named-entity recognition	`batch_69aef9b511f88190afca12c77481b344`	completed	March 9, 2026, 4:47 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b5401712188190aa6144dc1d5dcab6`	completed	March 14, 2026, 11:01 a.m.
NEDg	Description generation	`batch_69b54411546481908627a8b3ce7a433a`	completed	March 14, 2026, 11:18 a.m.
NED2	Entity disambiguation (via description)	`batch_69b544a02d5c8190a76a074cc7e98cc5`	completed	March 14, 2026, 11:21 a.m.

Created at: March 9, 2026, 3:32 p.m.