Triple
T638844
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Benjamin Graham |
E16685
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Security Analysis
Security Analysis is a foundational investing book by Benjamin Graham (with David Dodd) that established the principles of value investing and rigorous financial statement analysis.
|
E79849
|
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: Security Analysis | Statement: [Benjamin Graham, notableWork, Security Analysis]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Security Analysis Context triple: [Benjamin Graham, notableWork, Security Analysis]
-
A.
The Essence of Security
"The Essence of Security" is a book by former U.S. Secretary of Defense Robert McNamara that outlines his views on national security, nuclear strategy, and defense policy during the Cold War.
-
B.
Security Area
The Security Area is the segment of the IETF responsible for developing and overseeing standards and protocols related to Internet and network security.
-
C.
Attack Surface
Attack Surface is a near-future cyberpunk novel by Cory Doctorow that explores surveillance, digital resistance, and the moral conflicts of a security technologist working for oppressive regimes.
-
D.
Checkmarx
Checkmarx is a cybersecurity company specializing in application security testing solutions that help organizations identify and remediate vulnerabilities in their software code.
-
E.
Emerging Security Challenges Division
The Emerging Security Challenges Division is a NATO body responsible for addressing new and evolving threats such as cyber defense, terrorism, and the security implications of emerging technologies.
- 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: Security Analysis Triple: [Benjamin Graham, notableWork, Security Analysis]
Generated description
Security Analysis is a foundational investing book by Benjamin Graham (with David Dodd) that established the principles of value investing and rigorous financial statement analysis.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Security Analysis Target entity description: Security Analysis is a foundational investing book by Benjamin Graham (with David Dodd) that established the principles of value investing and rigorous financial statement analysis.
-
A.
The Essence of Security
"The Essence of Security" is a book by former U.S. Secretary of Defense Robert McNamara that outlines his views on national security, nuclear strategy, and defense policy during the Cold War.
-
B.
Security Area
The Security Area is the segment of the IETF responsible for developing and overseeing standards and protocols related to Internet and network security.
-
C.
Attack Surface
Attack Surface is a near-future cyberpunk novel by Cory Doctorow that explores surveillance, digital resistance, and the moral conflicts of a security technologist working for oppressive regimes.
-
D.
Checkmarx
Checkmarx is a cybersecurity company specializing in application security testing solutions that help organizations identify and remediate vulnerabilities in their software code.
-
E.
Emerging Security Challenges Division
The Emerging Security Challenges Division is a NATO body responsible for addressing new and evolving threats such as cyber defense, terrorism, and the security implications of emerging technologies.
- 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_69a4936be1c88190af56540324b57da7 |
completed | March 1, 2026, 7:28 p.m. |
| NER | Named-entity recognition | batch_69a49f00260081909d1a679182e23d10 |
completed | March 1, 2026, 8:18 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a574076b30819090f086b42696bb35 |
completed | March 2, 2026, 11:27 a.m. |
| NEDg | Description generation | batch_69a5748d5a4c8190b4f8fcbbae972b88 |
completed | March 2, 2026, 11:29 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a574fb37348190b0979dad87e79e53 |
completed | March 2, 2026, 11:31 a.m. |
Created at: March 1, 2026, 7:35 p.m.