Triple
T577483
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hellman & Friedman |
E13786
|
entity |
| Predicate | notableInvestment |
P3488
|
FINISHED |
| Object |
Checkmarx
Checkmarx is a cybersecurity company specializing in application security testing solutions that help organizations identify and remediate vulnerabilities in their software code.
|
E72311
|
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: Checkmarx | Statement: [Hellman & Friedman, notableInvestment, Checkmarx]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Checkmarx Context triple: [Hellman & Friedman, notableInvestment, Checkmarx]
-
A.
Continuous Diagnostics and Mitigation tools
Continuous Diagnostics and Mitigation tools are cybersecurity solutions that provide ongoing monitoring, vulnerability management, and risk assessment to help organizations strengthen and maintain their security posture.
-
B.
AppDynamics
AppDynamics is an application performance monitoring and observability company that provides tools to track, analyze, and optimize the performance of software applications and IT infrastructure.
-
C.
Duo Security
Duo Security is a cybersecurity company best known for its cloud-based multi-factor authentication and zero-trust access solutions.
-
D.
Open Source Development Labs
Open Source Development Labs was a non-profit organization that supported and promoted Linux and open-source software development, notably serving as a home base for Linus Torvalds before it merged into The Linux Foundation.
-
E.
Jasper Technologies
Jasper Technologies is a cloud-based Internet of Things (IoT) platform provider known for enabling companies to manage and monetize connected devices and services.
- 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: Checkmarx Triple: [Hellman & Friedman, notableInvestment, Checkmarx]
Generated description
Checkmarx is a cybersecurity company specializing in application security testing solutions that help organizations identify and remediate vulnerabilities in their software code.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Checkmarx Target entity description: Checkmarx is a cybersecurity company specializing in application security testing solutions that help organizations identify and remediate vulnerabilities in their software code.
-
A.
Continuous Diagnostics and Mitigation tools
Continuous Diagnostics and Mitigation tools are cybersecurity solutions that provide ongoing monitoring, vulnerability management, and risk assessment to help organizations strengthen and maintain their security posture.
-
B.
AppDynamics
AppDynamics is an application performance monitoring and observability company that provides tools to track, analyze, and optimize the performance of software applications and IT infrastructure.
-
C.
Duo Security
Duo Security is a cybersecurity company best known for its cloud-based multi-factor authentication and zero-trust access solutions.
-
D.
Open Source Development Labs
Open Source Development Labs was a non-profit organization that supported and promoted Linux and open-source software development, notably serving as a home base for Linus Torvalds before it merged into The Linux Foundation.
-
E.
Jasper Technologies
Jasper Technologies is a cloud-based Internet of Things (IoT) platform provider known for enabling companies to manage and monetize connected devices and services.
- 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_69a4933fa4d88190a7949cc83c08c5c1 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a49d2a5f5481908bb9a71ff0f534d4 |
completed | March 1, 2026, 8:10 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a501bfb6408190bf7e1f462f39723d |
completed | March 2, 2026, 3:19 a.m. |
| NEDg | Description generation | batch_69a5026c35408190ab22dab86c673e0f |
completed | March 2, 2026, 3:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a5063ad6b481909537a97e6a81eaa4 |
completed | March 2, 2026, 3:38 a.m. |
Created at: March 1, 2026, 7:33 p.m.