Triple
T14439639
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Spring Framework |
E358052
|
entity |
| Predicate | relatedProject |
P2830
|
FINISHED |
| Object |
Spring Security
Spring Security is a powerful, customizable authentication and access-control framework for securing Java applications built with the Spring ecosystem.
|
E1099363
|
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: Spring Security | Statement: [Spring Framework, relatedProject, Spring Security]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Spring Security Context triple: [Spring Framework, relatedProject, Spring Security]
-
A.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
B.
Spring Framework
Spring Framework is a widely used open-source Java application framework that provides comprehensive infrastructure support for building enterprise-grade, modular, and testable applications.
-
C.
Java EE security specification
The Java EE security specification is the former standard framework within the Java Platform, Enterprise Edition for defining and managing authentication, authorization, and other security mechanisms in enterprise Java applications.
-
D.
SSO
SSO is the standard abbreviation for Ship Security Officer, the designated person responsible for a vessel’s security under international maritime regulations.
-
E.
SAML
SAML (Security Assertion Markup Language) is an XML-based open standard for exchanging authentication and authorization data between identity providers and service providers, commonly used for single sign-on (SSO) in web applications.
- 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: Spring Security Triple: [Spring Framework, relatedProject, Spring Security]
Generated description
Spring Security is a powerful, customizable authentication and access-control framework for securing Java applications built with the Spring ecosystem.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Spring Security Target entity description: Spring Security is a powerful, customizable authentication and access-control framework for securing Java applications built with the Spring ecosystem.
-
A.
Spring Boot
Spring Boot is a Java-based framework that simplifies building and deploying production-ready Spring applications with minimal configuration.
-
B.
Spring Framework
Spring Framework is a widely used open-source Java application framework that provides comprehensive infrastructure support for building enterprise-grade, modular, and testable applications.
-
C.
Java EE security specification
The Java EE security specification is the former standard framework within the Java Platform, Enterprise Edition for defining and managing authentication, authorization, and other security mechanisms in enterprise Java applications.
-
D.
SSO
SSO is the standard abbreviation for Ship Security Officer, the designated person responsible for a vessel’s security under international maritime regulations.
-
E.
SAML
SAML (Security Assertion Markup Language) is an XML-based open standard for exchanging authentication and authorization data between identity providers and service providers, commonly used for single sign-on (SSO) in web applications.
- 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_69d8279402a88190821ffa39ae15bccf |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de914c1398819090fa2a74d257ba3e |
completed | April 14, 2026, 7:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd5bd7f46881908df1a1cea7b6af9b |
completed | May 8, 2026, 3:43 a.m. |
| NEDg | Description generation | batch_69fd5d585cc08190908bc5f9b8abdb82 |
completed | May 8, 2026, 3:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd5e0bbd6c8190b14039b3335692c7 |
completed | May 8, 2026, 3:52 a.m. |
Created at: April 10, 2026, 1:18 a.m.