Triple
T5996893
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James Whittaker (software engineer) |
E133493
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
How to Break Web Software
"How to Break Web Software" is a software testing book that focuses on systematically finding security and reliability flaws in web applications.
|
E560747
|
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: How to Break Web Software | Statement: [James Whittaker (software engineer), notableWork, How to Break Web Software]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: How to Break Web Software Context triple: [James Whittaker (software engineer), notableWork, How to Break Web Software]
-
A.
SmartBear Software
SmartBear Software is a software company known for its tools that support API development, testing, and monitoring, including stewardship of the popular Swagger ecosystem.
-
B.
Metasploit Framework
Metasploit Framework is an open-source penetration testing platform widely used for developing, testing, and executing exploits against remote targets.
-
C.
BeEF
BeEF (Browser Exploitation Framework) is a penetration testing tool focused on exploiting web browsers to assess and demonstrate client-side security vulnerabilities.
-
D.
Burp Suite
Burp Suite is a popular integrated platform for web application security testing, widely used by penetration testers to identify and exploit vulnerabilities.
-
E.
OWASP ZAP
OWASP ZAP (Zed Attack Proxy) is an open-source web application security testing tool used to find vulnerabilities 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: How to Break Web Software Triple: [James Whittaker (software engineer), notableWork, How to Break Web Software]
Generated description
"How to Break Web Software" is a software testing book that focuses on systematically finding security and reliability flaws in web applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: How to Break Web Software Target entity description: "How to Break Web Software" is a software testing book that focuses on systematically finding security and reliability flaws in web applications.
-
A.
SmartBear Software
SmartBear Software is a software company known for its tools that support API development, testing, and monitoring, including stewardship of the popular Swagger ecosystem.
-
B.
Metasploit Framework
Metasploit Framework is an open-source penetration testing platform widely used for developing, testing, and executing exploits against remote targets.
-
C.
BeEF
BeEF (Browser Exploitation Framework) is a penetration testing tool focused on exploiting web browsers to assess and demonstrate client-side security vulnerabilities.
-
D.
Burp Suite
Burp Suite is a popular integrated platform for web application security testing, widely used by penetration testers to identify and exploit vulnerabilities.
-
E.
OWASP ZAP
OWASP ZAP (Zed Attack Proxy) is an open-source web application security testing tool used to find vulnerabilities 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_69c00870ddbc81909880fa3864f4f38d |
completed | March 22, 2026, 3:19 p.m. |
| NER | Named-entity recognition | batch_69c04e963f3c819082dd755e328ab947 |
completed | March 22, 2026, 8:18 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c10876d4d0819083ac7431c8abaedd |
completed | March 23, 2026, 9:31 a.m. |
| NEDg | Description generation | batch_69c10987f5588190ac9305b84d8916a7 |
completed | March 23, 2026, 9:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c10afbee8081909cf516ae7cda7ccf |
completed | March 23, 2026, 9:42 a.m. |
Created at: March 22, 2026, 4:05 p.m.