Triple
T15990088
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Byron Deeter |
E387800
|
entity |
| Predicate | boardMemberOf |
P10
|
FINISHED |
| Object |
ServiceTitan
ServiceTitan is a cloud-based software platform that provides business management solutions for home and commercial service contractors, such as HVAC, plumbing, and electrical companies.
|
E1187523
|
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: ServiceTitan | Statement: [Byron Deeter, boardMemberOf, ServiceTitan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: ServiceTitan Context triple: [Byron Deeter, boardMemberOf, ServiceTitan]
-
A.
Zoho Desk
Zoho Desk is a cloud-based customer service and help desk software platform designed to help businesses manage and streamline their support operations across multiple channels.
-
B.
Ultimate Software
Ultimate Software was a leading American provider of cloud-based human capital management and payroll software solutions for businesses.
-
C.
ServiceNow
ServiceNow is a cloud-based software company best known for its enterprise workflow and IT service management platform that helps organizations automate and streamline business processes.
-
D.
Zoho Projects
Zoho Projects is a cloud-based project management and collaboration tool designed to help teams plan, track, and deliver projects efficiently.
-
E.
Deltek
Deltek is a software company specializing in enterprise resource planning and project-based solutions for government contractors and professional services firms.
- 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: ServiceTitan Triple: [Byron Deeter, boardMemberOf, ServiceTitan]
Generated description
ServiceTitan is a cloud-based software platform that provides business management solutions for home and commercial service contractors, such as HVAC, plumbing, and electrical companies.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: ServiceTitan Target entity description: ServiceTitan is a cloud-based software platform that provides business management solutions for home and commercial service contractors, such as HVAC, plumbing, and electrical companies.
-
A.
Zoho Desk
Zoho Desk is a cloud-based customer service and help desk software platform designed to help businesses manage and streamline their support operations across multiple channels.
-
B.
Ultimate Software
Ultimate Software was a leading American provider of cloud-based human capital management and payroll software solutions for businesses.
-
C.
ServiceNow
ServiceNow is a cloud-based software company best known for its enterprise workflow and IT service management platform that helps organizations automate and streamline business processes.
-
D.
Zoho Projects
Zoho Projects is a cloud-based project management and collaboration tool designed to help teams plan, track, and deliver projects efficiently.
-
E.
Deltek
Deltek is a software company specializing in enterprise resource planning and project-based solutions for government contractors and professional services firms.
- 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_69d86daa562c81908aacc179c0fe8fb5 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e157829ec08190aa4a683e29a0148a |
completed | April 16, 2026, 9:41 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffc3d2369081909efa2d4addf0cf2d |
completed | May 9, 2026, 11:31 p.m. |
| NEDg | Description generation | batch_69ffc45e6ff48190bb7b82adb4161ad0 |
completed | May 9, 2026, 11:33 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ffc4cea4108190927b107fc24df597 |
completed | May 9, 2026, 11:35 p.m. |
Created at: April 10, 2026, 4:54 a.m.