Triple

T12207142
Position Surface form Disambiguated ID Type / Status
Subject ServiceNow, Inc. E290864 entity
Predicate offersProduct P10882 FINISHED
Object Customer Service Management (CSM)
Customer Service Management (CSM) is ServiceNow’s cloud-based solution for streamlining and automating customer service operations across channels, departments, and workflows.
 E971713 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: Customer Service Management (CSM) | Statement: [ServiceNow, Inc., offersProduct, Customer Service Management (CSM)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Customer Service Management (CSM)
Context triple: [ServiceNow, Inc., offersProduct, Customer Service Management (CSM)]
  • 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. Base CRM
    Base CRM was a sales-focused customer relationship management platform known for its intuitive interface and mobile-first design, later integrated into Zendesk’s product suite after acquisition.
  • C. Office of Customer Experience (TTS)
    The Office of Customer Experience (TTS) is a unit within the U.S. General Services Administration’s Technology Transformation Services that focuses on improving the design, delivery, and overall experience of federal government services for the public.
  • D. Zoho CRM
    Zoho CRM is a cloud-based customer relationship management platform designed to help businesses manage sales, marketing, and customer support in a unified system.
  • E. Arvato CRM Solutions
    Arvato CRM Solutions is a business process outsourcing provider specializing in customer relationship management services such as customer care, technical support, and digital communication for corporate clients.
  • 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: Customer Service Management (CSM)
Triple: [ServiceNow, Inc., offersProduct, Customer Service Management (CSM)]
Generated description
Customer Service Management (CSM) is ServiceNow’s cloud-based solution for streamlining and automating customer service operations across channels, departments, and workflows.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Customer Service Management (CSM)
Target entity description: Customer Service Management (CSM) is ServiceNow’s cloud-based solution for streamlining and automating customer service operations across channels, departments, and workflows.
  • 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. Base CRM
    Base CRM was a sales-focused customer relationship management platform known for its intuitive interface and mobile-first design, later integrated into Zendesk’s product suite after acquisition.
  • C. Office of Customer Experience (TTS)
    The Office of Customer Experience (TTS) is a unit within the U.S. General Services Administration’s Technology Transformation Services that focuses on improving the design, delivery, and overall experience of federal government services for the public.
  • D. Zoho CRM
    Zoho CRM is a cloud-based customer relationship management platform designed to help businesses manage sales, marketing, and customer support in a unified system.
  • E. Arvato CRM Solutions
    Arvato CRM Solutions is a business process outsourcing provider specializing in customer relationship management services such as customer care, technical support, and digital communication for corporate clients.
  • 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_69d6ab65923081909acfc61b7a612233 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91c7d8f5c8190a46e9caa2a920fa9 completed April 10, 2026, 3:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f60a9ae3d48190a220ccd37ce8d3e7 completed May 2, 2026, 2:30 p.m.
NEDg Description generation batch_69f60fe34e688190bf7915eea917815c completed May 2, 2026, 2:53 p.m.
NED2 Entity disambiguation (via description) batch_69f610b8efe88190907e84247d9e8456 completed May 2, 2026, 2:56 p.m.
Created at: April 8, 2026, 9:51 p.m.