Triple

T3809429
Position Surface form Disambiguated ID Type / Status
Subject Marc Randolph E93093 entity
Predicate boardMemberOf P10 FINISHED
Object ReadyForce
ReadyForce is a career networking and recruiting platform that connects students and recent graduates with employers, particularly in the tech and startup sectors.
 E390427 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: ReadyForce | Statement: [Marc Randolph, boardMemberOf, ReadyForce]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: ReadyForce
Context triple: [Marc Randolph, boardMemberOf, ReadyForce]
  • A. Salesforce
    Salesforce is a leading cloud-based customer relationship management (CRM) company known for its suite of enterprise applications for sales, service, marketing, and analytics.
  • 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. Gainsight
    Gainsight is a customer success and product experience software company known for helping businesses reduce churn, drive expansion, and improve customer retention through data-driven insights and workflows.
  • D. Zoho Connect
    Zoho Connect is a team collaboration and communication platform by Zoho that offers features like group discussions, file sharing, and task management to streamline workplace collaboration.
  • E. Appian
    Appian was a 2nd-century AD Roman historian of Greek origin best known for his multi-volume work "Roman History," which includes a detailed account of the Roman civil wars.
  • 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: ReadyForce
Triple: [Marc Randolph, boardMemberOf, ReadyForce]
Generated description
ReadyForce is a career networking and recruiting platform that connects students and recent graduates with employers, particularly in the tech and startup sectors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: ReadyForce
Target entity description: ReadyForce is a career networking and recruiting platform that connects students and recent graduates with employers, particularly in the tech and startup sectors.
  • A. Salesforce
    Salesforce is a leading cloud-based customer relationship management (CRM) company known for its suite of enterprise applications for sales, service, marketing, and analytics.
  • 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. Gainsight
    Gainsight is a customer success and product experience software company known for helping businesses reduce churn, drive expansion, and improve customer retention through data-driven insights and workflows.
  • D. Zoho Connect
    Zoho Connect is a team collaboration and communication platform by Zoho that offers features like group discussions, file sharing, and task management to streamline workplace collaboration.
  • E. Appian
    Appian was a 2nd-century AD Roman historian of Greek origin best known for his multi-volume work "Roman History," which includes a detailed account of the Roman civil wars.
  • 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_69aed96a60088190ab1df8390fffc935 completed March 9, 2026, 2:30 p.m.
NER Named-entity recognition batch_69aee80c7fc48190b5c2400918bba5c2 completed March 9, 2026, 3:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4fb33db9c81908b462ee80aaaad34 completed March 14, 2026, 6:07 a.m.
NEDg Description generation batch_69b4fc08d65081908953482b10fa5611 completed March 14, 2026, 6:11 a.m.
NED2 Entity disambiguation (via description) batch_69b4fc7d8cf081909c4447818b5363c5 completed March 14, 2026, 6:13 a.m.
Created at: March 9, 2026, 3:16 p.m.