Triple

T10024291
Position Surface form Disambiguated ID Type / Status
Subject CDC/504 Loan Program E200686 entity
Predicate involves P1256 FINISHED
Object Certified Development Company
A Certified Development Company is a nonprofit corporation certified by the U.S. Small Business Administration to provide long-term, fixed-rate financing to small businesses for major fixed assets like real estate and equipment under the 504 loan program.
E835278 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: Certified Development Company | Statement: [CDC/504 Loan Program, involves, Certified Development Company]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Certified Development Company
Context triple: [CDC/504 Loan Program, involves, Certified Development Company]
  • A. Software Development Laboratories
    Software Development Laboratories was the original name of the company that later became Oracle Corporation, a major multinational database and enterprise software company.
  • B. Certified Software Development Professional
    Certified Software Development Professional is an advanced, internationally recognized credential that validates a software engineer’s mastery of professional software development practices, principles, and ethics.
  • C. Open Source Development Labs
    Open Source Development Labs was a non-profit organization that supported and promoted Linux and open-source software development, notably serving as a home base for Linus Torvalds before it merged into The Linux Foundation.
  • D. Reliable Software Inc.
    Reliable Software Inc. is a software development company known for producing reliable, high-quality software solutions for its clients.
  • E. Software Components Group
    Software Components Group was a company known for developing the pSOS real-time operating system used in embedded systems.
  • 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: Certified Development Company
Triple: [CDC/504 Loan Program, involves, Certified Development Company]
Generated description
A Certified Development Company is a nonprofit corporation certified by the U.S. Small Business Administration to provide long-term, fixed-rate financing to small businesses for major fixed assets like real estate and equipment under the 504 loan program.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Certified Development Company
Target entity description: A Certified Development Company is a nonprofit corporation certified by the U.S. Small Business Administration to provide long-term, fixed-rate financing to small businesses for major fixed assets like real estate and equipment under the 504 loan program.
  • A. Software Development Laboratories
    Software Development Laboratories was the original name of the company that later became Oracle Corporation, a major multinational database and enterprise software company.
  • B. Certified Software Development Professional
    Certified Software Development Professional is an advanced, internationally recognized credential that validates a software engineer’s mastery of professional software development practices, principles, and ethics.
  • C. Open Source Development Labs
    Open Source Development Labs was a non-profit organization that supported and promoted Linux and open-source software development, notably serving as a home base for Linus Torvalds before it merged into The Linux Foundation.
  • D. Reliable Software Inc.
    Reliable Software Inc. is a software development company known for producing reliable, high-quality software solutions for its clients.
  • E. Software Components Group
    Software Components Group was a company known for developing the pSOS real-time operating system used in embedded systems.
  • 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_69ca831c45f08190ac1505cc15076608 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cdcd7c75548190aa604d90d63dc111 completed April 2, 2026, 1:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69d26abb0ab08190b5bcf101c5680f3c completed April 5, 2026, 1:59 p.m.
NEDg Description generation batch_69d26cc38274819090cf10c2fcf43cc7 completed April 5, 2026, 2:08 p.m.
NED2 Entity disambiguation (via description) batch_69d26d2c91fc8190bc40a678662c19aa completed April 5, 2026, 2:09 p.m.
Created at: March 30, 2026, 8:53 p.m.