Triple

T4221578
Position Surface form Disambiguated ID Type / Status
Subject Cambridge life sciences ecosystem E94351 entity
Predicate hasKeyInstitution P11745 FINISHED
Object Cambridge Enterprise
Cambridge Enterprise is the University of Cambridge’s commercialization arm that supports the translation of research and innovation—especially in life sciences—into spin-outs, licenses, and industry partnerships.
 E422478 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: Cambridge Enterprise | Statement: [Cambridge life sciences ecosystem, hasKeyInstitution, Cambridge Enterprise]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Cambridge Enterprise
Context triple: [Cambridge life sciences ecosystem, hasKeyInstitution, Cambridge Enterprise]
  • A. Cambridge Science Park
    Cambridge Science Park is a major research and technology hub in Cambridge, England, hosting numerous high-tech companies and startups within the broader Silicon Fen cluster.
  • B. Cambridge Service Alliance
    Cambridge Service Alliance is a University of Cambridge research and practice partnership focused on advancing service innovation, design, and management across industries.
  • C. Cambridge Engineering Design Centre
    The Cambridge Engineering Design Centre is a research and teaching centre at the University of Cambridge focused on advancing engineering design methods, tools, and practice across academia and industry.
  • D. Institute for Manufacturing, University of Cambridge
    The Institute for Manufacturing at the University of Cambridge is a leading research and education centre focused on manufacturing, technology management, and industrial innovation.
  • E. Oxford Martin School
    The Oxford Martin School is a multidisciplinary research institute at the University of Oxford focused on tackling global challenges and shaping the future through long-term, cross-cutting scholarship.
  • 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: Cambridge Enterprise
Triple: [Cambridge life sciences ecosystem, hasKeyInstitution, Cambridge Enterprise]
Generated description
Cambridge Enterprise is the University of Cambridge’s commercialization arm that supports the translation of research and innovation—especially in life sciences—into spin-outs, licenses, and industry partnerships.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Cambridge Enterprise
Target entity description: Cambridge Enterprise is the University of Cambridge’s commercialization arm that supports the translation of research and innovation—especially in life sciences—into spin-outs, licenses, and industry partnerships.
  • A. Cambridge Science Park
    Cambridge Science Park is a major research and technology hub in Cambridge, England, hosting numerous high-tech companies and startups within the broader Silicon Fen cluster.
  • B. Cambridge Service Alliance
    Cambridge Service Alliance is a University of Cambridge research and practice partnership focused on advancing service innovation, design, and management across industries.
  • C. Cambridge Engineering Design Centre
    The Cambridge Engineering Design Centre is a research and teaching centre at the University of Cambridge focused on advancing engineering design methods, tools, and practice across academia and industry.
  • D. Institute for Manufacturing, University of Cambridge
    The Institute for Manufacturing at the University of Cambridge is a leading research and education centre focused on manufacturing, technology management, and industrial innovation.
  • E. Oxford Martin School
    The Oxford Martin School is a multidisciplinary research institute at the University of Oxford focused on tackling global challenges and shaping the future through long-term, cross-cutting scholarship.
  • 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_69b3451997e08190851db4a9a588837d completed March 12, 2026, 10:58 p.m.
NER Named-entity recognition batch_69b34e0e06d881908e3aa8ef1a90c010 completed March 12, 2026, 11:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69b59642720c81908e68a56b3d30eef9 completed March 14, 2026, 5:09 p.m.
NEDg Description generation batch_69b596cb73ac81909f83daca406ad8c4 completed March 14, 2026, 5:11 p.m.
NED2 Entity disambiguation (via description) batch_69b59a9c386081909c21ad554d403bfc completed March 14, 2026, 5:27 p.m.
Created at: March 12, 2026, 11:04 p.m.