Triple

T4221589
Position Surface form Disambiguated ID Type / Status
Subject Cambridge life sciences ecosystem E94351 entity
Predicate hasKeyCompany P51457 FINISHED
Object Abcam
Abcam is a biotechnology company specializing in the production and distribution of research-grade antibodies and related reagents for life science research.
E422482 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: Abcam | Statement: [Cambridge life sciences ecosystem, hasKeyCompany, Abcam]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Abcam
Context triple: [Cambridge life sciences ecosystem, hasKeyCompany, Abcam]
  • A. MilliporeSigma
    MilliporeSigma is the U.S. and Canada life science business of Merck KGaA, Darmstadt, Germany, providing laboratory chemicals, equipment, and services to research, pharmaceutical, and biotech customers.
  • B. Thermo Fisher Scientific
    Thermo Fisher Scientific is a leading American biotechnology and laboratory equipment company that provides scientific instruments, reagents, and services to research, healthcare, and industrial customers worldwide.
  • C. Eurofins Scientific
    Eurofins Scientific is a global leader in bioanalytical testing services, specializing in food, environmental, pharmaceutical, and clinical laboratory analysis.
  • D. Genmab
    Genmab is a Danish biotechnology company specializing in the development of antibody-based cancer therapies.
  • E. Lonza
    Lonza is a global Swiss-based life sciences company specializing in pharmaceutical, biotech, and nutrition products and services, particularly in contract development and manufacturing.
  • 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: Abcam
Triple: [Cambridge life sciences ecosystem, hasKeyCompany, Abcam]
Generated description
Abcam is a biotechnology company specializing in the production and distribution of research-grade antibodies and related reagents for life science research.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Abcam
Target entity description: Abcam is a biotechnology company specializing in the production and distribution of research-grade antibodies and related reagents for life science research.
  • A. MilliporeSigma
    MilliporeSigma is the U.S. and Canada life science business of Merck KGaA, Darmstadt, Germany, providing laboratory chemicals, equipment, and services to research, pharmaceutical, and biotech customers.
  • B. Thermo Fisher Scientific
    Thermo Fisher Scientific is a leading American biotechnology and laboratory equipment company that provides scientific instruments, reagents, and services to research, healthcare, and industrial customers worldwide.
  • C. Eurofins Scientific
    Eurofins Scientific is a global leader in bioanalytical testing services, specializing in food, environmental, pharmaceutical, and clinical laboratory analysis.
  • D. Genmab
    Genmab is a Danish biotechnology company specializing in the development of antibody-based cancer therapies.
  • E. Lonza
    Lonza is a global Swiss-based life sciences company specializing in pharmaceutical, biotech, and nutrition products and services, particularly in contract development and manufacturing.
  • 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_69b34f7d20b48190a404638c68c31026 completed March 12, 2026, 11:42 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.