Triple

T10358147
Position Surface form Disambiguated ID Type / Status
Subject Heather K. Gerken E244055 entity
Predicate notableWork P4 FINISHED
Object Second-Order Diversity
Second-Order Diversity is a prominent legal theory work by Heather K. Gerken that explores how decentralization and institutional design can enhance minority representation and democratic governance.
 E858563 NE FINISHED

Named-entity recognition

Before disambiguation, gpt-5-mini classified whether the object phrase is a named entity — the step behind the object's NE type shown above.

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: Second-Order Diversity | Statement: [Heather K. Gerken, notableWork, Second-Order Diversity]

Disambiguation candidates (2 decisions)

The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Second-Order Diversity
Context triple: [Heather K. Gerken, notableWork, Second-Order Diversity]
  • A. The Power of Two
    The Power of Two is a collaborative studio album by Broadway and television actor-singer Cheyenne Jackson and pianist/composer Michael Feinstein, featuring interpretations of classic pop and jazz standards.
  • B. There Is More Than One Way To Do It
    "There Is More Than One Way To Do It" is a famous Perl programming motto coined by Larry Wall that celebrates flexibility and multiple valid approaches to solving problems in code.
  • C. The Second Experiment
    The Second Experiment is a science fiction novel by Janet Asimov that continues her exploration of advanced psychology, human evolution, and ethical dilemmas in futuristic settings.
  • D. Code Division Multiple Access
    Code Division Multiple Access (CDMA) is a digital cellular technology that allows multiple users to share the same frequency band simultaneously by assigning unique codes to each user’s signal.
  • E. Cover’s theorem on the separability of patterns
    Cover’s theorem on the separability of patterns is a fundamental result in statistical learning theory stating that complex pattern-classification problems are more likely to be linearly separable when data are mapped into a higher-dimensional feature space.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Second-Order Diversity
Target entity description: Second-Order Diversity is a prominent legal theory work by Heather K. Gerken that explores how decentralization and institutional design can enhance minority representation and democratic governance.
  • A. The Power of Two
    The Power of Two is a collaborative studio album by Broadway and television actor-singer Cheyenne Jackson and pianist/composer Michael Feinstein, featuring interpretations of classic pop and jazz standards.
  • B. There Is More Than One Way To Do It
    "There Is More Than One Way To Do It" is a famous Perl programming motto coined by Larry Wall that celebrates flexibility and multiple valid approaches to solving problems in code.
  • C. The Second Experiment
    The Second Experiment is a science fiction novel by Janet Asimov that continues her exploration of advanced psychology, human evolution, and ethical dilemmas in futuristic settings.
  • D. Code Division Multiple Access
    Code Division Multiple Access (CDMA) is a digital cellular technology that allows multiple users to share the same frequency band simultaneously by assigning unique codes to each user’s signal.
  • E. Cover’s theorem on the separability of patterns
    Cover’s theorem on the separability of patterns is a fundamental result in statistical learning theory stating that complex pattern-classification problems are more likely to be linearly separable when data are mapped into a higher-dimensional feature space.
  • F. None of above. chosen

How the object was described

The object's one-sentence description was generated by prompting gpt-5.1 with the object name and this triple as context.

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: Second-Order Diversity
Triple: [Heather K. Gerken, notableWork, Second-Order Diversity]
Generated description
Second-Order Diversity is a prominent legal theory work by Heather K. Gerken that explores how decentralization and institutional design can enhance minority representation and democratic governance.

Provenance (5 batches)

Stage Batch ID Job type Status
creating batch_69d381b22b8c8190aaed476be5f872a9 elicitation completed
NER batch_69d4e9563ea48190b8702b3ef497ed9a ner completed
NED1 batch_69d750b02ae48190898f9f97ab19ce60 ned_source_triple completed
NED2 batch_69d77057affc8190b420e66560c3dfbd ned_description completed
NEDg batch_69d7618ecb748190a492406eabe590d7 nedg completed
Created at: April 6, 2026, 11:58 a.m.