Triple

T13660479
Position Surface form Disambiguated ID Type / Status
Subject French universities E326980 entity
Predicate historicalReform P43367 FINISHED
Object Loi LRU 2007 (Law on university autonomy)
The Loi LRU 2007 is a major French higher-education reform that increased the managerial and financial autonomy of universities while reshaping their governance structures.
 E1053925 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: Loi LRU 2007 (Law on university autonomy) | Statement: [French universities, historicalReform, Loi LRU 2007 (Law on university autonomy)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Loi LRU 2007 (Law on university autonomy)
Context triple: [French universities, historicalReform, Loi LRU 2007 (Law on university autonomy)]
  • A. Polish higher education law
    Polish higher education law is the national legal framework that regulates the organization, governance, and functioning of universities and other higher education institutions in Poland.
  • B. Statutes of the University of Lleida
    The Statutes of the University of Lleida are the fundamental legal and organizational framework that defines the university’s structure, governance, functions, and internal regulations.
  • C. Universities Act, 2012 (Kenya)
    The Universities Act, 2012 (Kenya) is the primary law that reformed and regulates university education in Kenya, establishing the framework for accreditation, governance, and quality assurance of universities nationwide.
  • D. Austrian University Act
    The Austrian University Act is the primary legal framework that regulates the organization, governance, and operation of public universities in Austria.
  • E. Special Law on Institutional Reform
    The Special Law on Institutional Reform is a key Belgian constitutional law that structures the federal state and defines the powers and functioning of the regions and communities, including the Flemish institutions.
  • 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: Loi LRU 2007 (Law on university autonomy)
Triple: [French universities, historicalReform, Loi LRU 2007 (Law on university autonomy)]
Generated description
The Loi LRU 2007 is a major French higher-education reform that increased the managerial and financial autonomy of universities while reshaping their governance structures.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Loi LRU 2007 (Law on university autonomy)
Target entity description: The Loi LRU 2007 is a major French higher-education reform that increased the managerial and financial autonomy of universities while reshaping their governance structures.
  • A. Polish higher education law
    Polish higher education law is the national legal framework that regulates the organization, governance, and functioning of universities and other higher education institutions in Poland.
  • B. Statutes of the University of Lleida
    The Statutes of the University of Lleida are the fundamental legal and organizational framework that defines the university’s structure, governance, functions, and internal regulations.
  • C. Universities Act, 2012 (Kenya)
    The Universities Act, 2012 (Kenya) is the primary law that reformed and regulates university education in Kenya, establishing the framework for accreditation, governance, and quality assurance of universities nationwide.
  • D. Austrian University Act
    The Austrian University Act is the primary legal framework that regulates the organization, governance, and operation of public universities in Austria.
  • E. Special Law on Institutional Reform
    The Special Law on Institutional Reform is a key Belgian constitutional law that structures the federal state and defines the powers and functioning of the regions and communities, including the Flemish institutions.
  • 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_69d8076d8270819092afc2f0e9c359a8 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbc620df208190afaccf3ddd10aa60 completed April 12, 2026, 4:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69f78b08d27c8190badc612c26423c0e completed May 3, 2026, 5:51 p.m.
NEDg Description generation batch_69f78fd0d29481908bd44bda28e3b2c1 completed May 3, 2026, 6:11 p.m.
NED2 Entity disambiguation (via description) batch_69f7908d92e08190918525c59cb37b55 completed May 3, 2026, 6:14 p.m.
Created at: April 9, 2026, 9:52 p.m.