Triple

T737713
Position Surface form Disambiguated ID Type / Status
Subject INFORMS E14969 entity
Predicate publishes P80 FINISHED
Object Service Science
Service Science is an academic journal focusing on research and innovation in the design, management, and improvement of service systems across disciplines such as operations, information systems, and management.
E87761 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: Service Science | Statement: [INFORMS, publishes, Service Science]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Service Science
Context triple: [INFORMS, publishes, Service Science]
  • A. Knowledge Services Group
    Knowledge Services Group is a division within the Congressional Research Service that focuses on managing, organizing, and providing access to information and knowledge resources for Congress.
  • B. Knowledge and Innovation Communities
    Knowledge and Innovation Communities are large-scale, EU-backed partnerships that bring together businesses, research institutions, and universities to drive innovation, entrepreneurship, and education in specific thematic areas.
  • C. Society for the Anthropology of Science, Technology, and Computing
    The Society for the Anthropology of Science, Technology, and Computing is a scholarly section of anthropologists focused on the cultural, social, and political dimensions of science, technology, and digital systems.
  • D. Office of Evaluation Sciences
    The Office of Evaluation Sciences is a U.S. federal government team that applies behavioral and social science research methods to improve public programs and policies.
  • E. scientific management
    Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
  • 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: Service Science
Triple: [INFORMS, publishes, Service Science]
Generated description
Service Science is an academic journal focusing on research and innovation in the design, management, and improvement of service systems across disciplines such as operations, information systems, and management.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Service Science
Target entity description: Service Science is an academic journal focusing on research and innovation in the design, management, and improvement of service systems across disciplines such as operations, information systems, and management.
  • A. Knowledge Services Group
    Knowledge Services Group is a division within the Congressional Research Service that focuses on managing, organizing, and providing access to information and knowledge resources for Congress.
  • B. Knowledge and Innovation Communities
    Knowledge and Innovation Communities are large-scale, EU-backed partnerships that bring together businesses, research institutions, and universities to drive innovation, entrepreneurship, and education in specific thematic areas.
  • C. Society for the Anthropology of Science, Technology, and Computing
    The Society for the Anthropology of Science, Technology, and Computing is a scholarly section of anthropologists focused on the cultural, social, and political dimensions of science, technology, and digital systems.
  • D. Office of Evaluation Sciences
    The Office of Evaluation Sciences is a U.S. federal government team that applies behavioral and social science research methods to improve public programs and policies.
  • E. scientific management
    Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
  • 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_69a4934d9930819099eed80096b0597d completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a5effc108190aea8fbe86641ba54 completed March 1, 2026, 8:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69a64a618c248190ab1bcecba04d3da8 completed March 3, 2026, 2:41 a.m.
NEDg Description generation batch_69a64b4c8bb88190aa413a4bed256129 completed March 3, 2026, 2:45 a.m.
NED2 Entity disambiguation (via description) batch_69a64beaafa0819099b02cca0f6c79b7 completed March 3, 2026, 2:48 a.m.
Created at: March 1, 2026, 7:37 p.m.