Triple

T14961858
Position Surface form Disambiguated ID Type / Status
Subject Spartan-IV program E373082 entity
Predicate operatedBy P86 FINISHED
Object UNSC Armed Forces
The UNSC Armed Forces are the primary military organization of humanity in the Halo universe, encompassing the Navy, Marine Corps, Army, Air Force, and special programs like the Spartans in its fight against alien and internal threats.
 E1138004 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: UNSC Armed Forces | Statement: [Spartan-IV program, operatedBy, UNSC Armed Forces]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: UNSC Armed Forces
Context triple: [Spartan-IV program, operatedBy, UNSC Armed Forces]
  • A. UNSC Army
    The UNSC Army is the primary ground-based military force of the United Nations Space Command in the Halo universe, responsible for planetary defense, large-scale land warfare, and occupation operations.
  • B. UNSC Navy
    The UNSC Navy is the primary spacefaring military arm of the United Nations Space Command in the Halo universe, responsible for commanding starships, fleets, and orbital defenses in interstellar warfare.
  • C. UNSC Marine Corps
    The UNSC Marine Corps is a prominent fictional military branch in the Halo universe, serving as the primary ground combat force of the United Nations Space Command in its wars against alien and human threats.
  • D. UNSC Engineering Corps
    The UNSC Engineering Corps is a specialized military engineering branch of the United Nations Space Command responsible for construction, fortification, logistics infrastructure, and technical support across human-controlled space in the Halo universe.
  • E. UNSC Air Force
    The UNSC Air Force is the aerospace warfare and defense branch of the United Nations Space Command in the Halo universe, responsible for atmospheric and orbital air operations.
  • 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: UNSC Armed Forces
Triple: [Spartan-IV program, operatedBy, UNSC Armed Forces]
Generated description
The UNSC Armed Forces are the primary military organization of humanity in the Halo universe, encompassing the Navy, Marine Corps, Army, Air Force, and special programs like the Spartans in its fight against alien and internal threats.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: UNSC Armed Forces
Target entity description: The UNSC Armed Forces are the primary military organization of humanity in the Halo universe, encompassing the Navy, Marine Corps, Army, Air Force, and special programs like the Spartans in its fight against alien and internal threats.
  • A. UNSC Army
    The UNSC Army is the primary ground-based military force of the United Nations Space Command in the Halo universe, responsible for planetary defense, large-scale land warfare, and occupation operations.
  • B. UNSC Navy
    The UNSC Navy is the primary spacefaring military arm of the United Nations Space Command in the Halo universe, responsible for commanding starships, fleets, and orbital defenses in interstellar warfare.
  • C. UNSC Marine Corps
    The UNSC Marine Corps is a prominent fictional military branch in the Halo universe, serving as the primary ground combat force of the United Nations Space Command in its wars against alien and human threats.
  • D. UNSC Engineering Corps
    The UNSC Engineering Corps is a specialized military engineering branch of the United Nations Space Command responsible for construction, fortification, logistics infrastructure, and technical support across human-controlled space in the Halo universe.
  • E. UNSC Air Force
    The UNSC Air Force is the aerospace warfare and defense branch of the United Nations Space Command in the Halo universe, responsible for atmospheric and orbital air operations.
  • 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_69d85cca979481908747d2a81eba1cea completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69ded6cece6881908cd8c8fe41583bee completed April 15, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69feb7d709fc8190990a72faf0af5ee3 completed May 9, 2026, 4:28 a.m.
NEDg Description generation batch_69feb8f53b608190b92cc09b09340f98 completed May 9, 2026, 4:32 a.m.
NED2 Entity disambiguation (via description) batch_69feb9241e988190871393d6e06e88e8 completed May 9, 2026, 4:33 a.m.
Created at: April 10, 2026, 2:40 a.m.