Triple

T1411246
Position Surface form Disambiguated ID Type / Status
Subject African Rainbow Minerals E31808 entity
Predicate hasJointVenture P26627 FINISHED
Object Assmang Limited
Assmang Limited is a South African mining company known for producing iron ore, manganese and chrome ores, and related alloys for global markets.
E161658 NE FINISHED

How this triple was built (5 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: Assmang Limited | Statement: [African Rainbow Minerals, hasJointVenture, Assmang Limited]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Assmang Limited
Context triple: [African Rainbow Minerals, hasJointVenture, Assmang Limited]
  • A. Esken Limited
    Esken Limited is a UK-based infrastructure and aviation services company best known for owning and operating London Southend Airport.
  • B. Oriental Limited
    Oriental Limited was a premier named passenger train that provided luxury long-distance service on the Great Northern Railway in the early 20th century.
  • C. MWAK Company
    MWAK Company was a major construction consortium responsible for building the Grand Coulee Dam, one of the largest concrete structures and hydroelectric power projects in the United States.
  • D. Mace Group
    Mace Group is a global construction and consultancy company known for delivering major complex projects, including high-profile sports stadiums and landmark buildings.
  • E. Murray & Roberts
    Murray & Roberts is a major South African engineering and construction group known for delivering large, complex infrastructure and building projects worldwide.
  • 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: Assmang Limited
Triple: [African Rainbow Minerals, hasJointVenture, Assmang Limited]
Generated description
Assmang Limited is a South African mining company known for producing iron ore, manganese and chrome ores, and related alloys for global markets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Assmang Limited
Target entity description: Assmang Limited is a South African mining company known for producing iron ore, manganese and chrome ores, and related alloys for global markets.
  • A. Esken Limited
    Esken Limited is a UK-based infrastructure and aviation services company best known for owning and operating London Southend Airport.
  • B. Oriental Limited
    Oriental Limited was a premier named passenger train that provided luxury long-distance service on the Great Northern Railway in the early 20th century.
  • C. MWAK Company
    MWAK Company was a major construction consortium responsible for building the Grand Coulee Dam, one of the largest concrete structures and hydroelectric power projects in the United States.
  • D. Mace Group
    Mace Group is a global construction and consultancy company known for delivering major complex projects, including high-profile sports stadiums and landmark buildings.
  • E. Murray & Roberts
    Murray & Roberts is a major South African engineering and construction group known for delivering large, complex infrastructure and building projects worldwide.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasJointVenture
Context triple: [African Rainbow Minerals, hasJointVenture, Assmang Limited]
  • A. hasJointProgramWith
    Indicates that two entities collaborate to offer a shared or coordinated program, initiative, or course of study.
  • B. hasPartner
    Indicates that one entity is in a partner relationship (such as romantic, life, or business partnership) with another entity.
  • C. coalitionPartnerWith
    Indicates that two entities are formally aligned in a cooperative coalition, sharing goals or actions as partners within that coalition.
  • D. hasSisterOrganization
    Indicates that one organization is related to another as a sister organization, typically sharing a common parent, affiliation, or parallel status within the same overarching structure.
  • E. hasMunicipalPartnershipWith
    Indicates a formal cooperative or collaborative relationship established between two municipalities, typically involving shared projects, services, or governance initiatives.
  • F. None of above. chosen

Provenance (7 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_69a49919a994819086528951bc224775 completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c3e1da988190bc7c187e193539b6 completed March 1, 2026, 10:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69ace57be14881908d469d2b5333d6d5 completed March 8, 2026, 2:57 a.m.
NEDg Description generation batch_69ace61c6f348190bba7717b1bd7f24a completed March 8, 2026, 2:59 a.m.
NED2 Entity disambiguation (via description) batch_69ace6eeb99081908ac23a6c71faeae6 completed March 8, 2026, 3:03 a.m.
PD Predicate disambiguation batch_69a4bf048b648190ab77d9b45cb4855f completed March 1, 2026, 10:34 p.m.
PDg Predicate description generation batch_69a4bf8158ac8190b8360ecccc2980bc completed March 1, 2026, 10:36 p.m.
Created at: March 1, 2026, 7:59 p.m.