Triple

T5366929
Position Surface form Disambiguated ID Type / Status
Subject Mia Couto E103151 entity
Predicate employer P7 FINISHED
Object Impacto (environmental consultancy)
Impacto is a Mozambican environmental consultancy firm known for conducting environmental impact assessments and advisory work on development projects.
 E516092 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: Impacto (environmental consultancy) | Statement: [Mia Couto, employer, Impacto (environmental consultancy)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Impacto (environmental consultancy)
Context triple: [Mia Couto, employer, Impacto (environmental consultancy)]
  • A. Ecology and Environment, Inc.
    Ecology and Environment, Inc. is an environmental consulting and engineering firm known for providing ecological, regulatory, and sustainability services to support conservation and environmentally responsible development projects worldwide.
  • B. Environmental Tectonics Corporation
    Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
  • C. Aurecon
    Aurecon is a global engineering, design, and advisory company known for delivering complex infrastructure and building projects across sectors such as transport, energy, and urban development.
  • D. Golder Associates
    Golder Associates is a global consulting firm specializing in earth, environment, and energy services, known for its expertise in geotechnical engineering and environmental consulting.
  • E. AECOM
    AECOM is a global infrastructure consulting firm that provides architecture, engineering, construction management, and related professional services for large-scale public and private projects.
  • 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: Impacto (environmental consultancy)
Triple: [Mia Couto, employer, Impacto (environmental consultancy)]
Generated description
Impacto is a Mozambican environmental consultancy firm known for conducting environmental impact assessments and advisory work on development projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Impacto (environmental consultancy)
Target entity description: Impacto is a Mozambican environmental consultancy firm known for conducting environmental impact assessments and advisory work on development projects.
  • A. Ecology and Environment, Inc.
    Ecology and Environment, Inc. is an environmental consulting and engineering firm known for providing ecological, regulatory, and sustainability services to support conservation and environmentally responsible development projects worldwide.
  • B. Environmental Tectonics Corporation
    Environmental Tectonics Corporation is a technology company specializing in simulation, training, and environmental control systems, particularly for aerospace, defense, and medical applications.
  • C. Aurecon
    Aurecon is a global engineering, design, and advisory company known for delivering complex infrastructure and building projects across sectors such as transport, energy, and urban development.
  • D. Golder Associates
    Golder Associates is a global consulting firm specializing in earth, environment, and energy services, known for its expertise in geotechnical engineering and environmental consulting.
  • E. AECOM
    AECOM is a global infrastructure consulting firm that provides architecture, engineering, construction management, and related professional services for large-scale public and private projects.
  • 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_69bd43daa3e4819090b59d127db70e57 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd8684103081908ed79625b59e4b24 completed March 20, 2026, 5:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf2924caf48190b05f3ccbe54997d7 completed March 21, 2026, 11:26 p.m.
NEDg Description generation batch_69bf2a09891c81908509695a41d1aa02 completed March 21, 2026, 11:30 p.m.
NED2 Entity disambiguation (via description) batch_69bf2ad48fc48190bb0c7de4df879c3b completed March 21, 2026, 11:33 p.m.
Created at: March 20, 2026, 2:02 p.m.