Triple

T10162664
Position Surface form Disambiguated ID Type / Status
Subject SROCC E233926 entity
Predicate hasChapter P35 FINISHED
Object Changing Ocean, Marine Ecosystems, and Dependent Communities
"Changing Ocean, Marine Ecosystems, and Dependent Communities" is a chapter of the IPCC Special Report on the Ocean and Cryosphere in a Changing Climate that assesses how climate-driven ocean changes affect marine ecosystems and the human societies that rely on them.
E845594 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: Changing Ocean, Marine Ecosystems, and Dependent Communities | Statement: [SROCC, hasChapter, Changing Ocean, Marine Ecosystems, and Dependent Communities]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Changing Ocean, Marine Ecosystems, and Dependent Communities
Context triple: [SROCC, hasChapter, Changing Ocean, Marine Ecosystems, and Dependent Communities]
  • A. The Future of the Oceans
    "The Future of the Oceans" is a seminal work by ocean governance pioneer Elisabeth Mann Borgese that explores the legal, political, and environmental challenges of managing the world's seas as a shared global resource.
  • B. The Oceans, a Heritage for the Future
    "The Oceans, a Heritage for the Future" was the central environmental and cultural theme of Expo 98 in Lisbon, emphasizing the importance of ocean conservation for humanity’s future.
  • C. Regular Process for Global Reporting and Assessment of the State of the Marine Environment
    The Regular Process for Global Reporting and Assessment of the State of the Marine Environment is a United Nations-led initiative that periodically evaluates the condition of the world’s oceans and seas to inform policy and support sustainable ocean management.
  • D. Marine Ecoregions of the World
    Marine Ecoregions of the World is a global biogeographic framework that divides the world’s coastal and shelf waters into distinct ecological regions to support marine conservation planning and research.
  • E. North Pacific marine ecosystems
    North Pacific marine ecosystems are diverse oceanic and coastal habitats stretching across the northern Pacific Ocean, supporting rich marine biodiversity and complex food webs influenced by cold currents and productive upwelling zones.
  • 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: Changing Ocean, Marine Ecosystems, and Dependent Communities
Triple: [SROCC, hasChapter, Changing Ocean, Marine Ecosystems, and Dependent Communities]
Generated description
"Changing Ocean, Marine Ecosystems, and Dependent Communities" is a chapter of the IPCC Special Report on the Ocean and Cryosphere in a Changing Climate that assesses how climate-driven ocean changes affect marine ecosystems and the human societies that rely on them.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Changing Ocean, Marine Ecosystems, and Dependent Communities
Target entity description: "Changing Ocean, Marine Ecosystems, and Dependent Communities" is a chapter of the IPCC Special Report on the Ocean and Cryosphere in a Changing Climate that assesses how climate-driven ocean changes affect marine ecosystems and the human societies that rely on them.
  • A. The Future of the Oceans
    "The Future of the Oceans" is a seminal work by ocean governance pioneer Elisabeth Mann Borgese that explores the legal, political, and environmental challenges of managing the world's seas as a shared global resource.
  • B. The Oceans, a Heritage for the Future
    "The Oceans, a Heritage for the Future" was the central environmental and cultural theme of Expo 98 in Lisbon, emphasizing the importance of ocean conservation for humanity’s future.
  • C. Regular Process for Global Reporting and Assessment of the State of the Marine Environment
    The Regular Process for Global Reporting and Assessment of the State of the Marine Environment is a United Nations-led initiative that periodically evaluates the condition of the world’s oceans and seas to inform policy and support sustainable ocean management.
  • D. Marine Ecoregions of the World
    Marine Ecoregions of the World is a global biogeographic framework that divides the world’s coastal and shelf waters into distinct ecological regions to support marine conservation planning and research.
  • E. North Pacific marine ecosystems
    North Pacific marine ecosystems are diverse oceanic and coastal habitats stretching across the northern Pacific Ocean, supporting rich marine biodiversity and complex food webs influenced by cold currents and productive upwelling zones.
  • 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_69ca848e80748190b91d1e04d35512c7 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cdec5b5194819095645e9174897b0f completed April 2, 2026, 4:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69d300cc37dc8190b331c8d205f40284 completed April 6, 2026, 12:39 a.m.
NEDg Description generation batch_69d30254aabc8190966a4398c59a851e completed April 6, 2026, 12:46 a.m.
NED2 Entity disambiguation (via description) batch_69d30305924c8190998cbefa372dca9a completed April 6, 2026, 12:49 a.m.
Created at: March 30, 2026, 9:09 p.m.