Triple

T6731224
Position Surface form Disambiguated ID Type / Status
Subject Southern Oceanic languages E153637 entity
Predicate hasSubgroup P747 FINISHED
Object Southern Melanesian languages
Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
 E624766 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: Southern Melanesian languages | Statement: [Southern Oceanic languages, hasSubgroup, Southern Melanesian languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Southern Melanesian languages
Context triple: [Southern Oceanic languages, hasSubgroup, Southern Melanesian languages]
  • A. Western Malayo-Polynesian languages
    Western Malayo-Polynesian languages are a major subgroup of the Austronesian language family spoken primarily in western Island Southeast Asia and parts of mainland Asia, including languages such as Tagalog, Javanese, and Malay.
  • B. Meso-Melanesian languages
    The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
  • C. Eastern Malayo-Polynesian languages
    Eastern Malayo-Polynesian languages are a major branch of the Austronesian language family spoken primarily in eastern Indonesia, Melanesia, Micronesia, and Polynesia.
  • D. Southeast Solomonic languages
    The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
  • E. Malayo-Polynesian languages
    Malayo-Polynesian languages are a major branch of the Austronesian language family spoken across Southeast Asia, Madagascar, and the Pacific, including languages such as Indonesian, Tagalog, Javanese, and Malagasy.
  • 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: Southern Melanesian languages
Triple: [Southern Oceanic languages, hasSubgroup, Southern Melanesian languages]
Generated description
Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Southern Melanesian languages
Target entity description: Southern Melanesian languages are a subgroup of Oceanic languages spoken primarily in the southern regions of Melanesia, including parts of Vanuatu, New Caledonia, and nearby islands.
  • A. Western Malayo-Polynesian languages
    Western Malayo-Polynesian languages are a major subgroup of the Austronesian language family spoken primarily in western Island Southeast Asia and parts of mainland Asia, including languages such as Tagalog, Javanese, and Malay.
  • B. Meso-Melanesian languages
    The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
  • C. Eastern Malayo-Polynesian languages
    Eastern Malayo-Polynesian languages are a major branch of the Austronesian language family spoken primarily in eastern Indonesia, Melanesia, Micronesia, and Polynesia.
  • D. Southeast Solomonic languages
    The Southeast Solomonic languages are a subgroup of Oceanic Austronesian languages spoken primarily in the southeastern Solomon Islands.
  • E. Malayo-Polynesian languages
    Malayo-Polynesian languages are a major branch of the Austronesian language family spoken across Southeast Asia, Madagascar, and the Pacific, including languages such as Indonesian, Tagalog, Javanese, and Malagasy.
  • 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_69c6880bdd68819097de8b6099992682 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d16a30888190ae474d90bb71ac49 completed March 27, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c742444c3081908121fb01c93551f0 completed March 28, 2026, 2:51 a.m.
NEDg Description generation batch_69c7435af2b481908e06b3ec72dae7da completed March 28, 2026, 2:56 a.m.
NED2 Entity disambiguation (via description) batch_69c7443919ec819089040e50462864d1 completed March 28, 2026, 3 a.m.
Created at: March 27, 2026, 2:09 p.m.