Triple

T200644
Position Surface form Disambiguated ID Type / Status
Subject Austronesian languages E4098 entity
Predicate hasSubfamily P747 FINISHED
Object 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.
E27405 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: Meso-Melanesian languages | Statement: [Austronesian languages, hasSubfamily, Meso-Melanesian languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Meso-Melanesian languages
Context triple: [Austronesian languages, hasSubfamily, Meso-Melanesian languages]
  • A. 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.
  • B. Austronesian languages
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • C. Polynesian languages
    Polynesian languages are a branch of the Austronesian language family spoken across the Polynesian islands of the central and southern Pacific Ocean, including languages such as Māori, Hawaiian, and Samoan.
  • D. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • E. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • 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: Meso-Melanesian languages
Triple: [Austronesian languages, hasSubfamily, Meso-Melanesian languages]
Generated description
The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Meso-Melanesian languages
Target entity description: The Meso-Melanesian languages are a subgroup of Oceanic Austronesian languages spoken primarily in parts of Papua New Guinea and the Solomon Islands.
  • A. 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.
  • B. Austronesian languages
    Austronesian languages are a large and widely dispersed language family spoken across maritime Southeast Asia, Madagascar, the Pacific Islands, and parts of mainland Asia.
  • C. Polynesian languages
    Polynesian languages are a branch of the Austronesian language family spoken across the Polynesian islands of the central and southern Pacific Ocean, including languages such as Māori, Hawaiian, and Samoan.
  • D. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • E. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • 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_69a254bca59881909a15e1496f1508c7 completed Feb. 28, 2026, 2:36 a.m.
NER Named-entity recognition batch_69a25be47ea881909c296b30a0d47a65 completed Feb. 28, 2026, 3:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69a33e3dc3008190a021d1b18438b773 completed Feb. 28, 2026, 7:13 p.m.
NEDg Description generation batch_69a33e9b9db0819087e95e2734807ce1 completed Feb. 28, 2026, 7:14 p.m.
NED2 Entity disambiguation (via description) batch_69a33ef2d5208190ba605b270f7ce5df completed Feb. 28, 2026, 7:16 p.m.
Created at: Feb. 28, 2026, 2:44 a.m.