Triple

T1321795
Position Surface form Disambiguated ID Type / Status
Subject New Guinea E28233 entity
Predicate hasLanguageFamily P1047 FINISHED
Object Trans–New Guinea languages
The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
E151246 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: Trans–New Guinea languages | Statement: [New Guinea, hasLanguageFamily, Trans–New Guinea languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trans–New Guinea languages
Context triple: [New Guinea, hasLanguageFamily, Trans–New Guinea languages]
  • A. 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.
  • B. 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.
  • C. Timor–Babar languages
    The Timor–Babar languages are a subgroup of Austronesian languages spoken primarily on Timor and nearby islands in eastern Indonesia, noted for their complex phonologies and diverse grammatical structures.
  • D. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • E. 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.
  • 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: Trans–New Guinea languages
Triple: [New Guinea, hasLanguageFamily, Trans–New Guinea languages]
Generated description
The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trans–New Guinea languages
Target entity description: The Trans–New Guinea languages are a vast and diverse family of Papuan languages spoken primarily across the highlands and interior regions of New Guinea and neighboring islands.
  • A. 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.
  • B. 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.
  • C. Timor–Babar languages
    The Timor–Babar languages are a subgroup of Austronesian languages spoken primarily on Timor and nearby islands in eastern Indonesia, noted for their complex phonologies and diverse grammatical structures.
  • D. Bungku–Tolaki languages
    The Bungku–Tolaki languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi, Indonesia, known for their shared phonological and grammatical features within the Celebic branch.
  • E. 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.
  • 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_69a498540a2481909e807a762280d3ba completed March 1, 2026, 7:49 p.m.
NER Named-entity recognition batch_69a4c19932888190a3d45871e84f112e completed March 1, 2026, 10:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69acbf2b8d988190b0d84e886629ed05 completed March 8, 2026, 12:13 a.m.
NEDg Description generation batch_69acbfae49d88190988ba80e24e8cc62 completed March 8, 2026, 12:15 a.m.
NED2 Entity disambiguation (via description) batch_69acc08672908190b8f411d1378a890a completed March 8, 2026, 12:19 a.m.
Created at: March 1, 2026, 7:55 p.m.