Triple

T6523599
Position Surface form Disambiguated ID Type / Status
Subject Trans–New Guinea languages E151246 entity
Predicate hasSubgroup P747 FINISHED
Object Chimbu–Wahgi languages
The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
E602080 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: Chimbu–Wahgi languages | Statement: [Trans–New Guinea languages, hasSubgroup, Chimbu–Wahgi languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chimbu–Wahgi languages
Context triple: [Trans–New Guinea languages, hasSubgroup, Chimbu–Wahgi languages]
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • C. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • D. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • E. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • 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: Chimbu–Wahgi languages
Triple: [Trans–New Guinea languages, hasSubgroup, Chimbu–Wahgi languages]
Generated description
The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chimbu–Wahgi languages
Target entity description: The Chimbu–Wahgi languages are a group of closely related Papuan languages spoken primarily in the highlands of Papua New Guinea.
  • A. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • B. Kurumba languages
    The Kurumba languages are a group of closely related Dravidian tribal languages spoken primarily by the Kurumba people in parts of southern India, especially in the Nilgiri and surrounding hill regions.
  • C. Ubangian languages
    The Ubangian languages are a group of closely related languages spoken primarily in the Central African Republic and surrounding regions, often considered a branch of the Niger–Congo or an independent language family.
  • D. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • E. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • 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_69c687f522748190b3058405553cdabd completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6ad970afc81909d3231203eacf413 completed March 27, 2026, 4:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cb74dfac81908eb44811869450ae completed March 27, 2026, 6:24 p.m.
NEDg Description generation batch_69c6cd049fac81908c955caa0ccac5ba completed March 27, 2026, 6:31 p.m.
NED2 Entity disambiguation (via description) batch_69c6ce00096c8190a3015bcd392e0ce4 completed March 27, 2026, 6:35 p.m.
Created at: March 27, 2026, 1:45 p.m.