Triple

T390584
Position Surface form Disambiguated ID Type / Status
Subject Nilo-Saharan languages E8870 entity
Predicate hasSubfamily P747 FINISHED
Object Taman languages
Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
E51509 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: Taman languages | Statement: [Nilo-Saharan languages, hasSubfamily, Taman languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Taman languages
Context triple: [Nilo-Saharan languages, hasSubfamily, Taman languages]
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • C. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • D. Danao languages
    The Danao languages are a subgroup of Austronesian languages spoken primarily in the southern Philippines, including languages such as Maranao, Maguindanaon, and Iranun.
  • E. 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.
  • 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: Taman languages
Triple: [Nilo-Saharan languages, hasSubfamily, Taman languages]
Generated description
Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Taman languages
Target entity description: Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • C. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • D. Danao languages
    The Danao languages are a subgroup of Austronesian languages spoken primarily in the southern Philippines, including languages such as Maranao, Maguindanaon, and Iranun.
  • E. 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.
  • 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_69a2e7f55c60819097aff65ea2ca2832 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ec5d73e881909101308a583c8f13 completed Feb. 28, 2026, 1:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69a413f1148481908b4a25355ee07069 completed March 1, 2026, 10:24 a.m.
NEDg Description generation batch_69a414bd88e48190bd9f8b7468934109 completed March 1, 2026, 10:28 a.m.
NED2 Entity disambiguation (via description) batch_69a4151bd3888190a84a2e66b4f601ce completed March 1, 2026, 10:29 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.