Triple

T6701127
Position Surface form Disambiguated ID Type / Status
Subject Eastern Bantu E152879 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Chaga languages
The Chaga languages are a group of closely related Bantu languages spoken primarily by the Chaga people on the slopes of Mount Kilimanjaro in northern Tanzania.
E614313 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: Chaga languages | Statement: [Eastern Bantu, hasMemberLanguage, Chaga languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chaga languages
Context triple: [Eastern Bantu, hasMemberLanguage, Chaga languages]
  • A. Karkar-Yuri languages
    The Karkar-Yuri languages are a small group of closely related Papuan languages spoken primarily on Karkar Island and nearby areas of Papua New Guinea.
  • B. Chimakuan languages
    The Chimakuan languages are a small family of now-extinct Indigenous languages once spoken in the Pacific Northwest of North America, particularly on the Olympic Peninsula in Washington State.
  • C. Surmic languages
    The Surmic languages are a branch of the Nilo-Saharan language family spoken primarily in southwestern Ethiopia and neighboring regions, known for their complex phonologies and rich systems of noun classification.
  • D. Kalenjin languages
    Kalenjin languages are a group of closely related Southern Nilotic languages spoken primarily by the Kalenjin people of Kenya and neighboring regions of East Africa.
  • E. Lakkia–Biao languages
    The Lakkia–Biao languages are a small branch of the Tai–Kadai language family spoken by minority communities in southern China, notable for preserving archaic features distinct from the more widespread Tai languages.
  • 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: Chaga languages
Triple: [Eastern Bantu, hasMemberLanguage, Chaga languages]
Generated description
The Chaga languages are a group of closely related Bantu languages spoken primarily by the Chaga people on the slopes of Mount Kilimanjaro in northern Tanzania.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chaga languages
Target entity description: The Chaga languages are a group of closely related Bantu languages spoken primarily by the Chaga people on the slopes of Mount Kilimanjaro in northern Tanzania.
  • A. Karkar-Yuri languages
    The Karkar-Yuri languages are a small group of closely related Papuan languages spoken primarily on Karkar Island and nearby areas of Papua New Guinea.
  • B. Chimakuan languages
    The Chimakuan languages are a small family of now-extinct Indigenous languages once spoken in the Pacific Northwest of North America, particularly on the Olympic Peninsula in Washington State.
  • C. Surmic languages
    The Surmic languages are a branch of the Nilo-Saharan language family spoken primarily in southwestern Ethiopia and neighboring regions, known for their complex phonologies and rich systems of noun classification.
  • D. Kalenjin languages
    Kalenjin languages are a group of closely related Southern Nilotic languages spoken primarily by the Kalenjin people of Kenya and neighboring regions of East Africa.
  • E. Lakkia–Biao languages
    The Lakkia–Biao languages are a small branch of the Tai–Kadai language family spoken by minority communities in southern China, notable for preserving archaic features distinct from the more widespread Tai languages.
  • 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_69c68807adbc8190b8632df42b39eda0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d0e4a1848190997520ddd7808cc6 completed March 27, 2026, 6:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70081395c8190921636db5cfa096a completed March 27, 2026, 10:11 p.m.
NEDg Description generation batch_69c704f464f88190be8163b2dfd32bcf completed March 27, 2026, 10:30 p.m.
NED2 Entity disambiguation (via description) batch_69c705db3098819083ce9a93e429b758 completed March 27, 2026, 10:34 p.m.
Created at: March 27, 2026, 2:05 p.m.