Triple

T9051062
Position Surface form Disambiguated ID Type / Status
Subject Chut E216882 entity
Predicate hasLanguage P15 FINISHED
Object Mã Liềng language
The Mã Liềng language is a Vietic (Austroasiatic) language spoken by the Mã Liềng subgroup of the Chut people in central Vietnam.
E775475 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: Mã Liềng language | Statement: [Chut, hasLanguage, Mã Liềng language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mã Liềng language
Context triple: [Chut, hasLanguage, Mã Liềng language]
  • A. Luilang language
    The Luilang language is an extinct Austronesian language once spoken by an indigenous Formosan group in northern Taiwan.
  • B. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • C. Tai Khamyang language
    The Tai Khamyang language is an endangered Southwestern Tai language spoken by the Khamyang ethnic community in parts of Northeast India, notable for its close relation to other Tai languages of the region and its ongoing revitalization efforts.
  • D. Jiarong language
    The Jiarong language is a Sino-Tibetan language spoken primarily by the Rgyalrong (Jiarong) people of Sichuan, China, noted for its complex phonology and morphology.
  • E. Lhao Vo language
    Lhao Vo is a lesser-known Tibeto-Burman language spoken by an ethnic minority community in parts of Northeast India and nearby regions.
  • 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: Mã Liềng language
Triple: [Chut, hasLanguage, Mã Liềng language]
Generated description
The Mã Liềng language is a Vietic (Austroasiatic) language spoken by the Mã Liềng subgroup of the Chut people in central Vietnam.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mã Liềng language
Target entity description: The Mã Liềng language is a Vietic (Austroasiatic) language spoken by the Mã Liềng subgroup of the Chut people in central Vietnam.
  • A. Luilang language
    The Luilang language is an extinct Austronesian language once spoken by an indigenous Formosan group in northern Taiwan.
  • B. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • C. Tai Khamyang language
    The Tai Khamyang language is an endangered Southwestern Tai language spoken by the Khamyang ethnic community in parts of Northeast India, notable for its close relation to other Tai languages of the region and its ongoing revitalization efforts.
  • D. Jiarong language
    The Jiarong language is a Sino-Tibetan language spoken primarily by the Rgyalrong (Jiarong) people of Sichuan, China, noted for its complex phonology and morphology.
  • E. Lhao Vo language
    Lhao Vo is a lesser-known Tibeto-Burman language spoken by an ethnic minority community in parts of Northeast India and nearby regions.
  • 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_69ca83d362e88190ae44b4e4dc194209 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cc6b54423081908d9fd985109e336a completed April 1, 2026, 12:48 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfebc90bf88190bbcdab07ca93f569 completed April 3, 2026, 4:33 p.m.
NEDg Description generation batch_69cfecf7fce08190a9b80044a2ae9745 completed April 3, 2026, 4:38 p.m.
NED2 Entity disambiguation (via description) batch_69cff0ea8c388190bd95233db9c69038 completed April 3, 2026, 4:55 p.m.
Created at: March 30, 2026, 7:10 p.m.