Triple

T1204584
Position Surface form Disambiguated ID Type / Status
Subject Greater North Borneo languages E25858 entity
Predicate includesLanguageGroup P3349 FINISHED
Object Malayo-Chamic languages
Malayo-Chamic languages are a subgroup of the Austronesian language family that includes Malay, Indonesian, and related languages spoken across parts of Southeast Asia and the Indian Ocean region.
E28902 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: Malayo-Chamic languages | Statement: [Greater North Borneo languages, includesLanguageGroup, Malayo-Chamic languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Malayo-Chamic languages
Context triple: [Greater North Borneo languages, includesLanguageGroup, Malayo-Chamic languages]
  • A. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • B. 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.
  • C. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • D. Malayic languages
    Malayic languages are a subgroup of the Austronesian language family that includes Malay, Indonesian, and closely related languages spoken primarily in Maritime Southeast Asia.
  • E. 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.
  • 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: Malayo-Chamic languages
Triple: [Greater North Borneo languages, includesLanguageGroup, Malayo-Chamic languages]
Generated description
Malayo-Chamic languages are a subgroup of the Austronesian language family that includes Malay, Indonesian, and related languages spoken across parts of Southeast Asia and the Indian Ocean region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Malayo-Chamic languages
Target entity description: Malayo-Chamic languages are a subgroup of the Austronesian language family that includes Malay, Indonesian, and related languages spoken across parts of Southeast Asia and the Indian Ocean region.
  • A. Penutian languages
    Penutian languages are a proposed family of Native American languages spoken primarily in the western United States, noted for their controversial genetic relationships and inclusion of several distinct regional language groups.
  • B. 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.
  • C. Philippine–Cordilleran languages
    The Philippine–Cordilleran languages are a major subgroup of the Austronesian language family spoken primarily in the northern Philippines, encompassing numerous indigenous languages of the Cordillera region and surrounding areas.
  • D. Malayic languages chosen
    Malayic languages are a subgroup of the Austronesian language family that includes Malay, Indonesian, and closely related languages spoken primarily in Maritime Southeast Asia.
  • E. 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.
  • F. None of above.

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_69a4942b30f08190a91c60573e16b5ef completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bdc0f8d08190b340012a9eb26275 completed March 1, 2026, 10:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac99775ca081909e4d8c81c40c277b completed March 7, 2026, 9:32 p.m.
NEDg Description generation batch_69ac9f0cc1708190877966c6cfdbd2ba completed March 7, 2026, 9:56 p.m.
NED2 Entity disambiguation (via description) batch_69ac9f40269081909f45266cfa371888 completed March 7, 2026, 9:57 p.m.
Created at: March 1, 2026, 7:46 p.m.