Triple

T16024802
Position Surface form Disambiguated ID Type / Status
Subject Mam language E388690 entity
Predicate spokenBy P2181 FINISHED
Object Mam people
The Mam people are an indigenous Maya ethnic group of Mesoamerica, primarily living in the highlands of Guatemala and parts of Mexico, known for their distinct culture, traditions, and language.
E1189935 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: Mam people | Statement: [Mam language, spokenBy, Mam people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mam people
Context triple: [Mam language, spokenBy, Mam people]
  • A. Even people
    The Even people are an Indigenous Tungusic ethnic group of northeastern Siberia in Russia, traditionally known as reindeer herders, hunters, and fishers living in the taiga and mountain regions.
  • B. Mupun people
    The Mupun people are an ethnic group in central Nigeria, primarily in Plateau State, known for their distinct Chadic language and agrarian cultural traditions.
  • C. Sedang people
    The Sedang people are an indigenous ethnic group of Vietnam’s Central Highlands, known for their distinct Mon–Khmer language, upland agriculture, and rich animist traditions.
  • D. Crow people
    The Crow people are a Native American tribe of the Great Plains, historically known as skilled horsemen and buffalo hunters with a rich cultural and spiritual tradition.
  • E. Doe people
    The Doe people are an ethnic group of Tanzania living near the Zaramo and other coastal communities, traditionally engaged in agriculture, fishing, and local trade.
  • 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: Mam people
Triple: [Mam language, spokenBy, Mam people]
Generated description
The Mam people are an indigenous Maya ethnic group of Mesoamerica, primarily living in the highlands of Guatemala and parts of Mexico, known for their distinct culture, traditions, and language.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mam people
Target entity description: The Mam people are an indigenous Maya ethnic group of Mesoamerica, primarily living in the highlands of Guatemala and parts of Mexico, known for their distinct culture, traditions, and language.
  • A. Even people
    The Even people are an Indigenous Tungusic ethnic group of northeastern Siberia in Russia, traditionally known as reindeer herders, hunters, and fishers living in the taiga and mountain regions.
  • B. Mupun people
    The Mupun people are an ethnic group in central Nigeria, primarily in Plateau State, known for their distinct Chadic language and agrarian cultural traditions.
  • C. Sedang people
    The Sedang people are an indigenous ethnic group of Vietnam’s Central Highlands, known for their distinct Mon–Khmer language, upland agriculture, and rich animist traditions.
  • D. Crow people
    The Crow people are a Native American tribe of the Great Plains, historically known as skilled horsemen and buffalo hunters with a rich cultural and spiritual tradition.
  • E. Doe people
    The Doe people are an ethnic group of Tanzania living near the Zaramo and other coastal communities, traditionally engaged in agriculture, fishing, and local trade.
  • 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_69d86dada3808190825d5f80d72fbe88 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e183258c708190acf1588c7ccb254c completed April 17, 2026, 12:47 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffcf31c8d8819096c562ba1453f3c0 completed May 10, 2026, 12:20 a.m.
NEDg Description generation batch_69ffd0adc58881908488e3237159ffab completed May 10, 2026, 12:26 a.m.
NED2 Entity disambiguation (via description) batch_69ffd1376e5081908920ecd3a4744662 completed May 10, 2026, 12:28 a.m.
Created at: April 10, 2026, 4:55 a.m.