Triple

T15291225
Position Surface form Disambiguated ID Type / Status
Subject Meriam Mir E365531 entity
Predicate languageFamily P1047 FINISHED
Object Trans-Fly languages
The Trans-Fly languages are a group of Papuan languages spoken in the Trans-Fly region of southern New Guinea, spanning parts of Papua New Guinea and Indonesia.
 E1149380 NE FINISHED

Named-entity recognition

Before disambiguation, gpt-5-mini classified whether the object phrase is a named entity — the step behind the object's NE type shown above.

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: Trans-Fly languages | Statement: [Meriam Mir, languageFamily, Trans-Fly languages]

Disambiguation candidates (2 decisions)

The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Trans-Fly languages
Context triple: [Meriam Mir, languageFamily, Trans-Fly languages]
  • A. Eastern Trans-Fly languages
    The Eastern Trans-Fly languages are a small group of Papuan languages spoken in the Trans-Fly region of southern New Guinea and nearby islands, including by some Torres Strait Islander communities.
  • B. Western Trans-Fly languages
    Western Trans-Fly languages are a small group of Papuan languages spoken in the Trans-Fly region of southern New Guinea, characterized by shared structural features that distinguish them from neighboring language families.
  • C. Tivoid languages
    Tivoid languages are a small group of closely related Niger-Congo languages spoken primarily in the Nigeria–Cameroon border region.
  • D. Tepiman languages
    The Tepiman languages are a group of closely related Uto-Aztecan indigenous languages spoken primarily in northern Mexico by various Tepehuán and Piman peoples.
  • E. Tanacross language
    The Tanacross language is an endangered Northern Athabaskan language traditionally spoken by the Tanacross people of eastern Interior Alaska.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Trans-Fly languages
Target entity description: The Trans-Fly languages are a group of Papuan languages spoken in the Trans-Fly region of southern New Guinea, spanning parts of Papua New Guinea and Indonesia.
  • A. Eastern Trans-Fly languages
    The Eastern Trans-Fly languages are a small group of Papuan languages spoken in the Trans-Fly region of southern New Guinea and nearby islands, including by some Torres Strait Islander communities.
  • B. Western Trans-Fly languages
    Western Trans-Fly languages are a small group of Papuan languages spoken in the Trans-Fly region of southern New Guinea, characterized by shared structural features that distinguish them from neighboring language families.
  • C. Tivoid languages
    Tivoid languages are a small group of closely related Niger-Congo languages spoken primarily in the Nigeria–Cameroon border region.
  • D. Tepiman languages
    The Tepiman languages are a group of closely related Uto-Aztecan indigenous languages spoken primarily in northern Mexico by various Tepehuán and Piman peoples.
  • E. Tanacross language
    The Tanacross language is an endangered Northern Athabaskan language traditionally spoken by the Tanacross people of eastern Interior Alaska.
  • F. None of above. chosen

How the object was described

The object's one-sentence description was generated by prompting gpt-5.1 with the object name and this triple as context.

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: Trans-Fly languages
Triple: [Meriam Mir, languageFamily, Trans-Fly languages]
Generated description
The Trans-Fly languages are a group of Papuan languages spoken in the Trans-Fly region of southern New Guinea, spanning parts of Papua New Guinea and Indonesia.

Provenance (5 batches)

Stage Batch ID Job type Status
creating batch_69d85a103d9081908c1ea6c4c73ac8e3 elicitation completed
NER batch_69e03680b60c8190a3ea54a9d34c8105 ner completed
NED1 batch_69fef899e55c8190b1c26491bf37967a ned_source_triple completed
NED2 batch_69fefa72f9cc819089550217ea7c7d6e ned_description completed
NEDg batch_69fef9ed514081909a54da584dff7e5c nedg completed
Created at: April 10, 2026, 3:15 a.m.