Triple

T5923870
Position Surface form Disambiguated ID Type / Status
Subject ML E131757 entity
Predicate hasFamily P3600 FINISHED
Object ML language family
The ML language family is a group of statically typed functional programming languages, including Standard ML, OCaml, and F#, known for strong type systems, type inference, and support for higher-order functions.
 E554871 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: ML language family | Statement: [ML, hasFamily, ML language family]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: ML language family
Context triple: [ML, hasFamily, ML language family]
  • A. MSA languages
    MSA languages are a group of closely related Semitic languages spoken in parts of Yemen and Oman, distinct from both Arabic and the ancient South Arabian languages.
  • B. Zenati languages
    The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
  • C. Ellicean languages
    Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
  • D. Algic languages
    Algic languages are a Native North American language family that includes the widespread Algonquian branch along with a few closely related but more geographically restricted languages.
  • E. Maipurean languages
    The Maipurean languages are a major branch of the Arawakan language family, historically spoken across large areas of northern South America and the Caribbean.
  • 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: ML language family
Triple: [ML, hasFamily, ML language family]
Generated description
The ML language family is a group of statically typed functional programming languages, including Standard ML, OCaml, and F#, known for strong type systems, type inference, and support for higher-order functions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: ML language family
Target entity description: The ML language family is a group of statically typed functional programming languages, including Standard ML, OCaml, and F#, known for strong type systems, type inference, and support for higher-order functions.
  • A. MSA languages
    MSA languages are a group of closely related Semitic languages spoken in parts of Yemen and Oman, distinct from both Arabic and the ancient South Arabian languages.
  • B. Zenati languages
    The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
  • C. Ellicean languages
    Ellicean languages are a subgroup of the Austronesian language family spoken primarily in parts of Polynesia, including Tuvalu and surrounding island regions.
  • D. Algic languages
    Algic languages are a Native North American language family that includes the widespread Algonquian branch along with a few closely related but more geographically restricted languages.
  • E. Maipurean languages
    The Maipurean languages are a major branch of the Arawakan language family, historically spoken across large areas of northern South America and the Caribbean.
  • 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_69c0085a1ed08190a7e9a8b6323fd680 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c03851189c819094524e8b5080545e completed March 22, 2026, 6:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0c0483e3481908e50f8b34b11a878 completed March 23, 2026, 4:23 a.m.
NEDg Description generation batch_69c0c1442eb48190bc67c77764116b17 completed March 23, 2026, 4:27 a.m.
NED2 Entity disambiguation (via description) batch_69c0c1c31b108190af16c66f6e8a4c25 completed March 23, 2026, 4:29 a.m.
Created at: March 22, 2026, 4 p.m.