Triple

T17677575
Position Surface form Disambiguated ID Type / Status
Subject Joe Armstrong E440677 entity
Predicate notableWork P4 FINISHED
Object Programming Erlang
Programming Erlang is a foundational book by Joe Armstrong that introduces and explains the Erlang programming language, particularly its strengths in concurrency, fault tolerance, and distributed systems.
E1282529 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: Programming Erlang | Statement: [Joe Armstrong, notableWork, Programming Erlang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Programming Erlang
Context triple: [Joe Armstrong, notableWork, Programming Erlang]
  • A. Erlang
    Erlang is a functional, concurrent programming language designed for building highly scalable, fault-tolerant distributed systems, originally developed by Ericsson for telecom applications.
  • B. Erlang VM
    The Erlang VM (BEAM) is a highly concurrent, fault-tolerant virtual machine designed for building scalable, distributed systems and real-time applications.
  • C. Elixir
    Elixir is a functional, concurrent programming language built on the Erlang VM, known for its scalability, fault tolerance, and expressive syntax.
  • D. Programming in Scala
    Programming in Scala is a comprehensive, authoritative book that introduces and explains the Scala programming language, co-authored by its creator Martin Odersky.
  • E. The Practice of Programming
    The Practice of Programming is a widely respected book by Brian W. Kernighan and Rob Pike that teaches practical software development techniques, emphasizing clear code, debugging, testing, and performance.
  • 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: Programming Erlang
Triple: [Joe Armstrong, notableWork, Programming Erlang]
Generated description
Programming Erlang is a foundational book by Joe Armstrong that introduces and explains the Erlang programming language, particularly its strengths in concurrency, fault tolerance, and distributed systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Programming Erlang
Target entity description: Programming Erlang is a foundational book by Joe Armstrong that introduces and explains the Erlang programming language, particularly its strengths in concurrency, fault tolerance, and distributed systems.
  • A. Erlang
    Erlang is a functional, concurrent programming language designed for building highly scalable, fault-tolerant distributed systems, originally developed by Ericsson for telecom applications.
  • B. Erlang VM
    The Erlang VM (BEAM) is a highly concurrent, fault-tolerant virtual machine designed for building scalable, distributed systems and real-time applications.
  • C. Elixir
    Elixir is a functional, concurrent programming language built on the Erlang VM, known for its scalability, fault tolerance, and expressive syntax.
  • D. Programming in Scala
    Programming in Scala is a comprehensive, authoritative book that introduces and explains the Scala programming language, co-authored by its creator Martin Odersky.
  • E. The Practice of Programming
    The Practice of Programming is a widely respected book by Brian W. Kernighan and Rob Pike that teaches practical software development techniques, emphasizing clear code, debugging, testing, and performance.
  • 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_69d8b9e940b081908b862bb0e6e89b0d completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e46f6e959c819092d9d33e79bd51f7 completed April 19, 2026, 6 a.m.
NED1 Entity disambiguation (via context triple) batch_6a022325d6108190975082abcdb21ce1 completed May 11, 2026, 6:42 p.m.
NEDg Description generation batch_6a022759531c8190a77c5dc4e3ccaee6 completed May 11, 2026, 7 p.m.
NED2 Entity disambiguation (via description) batch_6a0227ff79d881908ad190b2665bc63d completed May 11, 2026, 7:03 p.m.
Created at: April 10, 2026, 10:01 a.m.