Triple

T3763577
Position Surface form Disambiguated ID Type / Status
Subject UPX E82617 entity
Predicate originalAuthor P2806 FINISHED
Object Markus Oberhumer
Markus Oberhumer is an Austrian software developer best known as the creator of the UPX executable packer and contributor to various open-source compression and optimization tools.
E386199 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: Markus Oberhumer | Statement: [UPX, originalAuthor, Markus Oberhumer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Markus Oberhumer
Context triple: [UPX, originalAuthor, Markus Oberhumer]
  • A. Jochen Theodorou
    Jochen Theodorou is a core contributor and long-time maintainer of the Groovy programming language, known for shaping its design and implementation in the JVM ecosystem.
  • B. Markus Huber
    Markus Huber is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Huber.
  • C. Johannes Eisermann
    Johannes Eisermann is a scholar known for his professorship at the European University Viadrina in Frankfurt (Oder), where he has made notable academic contributions.
  • D. Tobias Nipkow
    Tobias Nipkow is a German computer scientist known for his influential work in interactive theorem proving and formal verification, particularly through his contributions to the Isabelle proof assistant.
  • E. Peter von Aspelt
    Peter von Aspelt was a prominent early 14th-century Archbishop of Mainz and influential statesman who played a key role in the politics of the Holy Roman Empire, including the election of multiple German kings.
  • 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: Markus Oberhumer
Triple: [UPX, originalAuthor, Markus Oberhumer]
Generated description
Markus Oberhumer is an Austrian software developer best known as the creator of the UPX executable packer and contributor to various open-source compression and optimization tools.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Markus Oberhumer
Target entity description: Markus Oberhumer is an Austrian software developer best known as the creator of the UPX executable packer and contributor to various open-source compression and optimization tools.
  • A. Jochen Theodorou
    Jochen Theodorou is a core contributor and long-time maintainer of the Groovy programming language, known for shaping its design and implementation in the JVM ecosystem.
  • B. Markus Huber
    Markus Huber is a notable individual recognized for achievements significant enough to be distinctly associated with the surname Huber.
  • C. Johannes Eisermann
    Johannes Eisermann is a scholar known for his professorship at the European University Viadrina in Frankfurt (Oder), where he has made notable academic contributions.
  • D. Tobias Nipkow
    Tobias Nipkow is a German computer scientist known for his influential work in interactive theorem proving and formal verification, particularly through his contributions to the Isabelle proof assistant.
  • E. Peter von Aspelt
    Peter von Aspelt was a prominent early 14th-century Archbishop of Mainz and influential statesman who played a key role in the politics of the Holy Roman Empire, including the election of multiple German kings.
  • 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_69ad8b207b0081909d2b48843fbd8795 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcbfbecf8819099d80af480cbe2d2 completed March 8, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e51e54108190ab60e189cfbb0db0 completed March 14, 2026, 4:33 a.m.
NEDg Description generation batch_69b4e6a49ffc81908d6322b1ca6f6327 completed March 14, 2026, 4:40 a.m.
NED2 Entity disambiguation (via description) batch_69b4e7311cc4819098926b36b94cae96 completed March 14, 2026, 4:42 a.m.
Created at: March 8, 2026, 3:35 p.m.