Triple

T4911933
Position Surface form Disambiguated ID Type / Status
Subject Wolfram Burgard E110251 entity
Predicate notableStudent P4838 FINISHED
Object Cyrill Stachniss
Cyrill Stachniss is a German computer scientist and robotics researcher known for his work in mobile robotics, SLAM, and machine perception.
E479108 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: Cyrill Stachniss | Statement: [Wolfram Burgard, notableStudent, Cyrill Stachniss]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cyrill Stachniss
Context triple: [Wolfram Burgard, notableStudent, Cyrill Stachniss]
  • A. Wolfram Burgard
    Wolfram Burgard is a German computer scientist and roboticist known for his influential work in probabilistic robotics, autonomous navigation, and artificial intelligence.
  • B. Martin Riedmiller
    Martin Riedmiller is a German computer scientist and pioneer in deep reinforcement learning, known for his influential work on neural-network-based control and contributions to landmark deep RL systems.
  • C. Andrew Zisserman
    Andrew Zisserman is a prominent British computer vision researcher and professor known for foundational contributions to object recognition, image understanding, and influential deep learning architectures.
  • D. Philipp Marheineke
    Philipp Marheineke was a 19th-century German Protestant theologian associated with Hegelian thought, known for his influential work in systematic theology and church history.
  • E. Hans-Peter Kriegel
    Hans-Peter Kriegel is a German computer scientist renowned for his influential contributions to data mining and database systems, particularly in clustering and similarity search.
  • 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: Cyrill Stachniss
Triple: [Wolfram Burgard, notableStudent, Cyrill Stachniss]
Generated description
Cyrill Stachniss is a German computer scientist and robotics researcher known for his work in mobile robotics, SLAM, and machine perception.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cyrill Stachniss
Target entity description: Cyrill Stachniss is a German computer scientist and robotics researcher known for his work in mobile robotics, SLAM, and machine perception.
  • A. Wolfram Burgard
    Wolfram Burgard is a German computer scientist and roboticist known for his influential work in probabilistic robotics, autonomous navigation, and artificial intelligence.
  • B. Martin Riedmiller
    Martin Riedmiller is a German computer scientist and pioneer in deep reinforcement learning, known for his influential work on neural-network-based control and contributions to landmark deep RL systems.
  • C. Andrew Zisserman
    Andrew Zisserman is a prominent British computer vision researcher and professor known for foundational contributions to object recognition, image understanding, and influential deep learning architectures.
  • D. Philipp Marheineke
    Philipp Marheineke was a 19th-century German Protestant theologian associated with Hegelian thought, known for his influential work in systematic theology and church history.
  • E. Hans-Peter Kriegel
    Hans-Peter Kriegel is a German computer scientist renowned for his influential contributions to data mining and database systems, particularly in clustering and similarity search.
  • 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_69bd44132b94819088522d92beaadc78 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6e9c32148190a940a3733ecd1898 completed March 20, 2026, 3:58 p.m.
NED1 Entity disambiguation (via context triple) batch_69be6fe7a0f48190b666202a97b32c7d completed March 21, 2026, 10:16 a.m.
NEDg Description generation batch_69be70b15c508190bcd723862b8e9633 completed March 21, 2026, 10:19 a.m.
NED2 Entity disambiguation (via description) batch_69be7139a288819087598a7da8c6ad42 completed March 21, 2026, 10:21 a.m.
Created at: March 20, 2026, 1:29 p.m.