Triple

T4470152
Position Surface form Disambiguated ID Type / Status
Subject Dueling DQN E98474 entity
Predicate introducedBy P513 FINISHED
Object Matteo Hessel
Matteo Hessel is a machine learning researcher known for his contributions to deep reinforcement learning, including work on the Dueling DQN architecture.
 E441098 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: Matteo Hessel | Statement: [Dueling DQN, introducedBy, Matteo Hessel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Matteo Hessel
Context triple: [Dueling DQN, introducedBy, Matteo Hessel]
  • A. Markus Morgenstern
    Markus Morgenstern is a mathematician known for his contributions to combinatorics and graph theory.
  • B. Andrea Molesini
    Andrea Molesini is an Italian writer and academic best known for his award-winning novels, particularly in contemporary Italian literature.
  • C. Guido Crosetto
    Guido Crosetto is an Italian politician and businessman, co-founder of the national-conservative party Brothers of Italy and a prominent figure on the Italian right.
  • D. Gabriele Corcos
    Gabriele Corcos is an Italian chef, television personality, and cookbook author best known for co-hosting the cooking show "Extra Virgin" with his wife, actress Debi Mazar.
  • E. John Martinotti
    John Martinotti is a music industry figure best known as the founder of the World Music Awards, an international awards ceremony recognizing global recording artists.
  • 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: Matteo Hessel
Triple: [Dueling DQN, introducedBy, Matteo Hessel]
Generated description
Matteo Hessel is a machine learning researcher known for his contributions to deep reinforcement learning, including work on the Dueling DQN architecture.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Matteo Hessel
Target entity description: Matteo Hessel is a machine learning researcher known for his contributions to deep reinforcement learning, including work on the Dueling DQN architecture.
  • A. Markus Morgenstern
    Markus Morgenstern is a mathematician known for his contributions to combinatorics and graph theory.
  • B. Andrea Molesini
    Andrea Molesini is an Italian writer and academic best known for his award-winning novels, particularly in contemporary Italian literature.
  • C. Guido Crosetto
    Guido Crosetto is an Italian politician and businessman, co-founder of the national-conservative party Brothers of Italy and a prominent figure on the Italian right.
  • D. Gabriele Corcos
    Gabriele Corcos is an Italian chef, television personality, and cookbook author best known for co-hosting the cooking show "Extra Virgin" with his wife, actress Debi Mazar.
  • E. John Martinotti
    John Martinotti is a music industry figure best known as the founder of the World Music Awards, an international awards ceremony recognizing global recording artists.
  • 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_69b3454b4ae481908967426dd37284d6 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3569cd03c8190927c596bedb45ac8 completed March 13, 2026, 12:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69b6286c75b08190bd683d300f6c97f0 completed March 15, 2026, 3:33 a.m.
NEDg Description generation batch_69b6295627848190a7bb6b8943b0e3f1 completed March 15, 2026, 3:36 a.m.
NED2 Entity disambiguation (via description) batch_69b629be765c81908c1f6ccfc75604d1 completed March 15, 2026, 3:38 a.m.
Created at: March 12, 2026, 11:34 p.m.