Triple

T824088
Position Surface form Disambiguated ID Type / Status
Subject OpenAI Baselines E17813 entity
Predicate implementsAlgorithm P8649 FINISHED
Object ACKTR
ACKTR (Actor-Critic using Kronecker-Factored Trust Region) is a reinforcement learning algorithm that combines actor-critic methods with efficient second-order optimization via Kronecker-factored approximations to improve training stability and sample efficiency.
E98477 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: ACKTR | Statement: [OpenAI Baselines, implementsAlgorithm, ACKTR]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ACKTR
Context triple: [OpenAI Baselines, implementsAlgorithm, ACKTR]
  • A. Bootle
    Bootle is a town in the Metropolitan Borough of Sefton in Merseyside, England, situated just north of Liverpool and historically known for its docks and industrial heritage.
  • B. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • C. Chain Gate
    Chain Gate is one of the historic entrances to Jerusalem’s Noble Sanctuary (Al-Aqsa compound), located along the western wall of the sacred precinct.
  • D. B Reactor
    B Reactor is the world’s first full-scale plutonium production reactor, built during the Manhattan Project at the Hanford Site in Washington State.
  • E. ARC
    ARC is the commonly used acronym for the Augmentation Research Center, a pioneering research group known for its early work on interactive computing and human–computer interaction.
  • 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: ACKTR
Triple: [OpenAI Baselines, implementsAlgorithm, ACKTR]
Generated description
ACKTR (Actor-Critic using Kronecker-Factored Trust Region) is a reinforcement learning algorithm that combines actor-critic methods with efficient second-order optimization via Kronecker-factored approximations to improve training stability and sample efficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ACKTR
Target entity description: ACKTR (Actor-Critic using Kronecker-Factored Trust Region) is a reinforcement learning algorithm that combines actor-critic methods with efficient second-order optimization via Kronecker-factored approximations to improve training stability and sample efficiency.
  • A. Bootle
    Bootle is a town in the Metropolitan Borough of Sefton in Merseyside, England, situated just north of Liverpool and historically known for its docks and industrial heritage.
  • B. Revenge of the Hackers
    Revenge of the Hackers is an essay by open-source advocate Eric S. Raymond that chronicles the rise of the open-source movement and the cultural shift it brought to the software industry.
  • C. Chain Gate
    Chain Gate is one of the historic entrances to Jerusalem’s Noble Sanctuary (Al-Aqsa compound), located along the western wall of the sacred precinct.
  • D. B Reactor
    B Reactor is the world’s first full-scale plutonium production reactor, built during the Manhattan Project at the Hanford Site in Washington State.
  • E. ARC
    ARC is the commonly used acronym for the Augmentation Research Center, a pioneering research group known for its early work on interactive computing and human–computer interaction.
  • 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_69a4937c9c188190aaa216f6b466f452 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4b2b503d48190bd4f33548a22d5fe completed March 1, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69a76d93af548190818c14a370e0914a completed March 3, 2026, 11:24 p.m.
NEDg Description generation batch_69a781f5536c81908175d58b6b75adba completed March 4, 2026, 12:51 a.m.
NED2 Entity disambiguation (via description) batch_69a7860e656c8190a08a9999662ba1f1 completed March 4, 2026, 1:08 a.m.
Created at: March 1, 2026, 7:38 p.m.