Triple

T824090
Position Surface form Disambiguated ID Type / Status
Subject OpenAI Baselines E17813 entity
Predicate implementsAlgorithm P8649 FINISHED
Object PPO2
PPO2 is an improved variant of the Proximal Policy Optimization reinforcement learning algorithm, designed for stable and efficient policy gradient training in continuous and discrete control tasks.
E98479 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: PPO2 | Statement: [OpenAI Baselines, implementsAlgorithm, PPO2]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: PPO2
Context triple: [OpenAI Baselines, implementsAlgorithm, PPO2]
  • A. PPAS
    PPAS is a New York City public school specializing in rigorous academic education combined with intensive training in the performing arts for middle and high school students.
  • B. Piipaash
    Piipaash are a Native American people of the lower Colorado River region, closely related to the Maricopa and known for their distinct language and cultural traditions.
  • C. PAC-2
    PAC-2 is an upgraded variant of the Patriot missile system designed primarily to improve its effectiveness against tactical ballistic missiles and other aerial threats.
  • D. PVV
    PVV is a Dutch right-wing populist political party led by Geert Wilders, known for its anti-immigration and Eurosceptic positions.
  • E. Aquaracer
    Aquaracer is a TAG Heuer line of luxury sports watches designed for professional-grade water resistance and diving 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: PPO2
Triple: [OpenAI Baselines, implementsAlgorithm, PPO2]
Generated description
PPO2 is an improved variant of the Proximal Policy Optimization reinforcement learning algorithm, designed for stable and efficient policy gradient training in continuous and discrete control tasks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: PPO2
Target entity description: PPO2 is an improved variant of the Proximal Policy Optimization reinforcement learning algorithm, designed for stable and efficient policy gradient training in continuous and discrete control tasks.
  • A. PPAS
    PPAS is a New York City public school specializing in rigorous academic education combined with intensive training in the performing arts for middle and high school students.
  • B. Piipaash
    Piipaash are a Native American people of the lower Colorado River region, closely related to the Maricopa and known for their distinct language and cultural traditions.
  • C. PAC-2
    PAC-2 is an upgraded variant of the Patriot missile system designed primarily to improve its effectiveness against tactical ballistic missiles and other aerial threats.
  • D. PVV
    PVV is a Dutch right-wing populist political party led by Geert Wilders, known for its anti-immigration and Eurosceptic positions.
  • E. Aquaracer
    Aquaracer is a TAG Heuer line of luxury sports watches designed for professional-grade water resistance and diving 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_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.