Triple

T4425205
Position Surface form Disambiguated ID Type / Status
Subject PettingZoo E95191 entity
Predicate hasAPIStyle P31951 FINISHED
Object AEC API
AEC API is an agent-environment cycle programming interface style used in PettingZoo for turn-based multi-agent reinforcement learning environments.
E438348 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: AEC API | Statement: [PettingZoo, hasAPIStyle, AEC API]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: AEC API
Context triple: [PettingZoo, hasAPIStyle, AEC API]
  • A. AEC
    AEC was the common abbreviation for the United States Atomic Energy Commission, the federal agency that oversaw nuclear energy development and regulation in the mid-20th century.
  • B. AEC
    AEC is a European network and advocacy organization representing higher music education institutions such as conservatoires, academies, and music universities.
  • C. AEC
    AEC is the independent federal agency responsible for conducting national elections and maintaining the electoral roll in Australia.
  • D. AEC
    AEC is a regional economic integration initiative among ASEAN member states aimed at creating a single market and production base to enhance competitiveness and economic growth in Southeast Asia.
  • E. ATEC
    ATEC is a U.S. Army command responsible for testing and evaluating military equipment, systems, and technologies to ensure they are effective and reliable for operational use.
  • 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: AEC API
Triple: [PettingZoo, hasAPIStyle, AEC API]
Generated description
AEC API is an agent-environment cycle programming interface style used in PettingZoo for turn-based multi-agent reinforcement learning environments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: AEC API
Target entity description: AEC API is an agent-environment cycle programming interface style used in PettingZoo for turn-based multi-agent reinforcement learning environments.
  • A. AEC
    AEC was the common abbreviation for the United States Atomic Energy Commission, the federal agency that oversaw nuclear energy development and regulation in the mid-20th century.
  • B. AEC
    AEC is a European network and advocacy organization representing higher music education institutions such as conservatoires, academies, and music universities.
  • C. AEC
    AEC is a regional economic integration initiative among ASEAN member states aimed at creating a single market and production base to enhance competitiveness and economic growth in Southeast Asia.
  • D. AEC
    AEC is the independent federal agency responsible for conducting national elections and maintaining the electoral roll in Australia.
  • E. ATEC
    ATEC is a U.S. Army command responsible for testing and evaluating military equipment, systems, and technologies to ensure they are effective and reliable for operational use.
  • 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_69b3453c2a0c8190926b574c90766db9 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35640269c8190a88fc6b59070561b completed March 13, 2026, 12:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69b5f633a69c8190b062c2a78b0f8319 completed March 14, 2026, 11:58 p.m.
NEDg Description generation batch_69b5f6bcfa0481909d07ffb2a975a350 completed March 15, 2026, 12:01 a.m.
NED2 Entity disambiguation (via description) batch_69b5f733c660819081c68dc3ec342e12 completed March 15, 2026, 12:02 a.m.
Created at: March 12, 2026, 11:30 p.m.