Triple

T4470330
Position Surface form Disambiguated ID Type / Status
Subject PPO E98478 entity
Predicate primaryAuthors P12787 FINISHED
Object Prafulla Dhariwal
Prafulla Dhariwal is an AI researcher and engineer known for his influential work at OpenAI on reinforcement learning and generative models, including contributions to systems like PPO and DALL·E.
E441105 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: Prafulla Dhariwal | Statement: [PPO, primaryAuthors, Prafulla Dhariwal]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Prafulla Dhariwal
Context triple: [PPO, primaryAuthors, Prafulla Dhariwal]
  • A. Piyush Mishra
    Piyush Mishra is an Indian actor, lyricist, singer, and theatre artist known for his intense performances and distinctive songwriting in Hindi cinema and theatre.
  • B. Amit Sahai
    Amit Sahai is a prominent computer scientist known for his foundational contributions to cryptography, particularly in obfuscation and secure computation.
  • C. Bharat Ramaswami
    Bharat Ramaswami is an Indian economist known for his research in agricultural economics, development policy, and trade, and for his long association with leading academic institutions in India.
  • D. Anindya Bose
    Anindya Bose is an Indian musician and songwriter best known as a former member of the Bengali rock band Bangla band Shahar.
  • E. Harsh Jain
    Harsh Jain is an Indian entrepreneur best known as the co-founder and CEO of Dream Sports, the parent company of fantasy sports platform Dream11.
  • 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: Prafulla Dhariwal
Triple: [PPO, primaryAuthors, Prafulla Dhariwal]
Generated description
Prafulla Dhariwal is an AI researcher and engineer known for his influential work at OpenAI on reinforcement learning and generative models, including contributions to systems like PPO and DALL·E.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Prafulla Dhariwal
Target entity description: Prafulla Dhariwal is an AI researcher and engineer known for his influential work at OpenAI on reinforcement learning and generative models, including contributions to systems like PPO and DALL·E.
  • A. Piyush Mishra
    Piyush Mishra is an Indian actor, lyricist, singer, and theatre artist known for his intense performances and distinctive songwriting in Hindi cinema and theatre.
  • B. Amit Sahai
    Amit Sahai is a prominent computer scientist known for his foundational contributions to cryptography, particularly in obfuscation and secure computation.
  • C. Bharat Ramaswami
    Bharat Ramaswami is an Indian economist known for his research in agricultural economics, development policy, and trade, and for his long association with leading academic institutions in India.
  • D. Anindya Bose
    Anindya Bose is an Indian musician and songwriter best known as a former member of the Bengali rock band Bangla band Shahar.
  • E. Harsh Jain
    Harsh Jain is an Indian entrepreneur best known as the co-founder and CEO of Dream Sports, the parent company of fantasy sports platform Dream11.
  • 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_69b357e4be748190b31aa83d6a8bee53 completed March 13, 2026, 12:18 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.