Triple

T17693758
Position Surface form Disambiguated ID Type / Status
Subject Actor-Critic using Kronecker-Factored Trust Region E441103 entity
Predicate introducedBy P513 FINISHED
Object Elman Mansimov
Elman Mansimov is a machine learning researcher known for his contributions to deep reinforcement learning, including the development of the Actor-Critic using Kronecker-Factored Trust Region (ACKTR) algorithm.
E1282273 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: Elman Mansimov | Statement: [Actor-Critic using Kronecker-Factored Trust Region, introducedBy, Elman Mansimov]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Elman Mansimov
Context triple: [Actor-Critic using Kronecker-Factored Trust Region, introducedBy, Elman Mansimov]
  • A. Abdul-Halim Sadulayev
    Abdul-Halim Sadulayev was a Chechen Islamist leader who briefly served as president of the unrecognized Chechen Republic of Ichkeria during the Second Chechen War.
  • B. Faizullah Khojaev
    Faizullah Khojaev was an Uzbek Soviet politician and former leader of the Bukharan People's Soviet Republic who became a prominent victim of Stalin's Great Purge.
  • C. Mintimer Shaimiev
    Mintimer Shaimiev is a Russian Tatar statesman who served as the first President of the Republic of Tatarstan and played a key role in negotiating its autonomous status within the Russian Federation.
  • D. Murtuza Mukhtarov
    Murtuza Mukhtarov was a prominent Azerbaijani oil baron and philanthropist of the late 19th and early 20th centuries, known for his significant contributions to Baku’s architectural and cultural heritage.
  • E. Elchin Babayev
    Elchin Babayev is an Azerbaijani academic and administrator who serves as the rector of Baku State University.
  • 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: Elman Mansimov
Triple: [Actor-Critic using Kronecker-Factored Trust Region, introducedBy, Elman Mansimov]
Generated description
Elman Mansimov is a machine learning researcher known for his contributions to deep reinforcement learning, including the development of the Actor-Critic using Kronecker-Factored Trust Region (ACKTR) algorithm.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Elman Mansimov
Target entity description: Elman Mansimov is a machine learning researcher known for his contributions to deep reinforcement learning, including the development of the Actor-Critic using Kronecker-Factored Trust Region (ACKTR) algorithm.
  • A. Abdul-Halim Sadulayev
    Abdul-Halim Sadulayev was a Chechen Islamist leader who briefly served as president of the unrecognized Chechen Republic of Ichkeria during the Second Chechen War.
  • B. Faizullah Khojaev
    Faizullah Khojaev was an Uzbek Soviet politician and former leader of the Bukharan People's Soviet Republic who became a prominent victim of Stalin's Great Purge.
  • C. Mintimer Shaimiev
    Mintimer Shaimiev is a Russian Tatar statesman who served as the first President of the Republic of Tatarstan and played a key role in negotiating its autonomous status within the Russian Federation.
  • D. Murtuza Mukhtarov
    Murtuza Mukhtarov was a prominent Azerbaijani oil baron and philanthropist of the late 19th and early 20th centuries, known for his significant contributions to Baku’s architectural and cultural heritage.
  • E. Elchin Babayev
    Elchin Babayev is an Azerbaijani academic and administrator who serves as the rector of Baku State University.
  • 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_69d8b9e940b081908b862bb0e6e89b0d completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e4715485d88190b9b6f347ff85d7c7 completed April 19, 2026, 6:08 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0223347be881908f3c227ca7240e61 completed May 11, 2026, 6:43 p.m.
NEDg Description generation batch_6a0225e434288190b4d2e64c638618ad completed May 11, 2026, 6:54 p.m.
NED2 Entity disambiguation (via description) batch_6a0226bb01d881909d8bf1a0291ff14e completed May 11, 2026, 6:58 p.m.
Created at: April 10, 2026, 10:04 a.m.