Triple

T17521124
Position Surface form Disambiguated ID Type / Status
Subject Soft Actor-Critic E426679 entity
Predicate advantageOverDeterministicMethods P127773 FINISHED
Object better exploration via entropy maximization LITERAL FINISHED

How this triple was built (2 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: better exploration via entropy maximization | Statement: [Soft Actor-Critic, advantageOverDeterministicMethods, better exploration via entropy maximization]
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: advantageOverDeterministicMethods
Context triple: [Soft Actor-Critic, advantageOverDeterministicMethods, better exploration via entropy maximization]
  • A. isDeterministic
    Indicates that the outcome of a process or function is fully determined by its inputs, with no randomness or variation between executions.
  • B. advantageOverItôIntegral
    Indicates that one mathematical construction or method possesses some benefit or superiority compared to the Itô integral in a given context.
  • C. stochastic
    Indicates that the relationship or process involves randomness or probabilistic behavior rather than being fully deterministic.
  • D. advantageOverAutoregressiveModels
    Indicates that one method, system, or approach possesses benefits or superior performance compared to autoregressive models.
  • E. advantageOverHMAC
    Indicates that one method, system, or approach provides a security or performance benefit compared to using HMAC.
  • F. None of above. chosen

Provenance (4 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_69d889de677081909b22d2657b1f0292 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e452d23cf08190925510344fa36f57 completed April 19, 2026, 3:58 a.m.
PD Predicate disambiguation batch_69e3b4f8b9888190aa8a45e09acf4319 completed April 18, 2026, 4:44 p.m.
PDg Predicate description generation batch_69e3bbb37d148190b7f38599c06594ee completed April 18, 2026, 5:13 p.m.
Created at: April 10, 2026, 5:49 a.m.