Triple

T11002324
Position Surface form Disambiguated ID Type / Status
Subject Hamiltonian Monte Carlo E260030 entity
Predicate generalization P2372 FINISHED
Object No-U-Turn Sampler
The No-U-Turn Sampler is an adaptive variant of Hamiltonian Monte Carlo that automatically tunes trajectory lengths to efficiently explore complex probability distributions without manual parameter selection.
E898983 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: No-U-Turn Sampler | Statement: [Hamiltonian Monte Carlo, generalization, No-U-Turn Sampler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: No-U-Turn Sampler
Context triple: [Hamiltonian Monte Carlo, generalization, No-U-Turn Sampler]
  • A. Toinette
    Toinette is the sharp-witted, outspoken maid in Molière’s comedy "Le Malade imaginaire," known for her clever schemes and satirical commentary on her hypochondriac master.
  • B. The Roller
    "The Roller" is a 2011 rock single by English band Beady Eye, noted for its Beatlesque sound and status as one of the group's best-known songs.
  • C. Monte Carlo
    Monte Carlo is a famous district of Monaco renowned for its luxury casinos, upscale resorts, and role as a glamorous hub for high-end tourism and events like the Monaco Grand Prix.
  • D. Ripcord
    "Ripcord" is a song by the English rock band Radiohead, featured on their 1993 debut album Pablo Honey.
  • E. Touchstone
    Touchstone is a publishing imprint known for releasing a wide range of commercial fiction and nonfiction titles.
  • 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: No-U-Turn Sampler
Triple: [Hamiltonian Monte Carlo, generalization, No-U-Turn Sampler]
Generated description
The No-U-Turn Sampler is an adaptive variant of Hamiltonian Monte Carlo that automatically tunes trajectory lengths to efficiently explore complex probability distributions without manual parameter selection.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: No-U-Turn Sampler
Target entity description: The No-U-Turn Sampler is an adaptive variant of Hamiltonian Monte Carlo that automatically tunes trajectory lengths to efficiently explore complex probability distributions without manual parameter selection.
  • A. Toinette
    Toinette is the sharp-witted, outspoken maid in Molière’s comedy "Le Malade imaginaire," known for her clever schemes and satirical commentary on her hypochondriac master.
  • B. The Roller
    "The Roller" is a 2011 rock single by English band Beady Eye, noted for its Beatlesque sound and status as one of the group's best-known songs.
  • C. Monte Carlo
    Monte Carlo is a famous district of Monaco renowned for its luxury casinos, upscale resorts, and role as a glamorous hub for high-end tourism and events like the Monaco Grand Prix.
  • D. Ripcord
    "Ripcord" is a song by the English rock band Radiohead, featured on their 1993 debut album Pablo Honey.
  • E. Touchstone
    Touchstone is a publishing imprint known for releasing a wide range of commercial fiction and nonfiction titles.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d796d760008190930228fa77b61b8b completed April 9, 2026, 12:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3453d181081908cb58a957f4d1295 completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e35570b0bc8190a939b0c8e3ce8105 completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e359508a388190a16d48a17015e13e completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:25 p.m.