Triple

T9548681
Position Surface form Disambiguated ID Type / Status
Subject Hal Clement E230361 entity
Predicate notableWork P4 FINISHED
Object Small Changes
"Small Changes" is a hard science fiction novel by Hal Clement, known for its rigorous scientific detail and exploration of alien environments and biology.
E805520 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: Small Changes | Statement: [Hal Clement, notableWork, Small Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Small Changes
Context triple: [Hal Clement, notableWork, Small Changes]
  • A. Some Changes
    "Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
  • B. Small Change
    Small Change is a 1976 French film by François Truffaut that tenderly portrays the everyday lives and emotional worlds of children in a small town.
  • C. Small Change
    Small Change is a 1976 Tom Waits album known for its jazz-inflected, piano-driven songs and vivid, noir-style storytelling.
  • D. One New Change
    One New Change is a major modern retail and office complex in the City of London, known for its shopping centre and rooftop terrace with views of St Paul’s Cathedral.
  • E. Some Things Just Don’t Change
    "Some Things Just Don’t Change" is a track from Killswitch Engage guitarist Adam Dutkiewicz’s metalcore side project Soulfire, showcasing his melodic yet heavy songwriting style.
  • 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: Small Changes
Triple: [Hal Clement, notableWork, Small Changes]
Generated description
"Small Changes" is a hard science fiction novel by Hal Clement, known for its rigorous scientific detail and exploration of alien environments and biology.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Small Changes
Target entity description: "Small Changes" is a hard science fiction novel by Hal Clement, known for its rigorous scientific detail and exploration of alien environments and biology.
  • A. Some Changes
    "Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
  • B. Small Change
    Small Change is a 1976 French film by François Truffaut that tenderly portrays the everyday lives and emotional worlds of children in a small town.
  • C. Small Change
    Small Change is a 1976 Tom Waits album known for its jazz-inflected, piano-driven songs and vivid, noir-style storytelling.
  • D. One New Change
    One New Change is a major modern retail and office complex in the City of London, known for its shopping centre and rooftop terrace with views of St Paul’s Cathedral.
  • E. Some Things Just Don’t Change
    "Some Things Just Don’t Change" is a track from Killswitch Engage guitarist Adam Dutkiewicz’s metalcore side project Soulfire, showcasing his melodic yet heavy songwriting style.
  • 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_69ca847c70b8819088a0a0bad64a50d6 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd99059138819088ae54b26df979cf completed April 1, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69d14c7be5008190a16036525fd9059e completed April 4, 2026, 5:38 p.m.
NEDg Description generation batch_69d14d4576488190a000f733ece39620 completed April 4, 2026, 5:41 p.m.
NED2 Entity disambiguation (via description) batch_69d14dda805c81908093eb146915fdda completed April 4, 2026, 5:43 p.m.
Created at: March 30, 2026, 8:02 p.m.