Triple
T11492777
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Bruce Sterling |
E272455
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Heavy Weather
Heavy Weather is a 1994 science fiction novel by Bruce Sterling that explores a near-future world transformed by extreme climate change and storm-chasing culture.
|
E929004
|
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: Heavy Weather | Statement: [Bruce Sterling, notableWork, Heavy Weather]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Heavy Weather Context triple: [Bruce Sterling, notableWork, Heavy Weather]
-
A.
Heavy Weather
Heavy Weather is a comic novel by P. G. Wodehouse set at Blandings Castle, featuring Lord Emsworth, his prize pig the Empress of Blandings, and a tangle of romantic and criminal misadventures.
-
B.
Heavy Weather (album)
Heavy Weather is a landmark 1977 jazz fusion album by Weather Report, renowned for its innovative compositions, virtuosic performances (including Jaco Pastorius’s iconic bass work), and enduring influence on modern jazz.
-
C.
Stormy
"Stormy" is a popular 1968 soft rock ballad, best known as a hit single by the Atlanta Rhythm Section co-written and produced by Buddy Buie.
-
D.
Strange Weather
Strange Weather is a collection of four horror and dark fantasy novellas by Joe Hill that explore unsettling, supernatural twists on everyday life.
-
E.
Thunder and Rain
Thunder and Rain is a contemporary Western-themed novel by Charles Martin that blends suspense, romance, and redemption in a modern Texas setting.
- 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: Heavy Weather Triple: [Bruce Sterling, notableWork, Heavy Weather]
Generated description
Heavy Weather is a 1994 science fiction novel by Bruce Sterling that explores a near-future world transformed by extreme climate change and storm-chasing culture.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Heavy Weather Target entity description: Heavy Weather is a 1994 science fiction novel by Bruce Sterling that explores a near-future world transformed by extreme climate change and storm-chasing culture.
-
A.
Heavy Weather
Heavy Weather is a comic novel by P. G. Wodehouse set at Blandings Castle, featuring Lord Emsworth, his prize pig the Empress of Blandings, and a tangle of romantic and criminal misadventures.
-
B.
Heavy Weather (album)
Heavy Weather is a landmark 1977 jazz fusion album by Weather Report, renowned for its innovative compositions, virtuosic performances (including Jaco Pastorius’s iconic bass work), and enduring influence on modern jazz.
-
C.
Stormy
"Stormy" is a popular 1968 soft rock ballad, best known as a hit single by the Atlanta Rhythm Section co-written and produced by Buddy Buie.
-
D.
Strange Weather
Strange Weather is a collection of four horror and dark fantasy novellas by Joe Hill that explore unsettling, supernatural twists on everyday life.
-
E.
Thunder and Rain
Thunder and Rain is a contemporary Western-themed novel by Charles Martin that blends suspense, romance, and redemption in a modern Texas setting.
- 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_69d6aae1b09881909ce2ded3fa0c14fa |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d85a21fb048190acb0960aefd4fe0a |
completed | April 10, 2026, 2:02 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e6047d95548190b445aa3b4f1e71cc |
completed | April 20, 2026, 10:48 a.m. |
| NEDg | Description generation | batch_69e610a6de0c8190aabda7ef7b7063a6 |
completed | April 20, 2026, 11:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e61842b8848190b454cee480c69f7a |
completed | April 20, 2026, 12:12 p.m. |
Created at: April 8, 2026, 9:36 p.m.