Triple
T1835541
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gregory Benford |
E41056
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Beyond Infinity
Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
|
E205193
|
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: Beyond Infinity | Statement: [Gregory Benford, notableWork, Beyond Infinity]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Beyond Infinity Context triple: [Gregory Benford, notableWork, Beyond Infinity]
-
A.
The Infinite Plan
The Infinite Plan is a novel by Isabel Allende that follows the tumultuous life of a man seeking identity and meaning against the backdrop of mid-20th-century American social and political upheaval.
-
B.
Continuum
Continuum is John Mayer’s critically acclaimed 2006 studio album that blends blues, rock, and pop influences and features songs like “Gravity” and “Waiting on the World to Change.”
-
C.
Until the End of Time
"Until the End of Time" is a posthumous double album by American rapper Tupac Shakur, featuring previously unreleased material and remixes that further cemented his legacy in hip-hop.
-
D.
Orders of Infinity
"Orders of Infinity" is a mathematical treatise by G. H. Hardy that systematically develops the theory of divergent series and the comparative growth rates of functions in analysis.
-
E.
Elysium
Elysium is a 2013 science fiction film directed by Neill Blomkamp, set in a dystopian future where a wealthy elite live on a luxurious space habitat while the rest of humanity struggles on an overpopulated, ruined Earth.
- 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: Beyond Infinity Triple: [Gregory Benford, notableWork, Beyond Infinity]
Generated description
Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Beyond Infinity Target entity description: Beyond Infinity is a hard science fiction novel by Gregory Benford that explores far-future cosmic evolution, advanced technology, and humanity’s place in an expanding universe.
-
A.
The Infinite Plan
The Infinite Plan is a novel by Isabel Allende that follows the tumultuous life of a man seeking identity and meaning against the backdrop of mid-20th-century American social and political upheaval.
-
B.
Continuum
Continuum is John Mayer’s critically acclaimed 2006 studio album that blends blues, rock, and pop influences and features songs like “Gravity” and “Waiting on the World to Change.”
-
C.
Until the End of Time
"Until the End of Time" is a posthumous double album by American rapper Tupac Shakur, featuring previously unreleased material and remixes that further cemented his legacy in hip-hop.
-
D.
Orders of Infinity
"Orders of Infinity" is a mathematical treatise by G. H. Hardy that systematically develops the theory of divergent series and the comparative growth rates of functions in analysis.
-
E.
Elysium
Elysium is a 2013 science fiction film directed by Neill Blomkamp, set in a dystopian future where a wealthy elite live on a luxurious space habitat while the rest of humanity struggles on an overpopulated, ruined Earth.
- 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_69a88647f9388190909bc36e795bdaec |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb026aa7c8190bc988d3ee0fd9f41 |
completed | March 7, 2026, 4:57 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69adc9b6dc9481908a83e60aee326bc4 |
completed | March 8, 2026, 7:10 p.m. |
| NEDg | Description generation | batch_69adcaef04e88190a88f789a6370bafb |
completed | March 8, 2026, 7:15 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adcb8e053c819082a3d4b36afe35be |
completed | March 8, 2026, 7:18 p.m. |
Created at: March 4, 2026, 7:33 p.m.