Triple
T1835517
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gregory Benford |
E41056
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Galactic Center series
The Galactic Center series is a hard science fiction saga by Gregory Benford that explores humanity’s struggle against powerful machine intelligences near the core of the Milky Way galaxy.
|
E206705
|
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: Galactic Center series | Statement: [Gregory Benford, notableWork, Galactic Center series]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Galactic Center series Context triple: [Gregory Benford, notableWork, Galactic Center series]
-
A.
Baade’s Window
Baade’s Window is a relatively dust-free region of the Milky Way’s central bulge that provides a clear observational “window” for studying the galaxy’s core and its stellar populations.
-
B.
Galaxia
Galaxia is a fictional, galaxy-spanning group consciousness proposed in Isaac Asimov’s science fiction universe as an ultimate evolutionary step for intelligent life.
-
C.
Cosmos franchise
The Cosmos franchise is a popular science documentary series brand, best known for its visually rich, narrative-driven explorations of the universe and the history of scientific discovery.
-
D.
The Centaurus
The Centaurus is a prominent mixed-use complex in Islamabad, Pakistan, featuring high-rise towers that house a shopping mall, residential apartments, offices, and a hotel.
-
E.
Andromeda XXI
Andromeda XXI is a faint dwarf satellite galaxy of the Andromeda Galaxy located within the Local Group of galaxies.
- 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: Galactic Center series Triple: [Gregory Benford, notableWork, Galactic Center series]
Generated description
The Galactic Center series is a hard science fiction saga by Gregory Benford that explores humanity’s struggle against powerful machine intelligences near the core of the Milky Way galaxy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Galactic Center series Target entity description: The Galactic Center series is a hard science fiction saga by Gregory Benford that explores humanity’s struggle against powerful machine intelligences near the core of the Milky Way galaxy.
-
A.
Baade’s Window
Baade’s Window is a relatively dust-free region of the Milky Way’s central bulge that provides a clear observational “window” for studying the galaxy’s core and its stellar populations.
-
B.
Galaxia
Galaxia is a fictional, galaxy-spanning group consciousness proposed in Isaac Asimov’s science fiction universe as an ultimate evolutionary step for intelligent life.
-
C.
Cosmos franchise
The Cosmos franchise is a popular science documentary series brand, best known for its visually rich, narrative-driven explorations of the universe and the history of scientific discovery.
-
D.
The Centaurus
The Centaurus is a prominent mixed-use complex in Islamabad, Pakistan, featuring high-rise towers that house a shopping mall, residential apartments, offices, and a hotel.
-
E.
Andromeda XXI
Andromeda XXI is a faint dwarf satellite galaxy of the Andromeda Galaxy located within the Local Group of galaxies.
- 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_69adc9b4b4f08190a0e5ad50de5c0ba8 |
completed | March 8, 2026, 7:10 p.m. |
| NEDg | Description generation | batch_69adcd9359b88190ad312ff0389ff1a6 |
completed | March 8, 2026, 7:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69adce11558c8190bd8c6341837eb792 |
completed | March 8, 2026, 7:29 p.m. |
Created at: March 4, 2026, 7:33 p.m.