Triple
T7060101
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Charles Stross |
E164193
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Dark State
"Dark State" is a science fiction novel by Charles Stross, part of his Empire Games series that blends alternate-history politics with high-tech espionage across parallel timelines.
|
E638249
|
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: Dark State | Statement: [Charles Stross, notableWork, Dark State]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Dark State Context triple: [Charles Stross, notableWork, Dark State]
-
A.
Deep Dark
Deep Dark is a rare, eerie underground biome in Minecraft characterized by low light, sculk blocks, and the presence of the powerful Warden mob.
-
B.
Dark Blues
Dark Blues is the traditional nickname for the Oxford University Rugby Football Club’s first team, reflecting the university’s dark blue sporting colors.
-
C.
After the Dark
After the Dark is a 2013 philosophical science-fiction thriller film that explores moral dilemmas through a series of apocalyptic thought experiments conducted by a high school philosophy class.
-
D.
Darkside
Darkside is a track by the American funeral doom metal band Funeral, known for its slow, heavy atmosphere and melancholic tone.
-
E.
Out of the Dark
Out of the Dark is a collection of essays by Helen Keller in which she reflects on socialism, social justice, and her political beliefs.
- 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: Dark State Triple: [Charles Stross, notableWork, Dark State]
Generated description
"Dark State" is a science fiction novel by Charles Stross, part of his Empire Games series that blends alternate-history politics with high-tech espionage across parallel timelines.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Dark State Target entity description: "Dark State" is a science fiction novel by Charles Stross, part of his Empire Games series that blends alternate-history politics with high-tech espionage across parallel timelines.
-
A.
Deep Dark
Deep Dark is a rare, eerie underground biome in Minecraft characterized by low light, sculk blocks, and the presence of the powerful Warden mob.
-
B.
Dark Blues
Dark Blues is the traditional nickname for the Oxford University Rugby Football Club’s first team, reflecting the university’s dark blue sporting colors.
-
C.
After the Dark
After the Dark is a 2013 philosophical science-fiction thriller film that explores moral dilemmas through a series of apocalyptic thought experiments conducted by a high school philosophy class.
-
D.
Darkside
Darkside is a track by the American funeral doom metal band Funeral, known for its slow, heavy atmosphere and melancholic tone.
-
E.
Out of the Dark
Out of the Dark is a collection of essays by Helen Keller in which she reflects on socialism, social justice, and her political beliefs.
- 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_69c688796c148190adb2f1596f595f22 |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e458ad9c81908c3f492b317ce291 |
completed | March 27, 2026, 8:11 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c788af20cc819084542035410aafbd |
completed | March 28, 2026, 7:52 a.m. |
| NEDg | Description generation | batch_69c78968b8588190b26afb5fe1a976db |
completed | March 28, 2026, 7:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c78a520b4081908b4822fb55c3dab9 |
completed | March 28, 2026, 7:59 a.m. |
Created at: March 27, 2026, 2:38 p.m.