Triple

T7060093
Position Surface form Disambiguated ID Type / Status
Subject Charles Stross E164193 entity
Predicate notableWork P4 FINISHED
Object Season of Skulls
Season of Skulls is a 2023 science fantasy novel by Charles Stross set in his Laundry Files universe, blending occult espionage, alternate history, and dark humor.
E638242 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: Season of Skulls | Statement: [Charles Stross, notableWork, Season of Skulls]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Season of Skulls
Context triple: [Charles Stross, notableWork, Season of Skulls]
  • A. Platform of the Skulls
    Platform of the Skulls is a carved stone platform at the Maya archaeological site of Chichén Itzá, notable for its reliefs depicting rows of skulls associated with ritual sacrifice and warfare.
  • B. Pile O’ Bones
    Pile O’ Bones was the original name of Regina, Saskatchewan, reflecting its origins as a settlement near large piles of bison bones on the Canadian prairie.
  • C. Office of the Dead
    The Office of the Dead is a traditional set of prayers in the Roman Catholic liturgy, recited for the souls of the deceased, especially in connection with funerals and All Souls’ Day.
  • D. Bag of Bones
    Bag of Bones is a 1998 supernatural horror novel by Stephen King that follows a grieving novelist haunted by ghosts and buried secrets in a lakeside town.
  • E. The Yawning Grave
    "The Yawning Grave" is a haunting, atmospheric folk-rock song by Lord Huron known for its ghostly narrative and cinematic, Western-tinged sound.
  • 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: Season of Skulls
Triple: [Charles Stross, notableWork, Season of Skulls]
Generated description
Season of Skulls is a 2023 science fantasy novel by Charles Stross set in his Laundry Files universe, blending occult espionage, alternate history, and dark humor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Season of Skulls
Target entity description: Season of Skulls is a 2023 science fantasy novel by Charles Stross set in his Laundry Files universe, blending occult espionage, alternate history, and dark humor.
  • A. Platform of the Skulls
    Platform of the Skulls is a carved stone platform at the Maya archaeological site of Chichén Itzá, notable for its reliefs depicting rows of skulls associated with ritual sacrifice and warfare.
  • B. Pile O’ Bones
    Pile O’ Bones was the original name of Regina, Saskatchewan, reflecting its origins as a settlement near large piles of bison bones on the Canadian prairie.
  • C. Office of the Dead
    The Office of the Dead is a traditional set of prayers in the Roman Catholic liturgy, recited for the souls of the deceased, especially in connection with funerals and All Souls’ Day.
  • D. Bag of Bones
    Bag of Bones is a 1998 supernatural horror novel by Stephen King that follows a grieving novelist haunted by ghosts and buried secrets in a lakeside town.
  • E. The Yawning Grave
    "The Yawning Grave" is a haunting, atmospheric folk-rock song by Lord Huron known for its ghostly narrative and cinematic, Western-tinged sound.
  • 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.