Triple

T15624008
Position Surface form Disambiguated ID Type / Status
Subject Liu Cixin E375633 entity
Predicate notableWork P4 FINISHED
Object The Dark Forest
The Dark Forest is a hard science fiction novel by Chinese author Liu Cixin, best known as the second book in the Remembrance of Earth’s Past trilogy, exploring humanity’s response to an impending alien invasion through the lens of cosmic sociology and game theory.
E1167698 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: The Dark Forest | Statement: [Liu Cixin, notableWork, The Dark Forest]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Dark Forest
Context triple: [Liu Cixin, notableWork, The Dark Forest]
  • A. The Songs of Distant Earth
    The Songs of Distant Earth is a science fiction novel by Arthur C. Clarke that explores themes of interstellar travel, human colonization, and the emotional costs of leaving a dying Earth behind.
  • B. The Three-Body Problem
    The Three-Body Problem is a landmark science fiction novel by Chinese author Liu Cixin that explores humanity’s first contact with an alien civilization against the backdrop of China’s Cultural Revolution.
  • C. The Dosadi Experiment
    The Dosadi Experiment is a science fiction novel by Frank Herbert that explores themes of social engineering, oppression, and survival on a harsh, isolated planet.
  • D. Last Life in the Universe
    Last Life in the Universe is a 2003 Thai-Japanese art-house drama film directed by Pen-Ek Ratanaruang, known for its contemplative tone, minimalist storytelling, and exploration of loneliness and unlikely human connection.
  • E. Ringworld
    Ringworld is a science fiction megastructure concept, popularized by Larry Niven’s novel of the same name, depicting a vast artificial ring encircling a star to provide an enormous habitable surface area.
  • 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: The Dark Forest
Triple: [Liu Cixin, notableWork, The Dark Forest]
Generated description
The Dark Forest is a hard science fiction novel by Chinese author Liu Cixin, best known as the second book in the Remembrance of Earth’s Past trilogy, exploring humanity’s response to an impending alien invasion through the lens of cosmic sociology and game theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Dark Forest
Target entity description: The Dark Forest is a hard science fiction novel by Chinese author Liu Cixin, best known as the second book in the Remembrance of Earth’s Past trilogy, exploring humanity’s response to an impending alien invasion through the lens of cosmic sociology and game theory.
  • A. The Songs of Distant Earth
    The Songs of Distant Earth is a science fiction novel by Arthur C. Clarke that explores themes of interstellar travel, human colonization, and the emotional costs of leaving a dying Earth behind.
  • B. The Three-Body Problem
    The Three-Body Problem is a landmark science fiction novel by Chinese author Liu Cixin that explores humanity’s first contact with an alien civilization against the backdrop of China’s Cultural Revolution.
  • C. The Dosadi Experiment
    The Dosadi Experiment is a science fiction novel by Frank Herbert that explores themes of social engineering, oppression, and survival on a harsh, isolated planet.
  • D. Last Life in the Universe
    Last Life in the Universe is a 2003 Thai-Japanese art-house drama film directed by Pen-Ek Ratanaruang, known for its contemplative tone, minimalist storytelling, and exploration of loneliness and unlikely human connection.
  • E. Ringworld
    Ringworld is a science fiction megastructure concept, popularized by Larry Niven’s novel of the same name, depicting a vast artificial ring encircling a star to provide an enormous habitable surface area.
  • 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_69d85ccf2794819096cda4cbcb02d478 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e04e9cfd94819091459aa17a002eaf completed April 16, 2026, 2:51 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff5f3f65dc8190ac94db1d4d53d77f completed May 9, 2026, 4:22 p.m.
NEDg Description generation batch_69ff60188df48190a1cc891757a795d0 completed May 9, 2026, 4:26 p.m.
NED2 Entity disambiguation (via description) batch_69ff60938ef081908cd88cf8242bc785 completed May 9, 2026, 4:28 p.m.
Created at: April 10, 2026, 4:14 a.m.