Triple
T12797697
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stuart Kauffman |
E305931
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object |
NK model of fitness landscapes
The NK model of fitness landscapes is a theoretical framework in evolutionary biology and complex systems that represents how the fitness of an organism depends on interactions among multiple genes, allowing the study of rugged adaptive landscapes and evolutionary dynamics.
|
E1002070
|
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: NK model of fitness landscapes | Statement: [Stuart Kauffman, knownFor, NK model of fitness landscapes]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: NK model of fitness landscapes Context triple: [Stuart Kauffman, knownFor, NK model of fitness landscapes]
-
A.
nearly neutral theory of molecular evolution
The nearly neutral theory of molecular evolution is an extension of neutral theory that posits most evolutionary changes at the molecular level are due to mutations with very slight deleterious or advantageous effects whose fate is strongly influenced by genetic drift and population size.
-
B.
Natural Selection: Domains, Levels, and Challenges
Natural Selection: Domains, Levels, and Challenges is an influential book by evolutionary biologist George C. Williams that analyzes how natural selection operates across different biological levels and conceptual domains, highlighting theoretical issues and challenges in evolutionary theory.
-
C.
Hill–Robertson interference
Hill–Robertson interference is an evolutionary genetics concept describing how linkage between loci in finite populations reduces the efficiency of natural selection by causing beneficial and deleterious mutations to interfere with each other's fixation.
-
D.
Fisher's fundamental theorem of natural selection
Fisher's fundamental theorem of natural selection is a key principle in evolutionary biology stating that the rate of increase in fitness of a population is proportional to its genetic variance in fitness.
-
E.
Unified Neutral Theory of Biodiversity and Biogeography
Unified Neutral Theory of Biodiversity and Biogeography is an influential ecological theory proposing that biodiversity patterns and species abundances can be explained by assuming ecological equivalence among individuals regardless of species.
- 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: NK model of fitness landscapes Triple: [Stuart Kauffman, knownFor, NK model of fitness landscapes]
Generated description
The NK model of fitness landscapes is a theoretical framework in evolutionary biology and complex systems that represents how the fitness of an organism depends on interactions among multiple genes, allowing the study of rugged adaptive landscapes and evolutionary dynamics.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: NK model of fitness landscapes Target entity description: The NK model of fitness landscapes is a theoretical framework in evolutionary biology and complex systems that represents how the fitness of an organism depends on interactions among multiple genes, allowing the study of rugged adaptive landscapes and evolutionary dynamics.
-
A.
nearly neutral theory of molecular evolution
The nearly neutral theory of molecular evolution is an extension of neutral theory that posits most evolutionary changes at the molecular level are due to mutations with very slight deleterious or advantageous effects whose fate is strongly influenced by genetic drift and population size.
-
B.
Natural Selection: Domains, Levels, and Challenges
Natural Selection: Domains, Levels, and Challenges is an influential book by evolutionary biologist George C. Williams that analyzes how natural selection operates across different biological levels and conceptual domains, highlighting theoretical issues and challenges in evolutionary theory.
-
C.
Hill–Robertson interference
Hill–Robertson interference is an evolutionary genetics concept describing how linkage between loci in finite populations reduces the efficiency of natural selection by causing beneficial and deleterious mutations to interfere with each other's fixation.
-
D.
Fisher's fundamental theorem of natural selection
Fisher's fundamental theorem of natural selection is a key principle in evolutionary biology stating that the rate of increase in fitness of a population is proportional to its genetic variance in fitness.
-
E.
Unified Neutral Theory of Biodiversity and Biogeography
Unified Neutral Theory of Biodiversity and Biogeography is an influential ecological theory proposing that biodiversity patterns and species abundances can be explained by assuming ecological equivalence among individuals regardless of species.
- 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_69d7bdf366888190a8cccb982606889c |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d96e6f858c8190915ede38e9a6a2df |
completed | April 10, 2026, 9:41 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6850d6ebc8190aaffcac09f4b15eb |
completed | May 2, 2026, 11:13 p.m. |
| NEDg | Description generation | batch_69f6863fada48190afe2ff7896a60094 |
completed | May 2, 2026, 11:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f686bcac94819088782273effbb06a |
completed | May 2, 2026, 11:20 p.m. |
Created at: April 9, 2026, 5:30 p.m.