Triple

T5823678
Position Surface form Disambiguated ID Type / Status
Subject Stability and Complexity in Model Ecosystems E129168 entity
Predicate influencedBy P9 FINISHED
Object Lotka–Volterra models
Lotka–Volterra models are a set of differential equations in mathematical biology that describe the dynamics of interacting species, such as predator–prey and competitive relationships, and are foundational for theoretical ecology.
E548443 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: Lotka–Volterra models | Statement: [Stability and Complexity in Model Ecosystems, influencedBy, Lotka–Volterra models]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lotka–Volterra models
Context triple: [Stability and Complexity in Model Ecosystems, influencedBy, Lotka–Volterra models]
  • A. Hairston–Smith–Slobodkin hypothesis
    The Hairston–Smith–Slobodkin hypothesis is an influential ecological theory proposing that predators keep herbivore populations in check, allowing plant biomass to flourish and helping explain why the world is "green."
  • B. Stability and Complexity in Model Ecosystems
    Stability and Complexity in Model Ecosystems is a landmark 1973 book by theoretical ecologist Robert May that uses mathematical models to challenge the assumption that more complex ecosystems are inherently more stable.
  • C. "Growth and Regulation of Animal Populations"
    "Growth and Regulation of Animal Populations" is an influential ecological monograph by Lawrence B. Slobodkin that helped establish modern population ecology by analyzing how biological and environmental factors control animal population dynamics.
  • D. Species Packing and Competitive Equilibrium for Many Species
    "Species Packing and Competitive Equilibrium for Many Species" is a foundational ecological theory paper that analyzes how numerous species can coexist by partitioning resources and reaching competitive equilibrium within shared environments.
  • E. theoretical ecology
    Theoretical ecology is a branch of ecology that uses mathematical models and abstract concepts to understand and predict the dynamics, interactions, and organization of ecological systems.
  • 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: Lotka–Volterra models
Triple: [Stability and Complexity in Model Ecosystems, influencedBy, Lotka–Volterra models]
Generated description
Lotka–Volterra models are a set of differential equations in mathematical biology that describe the dynamics of interacting species, such as predator–prey and competitive relationships, and are foundational for theoretical ecology.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lotka–Volterra models
Target entity description: Lotka–Volterra models are a set of differential equations in mathematical biology that describe the dynamics of interacting species, such as predator–prey and competitive relationships, and are foundational for theoretical ecology.
  • A. Hairston–Smith–Slobodkin hypothesis
    The Hairston–Smith–Slobodkin hypothesis is an influential ecological theory proposing that predators keep herbivore populations in check, allowing plant biomass to flourish and helping explain why the world is "green."
  • B. Stability and Complexity in Model Ecosystems
    Stability and Complexity in Model Ecosystems is a landmark 1973 book by theoretical ecologist Robert May that uses mathematical models to challenge the assumption that more complex ecosystems are inherently more stable.
  • C. "Growth and Regulation of Animal Populations"
    "Growth and Regulation of Animal Populations" is an influential ecological monograph by Lawrence B. Slobodkin that helped establish modern population ecology by analyzing how biological and environmental factors control animal population dynamics.
  • D. Species Packing and Competitive Equilibrium for Many Species
    "Species Packing and Competitive Equilibrium for Many Species" is a foundational ecological theory paper that analyzes how numerous species can coexist by partitioning resources and reaching competitive equilibrium within shared environments.
  • E. theoretical ecology
    Theoretical ecology is a branch of ecology that uses mathematical models and abstract concepts to understand and predict the dynamics, interactions, and organization of ecological systems.
  • 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_69c0084869e881908d7859492183ca7b completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c03418d410819092b6f5f6db45ed39 completed March 22, 2026, 6:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0985ab01c8190ac03cb95427c688d completed March 23, 2026, 1:33 a.m.
NEDg Description generation batch_69c0993ebad08190a5470e0e345b6211 completed March 23, 2026, 1:37 a.m.
NED2 Entity disambiguation (via description) batch_69c09a13a19c8190a04807755d16fb95 completed March 23, 2026, 1:40 a.m.
Created at: March 22, 2026, 3:53 p.m.