Variable Detection
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Benchmarks
SV-Ident
Most implemented
VADIS -- a VAriable Detection, Interlinking and Summarization system
Papers
Managing Ambiguity: A Proof of Concept of Human-AI Symbiotic Sense-making based on Quantum-Inspired Cognitive Mechanism of Rogue Variable Detection
Organizations increasingly operate in environments characterized by volatility, uncertainty, complexity, and ambiguity (VUCA), where early indicators of change often emerge as weak, fragmented signals. Although artificia…
Variable DetectionFair and Explainable Credit-Scoring under Concept Drift: Adaptive Explanation Frameworks for Evolving Populations
Evolving borrower behaviors, shifting economic conditions, and changing regulatory landscapes continuously reshape the data distributions underlying modern credit-scoring systems. Conventional explainability techniques, …
Variable DetectionA Composite Decomposition Method for Large-Scale Global Optimization
Cooperative co-evolution (CC) algorithms, based on the divide-and-conquer strategy, have emerged as the predominant approach to solving large-scale global optimization (LSGO) problems. The efficiency and accuracy of the …
global-optimizationProblem DecompositionVariable DetectionVADIS -- a VAriable Detection, Interlinking and Summarization system
The VADIS system addresses the demand of providing enhanced information access in the domain of the social sciences. This is achieved by allowing users to search and use survey variables in context of their underlying re…
SurveyVariable DetectionVaranalysis@SV-Ident 2022: Variable Detection and Disambiguation Based on Semantic Similarity
This paper describes an approach to the SV-Ident Shared Task which requires the detection and disambiguation of survey variables in sentences taken from social science publications. It deals with both subtasks as problem…
Semantic SimilaritySemantic Textual SimilaritySentenceSTS+1Overview of the SV-Ident 2022 Shared Task on Survey Variable Identification in Social Science Publications
In this paper, we provide an overview of the SV-Ident shared task as part of the 3rd Workshop on Scholarly Document Processing (SDP) at COLING 2022. In the shared task, participants were provided with a sentence and a vo…
SentenceVariable DetectionVariable Disambiguation