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Zero-Shot Visualization: Exploring Text Corpora with User-Prompted Axes
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visualizationlarge language modelstext explorationsemantic analysis
2610.06889
Builder Relevance
1h ago80%
Abstract
The paper introduces zero-shot visualization (ZSV) for visual exploration of textual corpora using large language models.
Reality Card
Core Claim
Scoring based on next-token probabilities provides the strongest practical trade-off for visualizing textual corpora based on user-specified concepts.
Method / Result
Identified next-token probabilities as the optimal scoring method across multiple datasets.
Limitations
The complexity of implementing a ZSV system may hinder reproducibility due to various design choices and trade-offs.
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