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kategorie
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podkategorie
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pojęcia
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pojęcia

Cross-modal alignment

Technique for matching semantic features between different modalities to ensure analysis consistency.

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Multimodal latent representation

Compressed vector space where information from different modalities is fused into a unified semantic representation.

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Multimodal transformer models

Transformer-based architectures capable of simultaneously processing multiple modalities through cross-attention mechanisms.

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Sentiment dissonance

Detection of contradictions between sentiments expressed in different modalities (e.g., positive text with negative tone).

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Modal weighting

Strategy for assigning different weights to each modality based on their relevance for sentiment prediction.

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Multimodal contrastive learning

Training method that maximizes similarity between representations of the same sentiment and minimizes it between opposite sentiments.

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Shared space projection

Technique for projecting features from different modalities into a common vector space to facilitate their comparison.

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Multimodal anchor vector

Reference point in the latent space used to align representations from different modalities for sentiment.

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Sentiment Co-occurrence

Statistical analysis of the simultaneous frequency of occurrence of specific sentiments across different modalities.

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Trimodal Models

Architectures designed to simultaneously process three modalities (typically text, audio, and video) in sentiment analysis.

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