Structured Sentiment Analysis Using Sequence Labeling as Dependency Graph Parsing

arXiv:2610.11695 · cs.CL · Submitted 2026-10-08 · Read on arXiv

cs.CL

Submitted: 2026-10-08

Updated: 2026-10-08

Code: https://github.com/jerbarnes/semeval22_structured_sentiment

Terminology

Sentiment Analysis — 68× in this paper
Natural Language Processing — 10× in this paper
Embeddings — 6× in this paper · explained in 2 episodes
Transformer — 4× in this paper · explained in 2 episodes
Data Augmentation — 3× in this paper · explained in 7 episodes
Accuracy — 2× in this paper · explained in 1 episode
Contrastive Learning — 2× in this paper · explained in 5 episodes
European Language Resources Association — 2× in this paper
Attention Mechanism — 1× in this paper · explained in 3 episodes
Benchmark — 1× in this paper · explained in 2 episodes
European Research Council — 1× in this paper
Explainability — 1× in this paper · explained in 3 episodes
Knowledge Graph — 1× in this paper · explained in 7 episodes
Low-Resource Languages — 1× in this paper · explained in 4 episodes
Multimodal Learning — 1× in this paper · explained in 2 episodes
Redundancy — 1× in this paper · explained in 2 episodes
Regularization — 1× in this paper · explained in 3 episodes
Reinforcement Learning — 1× in this paper · explained in 4 episodes
Representation Learning — 1× in this paper · explained in 2 episodes
Sparsity — 1× in this paper · explained in 4 episodes
Structural Constraints — 1× in this paper · explained in 2 episodes

Sources

Sparse Fuzzy Attention for Structured Sentiment Analysis

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