Argument-Aware Semantic Alignment of Normative Texts: A Toulmin-Based Neuro-Symbolic Approach

arXiv:2608.29529 · cs.CL, cs.AI · Submitted 2026-08-30 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-08-30

Updated: 2026-08-30

Code: https://github.com/bshredder/Rosetta

Terminology

• Alignment — 30× in this paper · explained in 1 episode
• Semantic Alignment — 12× in this paper · explained in 3 episodes
• Core — 9× in this paper · explained in 2 episodes
• Robustness — 9× in this paper · explained in 5 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• F1 Score — 7× in this paper · explained in 3 episodes
• Feature Extraction — 6× in this paper · explained in 2 episodes
• Generalization — 4× in this paper · explained in 13 episodes
• Abstraction — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Aggregation — 2× in this paper · explained in 1 episode
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Feature Selection — 2× in this paper · explained in 4 episodes
• Neuro-symbolic approach — 2× in this paper · explained in 5 episodes
• Random Forest — 2× in this paper
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Strength of Relationship — 2× in this paper
• AUC — 1× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Alignment Problem — 1× in this paper · explained in 1 episode
• Annotator Agreement — 1× in this paper · explained in 1 episode
• Explainability — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Information Leakage — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• Ontology — 1× in this paper · explained in 2 episodes

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