Visual Framing for News Stance Detection via Image Generation

arXiv:2609.00685 · cs.CL, cs.AI, cs.CV, cs.CY · Submitted 2026-09-01 · Read on arXiv

cs.CL, cs.AI, cs.CV, cs.CY

Submitted: 2026-09-01

Updated: 2026-09-01

Comments: EMNLP 2026

Code: https://github.com/ssu-humane/VFStance

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 25× in this paper · explained in 1 episode
• Ablation — 11× in this paper · explained in 1 episode
• Embeddings — 10× in this paper · explained in 2 episodes
• F1 Score — 7× in this paper · explained in 3 episodes
• Transformer — 6× in this paper · explained in 2 episodes
• Actor — 3× in this paper · explained in 3 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Board of Audit and Inspection — 2× in this paper
• Consistency — 2× in this paper · explained in 3 episodes
• Contrastive Learning — 2× in this paper · explained in 5 episodes
• Core — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Multimodal Reasoning — 2× in this paper · explained in 5 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Abstention — 1× in this paper · explained in 1 episode
• AdamW Optimizer — 1× in this paper · explained in 1 episode
• Cooperation — 1× in this paper · explained in 2 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• In-Context Learning — 1× in this paper · explained in 4 episodes
• Model-Agnostic — 1× in this paper · explained in 2 episodes
• Multimodal Fusion — 1× in this paper · explained in 3 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Regret — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Trace — 1× in this paper · explained in 2 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• RoBERTa: A Robustly Optimized BERT Pretraining Approach
• Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks

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