MMDS-Bench: Benchmarking Multimodal Large Language Models on Dynamic Stance in Social Media Interactions

arXiv:2608.30903 · cs.CL · Submitted 2026-08-31 · Read on arXiv

cs.CL

Submitted: 2026-08-31

Updated: 2026-08-31

Code: https://github.com/whu-yzding/MMDS-Bench

Terminology

• LLM judge — 22× in this paper · explained in 2 episodes
• Benchmark — 18× in this paper · explained in 2 episodes
• Accuracy — 17× in this paper · explained in 1 episode
• Multimodal Fusion — 11× in this paper · explained in 3 episodes
• Parent Understanding Score — 8× in this paper
• Reply Understanding Score — 8× in this paper
• Stance Reasoning Score — 7× in this paper
• Structured Reasoning — 6× in this paper · explained in 3 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Alignment — 4× in this paper · explained in 1 episode
• LLM-as-a-Judge — 4× in this paper · explained in 3 episodes
• Error Gap — 3× in this paper
• Grounding — 3× in this paper · explained in 3 episodes
• Benchmarking — 2× in this paper · explained in 4 episodes
• Bottleneck Score — 2× in this paper
• Calibration — 2× in this paper · explained in 7 episodes
• Core — 2× in this paper · explained in 2 episodes
• Hallucination — 2× in this paper · explained in 4 episodes
• Process Score — 2× in this paper
• Adam — 1× in this paper · explained in 2 episodes
• Conference on Computer Vision and Pattern Recognition — 1× in this paper
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Mixture of Experts — 1× in this paper · explained in 2 episodes
• Multimodal Dataset — 1× in this paper · explained in 2 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Stance in Replies and Quotes (SRQ): A New Dataset For Learning Stance in Twitter Conversations

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