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Robust Dual-Signal Fusion
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robust-dual-signal-fusion-f4fe9c0e·1 events·first seen 25h agoAliases: Robust Dual-Signal Fusion
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encoder-free early fusionFusionRSMultimodal GainRobust ClassificationCommonwealth Fusion Systemsforeground-background dual-agent voice architectureDual-Path SparseTCAMMulti-Faceted Interactivity Alignment in Full-Duplex Speech ModelsCross-Event Prompt FusionUnified Progressive Frequency BridgingSuperposition-Inspired Signal-to-Noise AccountPair Opt-dist
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RDS Fusion: Hybrid neuro-symbolic gating with compressed CoT for zero-shot irony detection
Researchers introduce the Robust Dual-Signal (RDS) Fusion framework, a hybrid neuro-symbolic architecture that compresses Chain-of-Thought reasoning without supervised fine-tuning for irony and sarcasm detection in social media text. Evaluated on TweetEval (N=734) and iSarcasm, the zero-shot system matches fine-tuned BERTweet performance and outperforms supervised SemEval transformer ensembles on the imbalanced iSarcasm dataset. A statistical ablation shows that only the full concurrent fusion of all three signals yields a validated improvement, with individual components providing no significant standalone gain.