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cs.CL 1

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2026 1

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NTDH: Complex Reasoning for Comprehensive Affective Analysis

cs.CL · 2026-08-05 · conditional · novelty 6.0

NTDH builds verified reasoning traces from gold labels and tolerance-aware rewards, and its Qwen3-8B policy reaches 0.862 Pearson correlation on emotion-intensity regression using roughly 14 times less training data than EmoLLM.

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  • NTDH: Complex Reasoning for Comprehensive Affective Analysis cs.CL · 2026-08-05 · conditional · none · ref 3

    NTDH builds verified reasoning traces from gold labels and tolerance-aware rewards, and its Qwen3-8B policy reaches 0.862 Pearson correlation on emotion-intensity regression using roughly 14 times less training data than EmoLLM.