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Emo-Jev: Probabilistic Reasoning for Emotion Classification with Jev

Jev offers an alternative interface for language understanding: given an input and predefined questions, it returns probabilistic decisions rather than free-form responses. Whether this interface can support effective reasoning for text classification against leading LLMs remains an open questions.

By Yazhou Zhang, Junhao YuarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 8, 2026.

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