Papers with Hallucinated object mentions
CEBC: Conformal Evidence-Bounded Control for Low-Hallucination Vision–Language Generation (2026.acl-long)
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| Challenge: | Existing mitigation approaches reduce hallucinated object mentions at the cost of degraded generation quality or require expensive retraining and task-specific supervision. |
| Approach: | They propose a lightweight framework for low-hallucination vision–language generation . it uses evidence-bounded minimal editing to revise or suppress unsupported referenced entities . |
| Outcome: | The proposed framework reduces hallucinations while maintaining or improving quality metrics. |