Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation explores A training-free framework that mitigates multimodal LLM hallucinations by dynamically perturbing text to stabilize visual grounding.. Commercial viability score: 7/10 in LLM Hallucination Mitigation.
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}Paper proof page receipt window
/buildability/decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
Subject: Decoding by Perturbation: Mitigating MLLM Hallucinations via Dynamic Textual Perturbation
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. ) } &= \log P _ \t heta (\cdot \mid I, x^{(m)}, y_{<t}) \\ A_t^{(m)} &= \text {Attention}(\cdot \mid I, x^{(m)}, y_{<t})
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Receipt path
/buildability/decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
Paper ref
decoding-by-perturbation-mitigating-mllm-hallucinations-via-dynamic-textual-perturbation
arXiv id
2604.12424
Generated at
2026-04-15T16:59:33.143Z
Evidence freshness
stale
Last verification
2026-04-15T16:59:33.143Z
Sources
3
References
0
Coverage
50%
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467f37f3538ca4dc7cd46eb7ea6511f2f1aea7425151ea1ee0f30c89c1ebe34b
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This equation captures one of the core mathematical components of the system. _{eff }(p_{t})\le \delta \quad (\text {High Certainty}),\\ \mathcal {T}_{3}(x),&\text {if } N_{eff}(p_{t})>\delta \quad
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This equation captures one of the core mathematical components of the system. e x t { Re p lace}(x; w \rightarrow w'), \quad \text {s.t.} \quad w \in \Omega _k, w' \sim q_k(\cdot |w)
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