proof blockPage 368%
This equation captures one of the core mathematical components of the system. Cnoise = Retrieve(a, L, K) = {(nk, dk)}K
Page and bbox are available; crop image is pending.
Noise-Aware In-Context Learning for Hallucination Mitigation in ALLMs explores A plug-and-play method uses noise-aware in-context learning to reduce hallucinations in auditory large language models without fine-tuning.. Commercial viability score: 7/10 in LLM Hallucination Mitigation.
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Canonical route: /paper/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
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Canonical ID noise-aware-in-context-learning-for-hallucination-mitigation-in-allms | Route /paper/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
REST example
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/buildability/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
Subject: Noise-Aware In-Context Learning for Hallucination Mitigation in ALLMs
Verdict
Watch
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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. Cnoise = Retrieve(a, L, K) = {(nk, dk)}K
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
Paper ref
noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
arXiv id
2604.09021
Generated at
2026-04-13T20:33:11.954Z
Evidence freshness
stale
Last verification
2026-04-13T20:33:11.954Z
Sources
4
References
0
Coverage
67%
Lineage hash
e349007c68436c1fb2c4be20711f8083b15a0ba62d3360ddd246724359c066fe
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
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Pending verification refs / 4 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. N X Freqk = i=1 I(∃w ∈Vk, w ∈yi) N
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. ˆy = arg max
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