When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs explores A new benchmark system for diagnosing and mitigating prompt-induced hallucinations in vision-language models (LVLMs).. Commercial viability score: 5/10 in AI Hallucination Mitigation.
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Page Freshness
Canonical route: /paper/when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms | Route /paper/when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/when-prompts-override-vision-prompt-induced-hallucinations-in-lvlmsMCP example
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"query": "When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs",
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}Paper proof page receipt window
/buildability/when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms
Subject: When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms
Paper ref
when-prompts-override-vision-prompt-induced-hallucinations-in-lvlms
arXiv id
2604.21911
Generated at
2026-04-24T20:25:17.547Z
Evidence freshness
fresh
Last verification
2026-04-24T20:25:17.547Z
Sources
3
References
0
Coverage
50%
Lineage hash
fed9b2c19852a486331a0278ceb132fdd74ba77b16952a78e7b09fc75b62e0e9
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
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Dimensions overall score 5.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. {\text {ref}}) = -\mathbb {E}_{(x, y_w, y_l)\sim \mathcal {D}} \Big [ w(x,y_w,y_l) \log \sigma \big ( \beta (r_w(x) - r_
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This equation captures one of the core mathematical components of the system. • High Informativeness (w(x, yw, yl) = 3): Pairs with a clear contrast, such as when the chosen
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. • Low Informativeness (w(x, yw, yl) = 1): Preference pairs that are nearly identical or simple
Page and bbox are available; crop image is pending.
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