proof blockPage 168%
This equation captures one of the core mathematical components of the system. it cites, computed as Bc = Snorm −R+ + R−(nor-
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SycoPhantasy: Quantifying Sycophancy and Hallucination in Small Open Weight VLMs for Vision-Language Scoring of Fantasy Characters explores A framework to quantify sycophancy in vision-language models for better image-text alignment evaluation.. Commercial viability score: 5/10 in Vision-Language Models.
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Page Freshness
Canonical route: /paper/sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c | Route /paper/sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-cMCP example
{
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"arxiv_id": "2604.24346"
}
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}Paper proof page receipt window
/buildability/sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c
Subject: SycoPhantasy: Quantifying Sycophancy and Hallucination in Small Open Weight VLMs for Vision-Language Scoring of Fantasy Characters
Verdict
Watch
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Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 5.0
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Receipt path
/buildability/sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c
Paper ref
sycophantasy-quantifying-sycophancy-and-hallucination-in-small-open-weight-vlms-for-vision-language-scoring-of-fantasy-c
arXiv id
2604.24346
Generated at
2026-04-28T15:19:02.130Z
Evidence freshness
fresh
Last verification
2026-04-28T15:19:02.130Z
Sources
3
References
0
Coverage
50%
Lineage hash
74e5a5d5f03a4cfc955f780f2483781ee15d04df2adb4ba733b1f28de09e28d1
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
This equation captures one of the core mathematical components of the system. it cites, computed as Bc = Snorm −R+ + R−(nor-
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. size (r = −0.96, p = 0.002), ranging from 22.3%
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
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