Distorted or Fabricated? A Survey on Hallucination in Video LLMs explores A survey and taxonomy of hallucinations in Video LLMs, analyzing root causes and proposing future research directions for more reliable systems.. Commercial viability score: 5/10 in Video LLMs.
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Canonical route: /paper/distorted-or-fabricated-a-survey-on-hallucination-in-video-llms
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Canonical ID distorted-or-fabricated-a-survey-on-hallucination-in-video-llms | Route /paper/distorted-or-fabricated-a-survey-on-hallucination-in-video-llms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/distorted-or-fabricated-a-survey-on-hallucination-in-video-llmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12944"
}
}source_context
{
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"query": "Distorted or Fabricated? A Survey on Hallucination in Video LLMs",
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"paper_ref": "distorted-or-fabricated-a-survey-on-hallucination-in-video-llms",
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}Paper proof page receipt window
/buildability/distorted-or-fabricated-a-survey-on-hallucination-in-video-llms
Subject: Distorted or Fabricated? A Survey on Hallucination in Video LLMs
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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Insufficient data
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Receipt path
/buildability/distorted-or-fabricated-a-survey-on-hallucination-in-video-llms
Paper ref
distorted-or-fabricated-a-survey-on-hallucination-in-video-llms
arXiv id
2604.12944
Generated at
2026-04-15T20:33:37.007Z
Evidence freshness
stale
Last verification
2026-04-15T20:33:37.007Z
Sources
4
References
0
Coverage
83%
Lineage hash
6f17213ad134b6f9cecff8d57d754adf0705359517d44c08d661dcfe6b67bcbb
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
references
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Dimensions overall score 5.0
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This equation captures one of the core mathematical components of the system. domain-specific priors influence context-driven fabrication. Format: MC = Multiple Choice, Bin = Yes/No, Open =
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This equation captures one of the core mathematical components of the system. Open-ended QA, Cap = Captioning. Length: S = Short (<1min), M = Medium (1–5min), L = Long (>5min), St =
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This equation captures one of the core mathematical components of the system. Conflict). TF: ✓= train-free, ✗= training required. Reported Gain: reported improvement (over baseline) on
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