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LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

Stale6d agoPending verification refs / 3 sources / Verification pending
Viability
0.0/10

Compared to this week’s papers

Verification pending

Use This Via API or MCP

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Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

ready
Proof freshness
fresh
Proof status
unverified
Display score
6/10
Last proof check
2026-04-22
Score updated
2026-04-22
Score fresh until
2026-05-22
References
0
Source count
3
Coverage
50%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

Canonical ID llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models | Route /signal-canvas/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models",
    "query_text": "Summarize LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models",
  "normalized_query": "2604.18803",
  "route": "/signal-canvas/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models",
  "paper_ref": "llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

PDF: https://arxiv.org/pdf/2604.18803v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-22T20:31:38.578Z

Signal Canvas receipt window

Watch and verify: LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

/buildability/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

Watchwatch

Subject: LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

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.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

Paper ref

llm-as-judge-framework-for-evaluating-tone-induced-hallucination-in-vision-language-models

arXiv id

2604.18803

Freshness

Generated at

2026-04-22T20:31:38.578Z

Evidence freshness

fresh

Last verification

2026-04-22T20:31:38.578Z

Sources

3

References

0

Coverage

50%

Hash state

Lineage hash

8a284ccd286b8f327035b2bc00000432e61c638a897623be530e2f7db2d08902

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: repo_url
  • Missing: references
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

Pending verification refs / 3 sources / Verification pending

repo_url

references

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Paper Conversation

Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.

Paper Mode

LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models

Overall score: 6/10
Lineage: 8a284ccd286b

Canonical Paper Receipt

Last verification: 2026-04-22T20:31:38.578Z

Freshness: fresh

Proof: unverified

Repo: missing

References: 0

Sources: 3

Coverage: 50%

Missingness
  • - repo_url
  • - references
  • - proof_status
Unknowns
  • - proof verification has not been recorded yet

Preparing verified analysis

Dimensions overall score 6.0

GitHub Code Pulse

No public code linked for this paper yet.

Key claims

Strong 1Mixed 0Weak 0
Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

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