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Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

Stale2d 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

Use Signal Canvas as the narrative proof surface

Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

ready
Proof freshness
fresh
Proof status
unverified
Display score
6/10
Last proof check
2026-04-29
Score updated
2026-04-29
Score fresh until
2026-05-29
References
0
Source count
3
Coverage
50%

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

Agent Handoff

Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

Canonical ID assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation | Route /signal-canvas/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation",
    "query_text": "Summarize Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation",
  "normalized_query": "2604.24987",
  "route": "/signal-canvas/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation",
  "paper_ref": "assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

PDF: https://arxiv.org/pdf/2604.24987v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-29T20:26:38.332Z

Signal Canvas receipt window

Watch and verify: Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

/buildability/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

Watchwatch

Subject: Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

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/assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

Paper ref

assessing-y-axis-influence-bias-in-multimodal-language-models-on-chart-to-table-translation

arXiv id

2604.24987

Freshness

Generated at

2026-04-29T20:26:38.332Z

Evidence freshness

fresh

Last verification

2026-04-29T20:26:38.332Z

Sources

3

References

0

Coverage

50%

Hash state

Lineage hash

c15385f6d4d6f94e4ab89ecd0414e68c951eb4ce464bd544c85e1d471d4fcf55

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

Assessing Y-Axis Influence: Bias in Multimodal Language Models on Chart-to-Table Translation

Overall score: 6/10
Lineage: c15385f6d4d6

Canonical Paper Receipt

Last verification: 2026-04-29T20:26:38.332Z

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.

Claim map

No public claim map is available for this paper yet.

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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