LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 4
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis | Route /signal-canvas/longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis",
    "query_text": "Summarize LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis",
  "normalized_query": "2605.30434",
  "route": "/signal-canvas/longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis",
  "paper_ref": "longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis",
  "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: LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

PDF: https://arxiv.org/pdf/2605.30434v1

Repository: https://github.com/zjunlp/DataMind

Source count: 4

Coverage: 50%

Last proof check: 2026-06-01T20:21:11.464Z

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Ready for execution: LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

/buildability/longds-bench-on-the-failure-of-long-horizon-agentic-data-analysis

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Subject: LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

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