Skip to main content

PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection

Stale11d agoPending verification refs / 4 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/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

stale
Proof freshness
stale
Proof status
unverified
Display score
8/10
Last proof check
2026-04-20
Score updated
2026-04-20
Score fresh until
2026-05-20
References
0
Source count
4
Coverage
67%

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

Agent Handoff

PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection

Canonical ID piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection | Route /signal-canvas/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection",
    "query_text": "Summarize PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection",
  "normalized_query": "2604.15776",
  "route": "/signal-canvas/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection",
  "paper_ref": "piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection",
  "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

Signal Canvas receipt window

Ready for execution: PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection

/buildability/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

Build Nowready

Subject: PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection

Verdict

Build Now

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

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/piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

Paper ref

piibench-a-unified-multi-source-benchmark-corpus-for-personally-identifiable-information-detection

arXiv id

2604.15776

Freshness

Generated at

2026-04-20T20:23:06.121Z

Evidence freshness

stale

Last verification

2026-04-20T20:23:06.121Z

Sources

4

References

0

Coverage

67%

Hash state

Lineage hash

a377967d02ddce0d9e4678f4336c1e84f628315e910f0d5d700f11c5d8e642b8

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

Pending verification refs / 4 sources / Verification pending

references

proof_status

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

PIIBench: A Unified Multi-Source Benchmark Corpus for Personally Identifiable Information Detection

Overall score: 8/10
Lineage: a377967d02dd

Canonical Paper Receipt

Last verification: 2026-04-20T20:23:06.121Z

Freshness: stale

Proof: unverified

Repo: active

References: 0

Sources: 4

Coverage: 67%

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

Preparing verified analysis

Dimensions overall score 8.0

GitHub Code Pulse

Stars
3
Health
C
Last commit
4/26/2026
Forks
0
Open repository

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.

Startup potential card

Startup potential card preview

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.