Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta

stale

Proof freshness: stale
Proof status: unverified
Display score: 0/10
Last proof check: 2026-05-27
Score updated: 2026-05-26
Score fresh until: 2026-06-25
References: 0
Source count: 3
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 fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta | Route /signal-canvas/fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta",
    "query_text": "Summarize Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa",
  "normalized_query": "2605.25816",
  "route": "/signal-canvas/fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta",
  "paper_ref": "fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta",
  "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: Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

PDF: https://arxiv.org/pdf/2605.25816v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-27T00:05:09.365Z

Signal Canvas receipt window

Not build-ready: Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

/buildability/fine-tuning-over-architectural-complexity-broad-coverage-pii-detection-on-piibench-with-deberta

Ignoreblocked

Subject: Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Fine-Tuning Over Architectural Complexity: Broad-Coverage PII Detection on PIIBench with DeBERTa

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