Social Bias in LLM-Generated Code: Benchmark and Mitigation

Social Bias in LLM-Generated Code: Benchmark and Mitigation | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/social-bias-in-llm-generated-code-benchmark-and-mitigation

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-04
Score updated: 2026-05-04
Score fresh until: 2026-06-03
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

Canonical ID social-bias-in-llm-generated-code-benchmark-and-mitigation | Route /signal-canvas/social-bias-in-llm-generated-code-benchmark-and-mitigation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/social-bias-in-llm-generated-code-benchmark-and-mitigation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "social-bias-in-llm-generated-code-benchmark-and-mitigation",
    "query_text": "Summarize Social Bias in LLM-Generated Code: Benchmark and Mitigation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Social Bias in LLM-Generated Code: Benchmark and Mitigation",
  "normalized_query": "2605.00382",
  "route": "/signal-canvas/social-bias-in-llm-generated-code-benchmark-and-mitigation",
  "paper_ref": "social-bias-in-llm-generated-code-benchmark-and-mitigation",
  "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: Social Bias in LLM-Generated Code: Benchmark and Mitigation

PDF: https://arxiv.org/pdf/2605.00382v1

Repository: https://github.com/frabbisw/solar_comprehensive

Source count: 4

Coverage: 67%

Last proof check: 2026-05-04T20:22:59.903Z

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Ready for execution: Social Bias in LLM-Generated Code: Benchmark and Mitigation

/buildability/social-bias-in-llm-generated-code-benchmark-and-mitigation

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Subject: Social Bias in LLM-Generated Code: Benchmark and Mitigation

Verdict

Build Now

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

Social Bias in LLM-Generated Code: Benchmark and Mitigation

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