CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms | Route /signal-canvas/catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms

MCP example

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    "paper_ref": "catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms",
    "query_text": "Summarize CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs"
  }
}

source_context

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  "mode": "paper",
  "query": "CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs",
  "normalized_query": "2603.21524",
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  "paper_ref": "catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms",
  "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: CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

PDF: https://arxiv.org/pdf/2603.21524v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

/buildability/catrag-functor-guided-structural-debiasing-with-retrieval-augmentation-for-fair-llms

Watchwatch

Subject: CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

CatRAG: Functor-Guided Structural Debiasing with Retrieval Augmentation for Fair LLMs

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