Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-10
Score updated: 2026-04-10
Score fresh until: 2026-05-10
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 filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders | Route /signal-canvas/filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders",
    "query_text": "Summarize Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders",
  "normalized_query": "2604.07825",
  "route": "/signal-canvas/filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders",
  "paper_ref": "filling-the-gaps-selective-knowledge-augmentation-for-llm-recommenders",
  "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: Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

PDF: https://arxiv.org/pdf/2604.07825v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-10T17:39:59.274Z

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Watch and verify: Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

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Subject: Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

Verdict

Watch

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

Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders

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