Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method

Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method | Signal Canvas | ScienceToStartup

Page Freshness

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Canonical route: /signal-canvas/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-14
Score updated: 2026-04-14
Score fresh until: 2026-05-14
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 exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method | Route /signal-canvas/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method",
    "query_text": "Summarize Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method",
  "normalized_query": "2604.11209",
  "route": "/signal-canvas/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method",
  "paper_ref": "exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method",
  "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: Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method

PDF: https://arxiv.org/pdf/2604.11209v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-14T16:49:36.822Z

Signal Canvas receipt window

Watch and verify: Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method

/buildability/exploring-knowledge-conflicts-for-faithful-llm-reasoning-benchmark-and-method

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Subject: Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method

Verdict

Watch

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

Exploring Knowledge Conflicts for Faithful LLM Reasoning: Benchmark and Method

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