From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning

From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning | Signal Canvas | ScienceToStartup

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Signal Canvas proof surface

Canonical route: /signal-canvas/from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning

stale

Proof freshness: stale
Proof status: unverified
Display score: 5/10
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 from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning | Route /signal-canvas/from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning

MCP example

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    "mode": "paper",
    "paper_ref": "from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning",
    "query_text": "Summarize From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning"
  }
}

source_context

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  "mode": "paper",
  "query": "From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning",
  "normalized_query": "2602.23729",
  "route": "/signal-canvas/from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning",
  "paper_ref": "from-static-benchmarks-to-dynamic-protocol-agent-centric-text-anomaly-detection-for-evaluating-llm-reasoning",
  "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: From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning

PDF: https://arxiv.org/pdf/2602.23729v1

Source count: Pending verification

Coverage: 17%

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

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Subject: From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning

Verdict

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From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning

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