Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory

stale

Proof freshness: stale
Proof status: unverified
Display score: 2/10
Last proof check: 2026-05-18
Score updated: 2026-05-18
Score fresh until: 2026-06-17
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 is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory | Route /signal-canvas/is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory",
    "query_text": "Summarize Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory",
  "normalized_query": "2605.15384",
  "route": "/signal-canvas/is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory",
  "paper_ref": "is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory",
  "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: Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

PDF: https://arxiv.org/pdf/2605.15384v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-18T20:34:39.587Z

Signal Canvas receipt window

Not build-ready: Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

/buildability/is-one-score-enough-rethinking-the-evaluation-of-sequentially-evolving-llm-memory

Ignoreblocked

Subject: Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory

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