Evidence Receipt. Related Resources.
Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation
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Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 4/10
- 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
Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation
Canonical ID conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation | Route /signal-canvas/conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluationMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation",
"query_text": "Summarize Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Conversation for Non-verifiable Learning: Self-Evolving LLMs through Meta-Evaluation",
"normalized_query": "2601.21464",
"route": "/signal-canvas/conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation",
"paper_ref": "conversation-for-non-verifiable-learning-self-evolving-llms-through-meta-evaluation",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 4.0
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