Evidence Receipt. Related Resources.
Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 6/10
- 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
Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision
Canonical ID sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision | Route /signal-canvas/sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervisionMCP example
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"query_text": "Summarize Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision"
}
}source_context
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"mode": "paper",
"query": "Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision",
"normalized_query": "2602.12164",
"route": "/signal-canvas/sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision",
"paper_ref": "sci-coe-co-evolving-scientific-reasoning-llms-via-geometric-consensus-with-sparse-supervision",
"topic_slug": null,
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}Preparing verified analysis
Dimensions overall score 6.0
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