proof blockPage 268%
This equation captures one of the core mathematical components of the system. "\\omega_{ss}=1000 \\mathrm{~r} / \\mathrm{s}"
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Rethinking Math Reasoning Evaluation: A Robust LLM-as-a-Judge Framework Beyond Symbolic Rigidity explores This paper proposes a robust LLM-as-a-Judge framework for evaluating mathematical reasoning, offering a flexible alternative to symbolic comparison that accurately assesses diverse answer formats and representations.. Commercial viability score: 5/10 in LLM Evaluation.
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Canonical route: /paper/rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity
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Agent Handoff
Canonical ID rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity | Route /paper/rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidityMCP example
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/buildability/rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity
Subject: Rethinking Math Reasoning Evaluation: A Robust LLM-as-a-Judge Framework Beyond Symbolic Rigidity
Verdict
Watch
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Insufficient data
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Dimensions overall score 5.0
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This equation captures one of the core mathematical components of the system. "\\omega_{ss}=1000 \\mathrm{~r} / \\mathrm{s}"
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity
Paper ref
rethinking-math-reasoning-evaluation-a-robust-llm-as-a-judge-framework-beyond-symbolic-rigidity
arXiv id
2604.22597
Generated at
2026-04-27T20:16:53.585Z
Evidence freshness
fresh
Last verification
2026-04-27T20:16:53.585Z
Sources
3
References
0
Coverage
50%
Lineage hash
6ab7813580f5a335bb89dc43f6cb67a60e1fdc286f6faf6f1c2a4b0b1d8d59f9
Canonical opportunity-kernel lineage hash.
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unsigned_external
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Verification
not_verified
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Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. "1000 \\mathrm{~r} / \\mathrm{s}"
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. I(0)e−t/RC I(t) = I_0 e^{-\frac{t}{RC}} ✗ ✓ Symbolic evaluator fails to verify prediction with equation formatting x/2 −
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