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Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations explores A new dataset and method to identify and mitigate structural alignment bias in LLM tool usage, improving refusal of irrelevant tools.. Commercial viability score: 7/10 in LLM Tool Use.
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Canonical route: /paper/do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations
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Agent Handoff
Canonical ID do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations | Route /paper/do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocationsMCP example
{
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}Paper proof page receipt window
/buildability/do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations
Subject: Do LLMs Know Tool Irrelevance? Demystifying Structural Alignment Bias in Tool Invocations
Verdict
Watch
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. counterfactual (t∗, q), for which bt∗,q = 0. Specifi-
Page and bbox are available; crop image is pending.
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Receipt path
/buildability/do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations
Paper ref
do-llms-know-tool-irrelevance-demystifying-structural-alignment-bias-in-tool-invocations
arXiv id
2604.11322
Generated at
2026-04-14T20:32:57.970Z
Evidence freshness
stale
Last verification
2026-04-14T20:32:57.970Z
Sources
4
References
0
Coverage
67%
Lineage hash
c30173474345af56b1a0d05808bafe699e5823188bee0f6c37e3781b822944f4
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
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Verification
not_verified
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Pending verification refs / 4 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. Pt = {p1, . . . , pn} and bt,q = 1, we intervene on
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Here, R = {wr1, . . . , wrk} ⊂V is a set of refusal
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