proof blockPage 968%
Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots explores A benchmark and failure analysis for LLM-driven smartphone automation, identifying critical issues in UI accessibility and LLM design.. Commercial viability score: 7/10 in Mobile Agents.
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Page Freshness
Canonical route: /paper/do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs
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 do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs | Route /paper/do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vsMCP example
{
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}Paper proof page receipt window
/buildability/do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs
Subject: Do LLMs Need to See Everything? A Benchmark and Study of Failures in LLM-driven Smartphone Automation using Screentext vs. Screenshots
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 7.0
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Receipt path
/buildability/do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs
Paper ref
do-llms-need-to-see-everything-a-benchmark-and-study-of-failures-in-llm-driven-smartphone-automation-using-screentext-vs
arXiv id
2604.17817
Generated at
2026-04-21T02:39:59.163Z
Evidence freshness
stale
Last verification
2026-04-21T02:39:59.163Z
Sources
3
References
0
Coverage
50%
Lineage hash
36efb30cf00a82e004ddf818f2a439f4a2573ff85349aff181132486014fa943
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
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