Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary

Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary

stale

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

Canonical ID seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary | Route /signal-canvas/seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary",
    "query_text": "Summarize Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary",
  "normalized_query": "2603.11410",
  "route": "/signal-canvas/seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary",
  "paper_ref": "seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary

PDF: https://arxiv.org/pdf/2603.11410v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Not build-ready: Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary

/buildability/seeing-isn-t-orienting-a-cognitively-grounded-benchmark-reveals-systematic-orientation-failures-in-mllms-supplementary

Ignoreblocked

Subject: Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary

Verdict

Seeing Isn't Orienting: A Cognitively Grounded Benchmark Reveals Systematic Orientation Failures in MLLMs Supplementary

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface