FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection

FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 3
Coverage: 50%

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 fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection | Route /signal-canvas/fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection",
    "query_text": "Summarize FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection",
  "normalized_query": "2605.31349",
  "route": "/signal-canvas/fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection",
  "paper_ref": "fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection

PDF: https://arxiv.org/pdf/2605.31349v1

Source count: 3

Coverage: 50%

Last proof check: 2026-06-01T20:20:04.956Z

Signal Canvas receipt window

Watch and verify: FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection

/buildability/fbhm-functional-benchmarking-and-steering-of-vlms-for-hateful-meme-detection

Watchwatch

Subject: FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

FBHM: Functional Benchmarking and Steering of VLMs for Hateful Meme Detection

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