MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge

MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 4
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 mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge | Route /signal-canvas/mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge",
    "query_text": "Summarize MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge",
  "normalized_query": "2604.18164",
  "route": "/signal-canvas/mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge",
  "paper_ref": "mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge",
  "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: MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge

PDF: https://arxiv.org/pdf/2604.18164v1

Source count: 4

Coverage: 50%

Last proof check: 2026-04-21T04:16:33.732Z

Signal Canvas receipt window

Not build-ready: MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge

/buildability/mm-judgebias-a-benchmark-for-evaluating-compositional-biases-in-mllm-as-a-judge

Ignoreblocked

Subject: MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge

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