You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-14
Score updated: 2026-04-14
Score fresh until: 2026-05-14
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 you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass | Route /signal-canvas/you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass",
    "query_text": "Summarize You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass",
  "normalized_query": "2604.10966",
  "route": "/signal-canvas/you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass",
  "paper_ref": "you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass",
  "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: You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

PDF: https://arxiv.org/pdf/2604.10966v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-14T16:47:25.070Z

Signal Canvas receipt window

Watch and verify: You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

/buildability/you-only-judge-once-multi-response-reward-modeling-in-a-single-forward-pass

Watchwatch

Subject: You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

Verdict

Watch

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

You Only Judge Once: Multi-response Reward Modeling in a Single Forward Pass

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