Rethinking Data Mixing from the Perspective of Large Language Models

Rethinking Data Mixing from the Perspective of Large Language Models | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/rethinking-data-mixing-from-the-perspective-of-large-language-models

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-10
Score updated: 2026-04-10
Score fresh until: 2026-05-10
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 rethinking-data-mixing-from-the-perspective-of-large-language-models | Route /signal-canvas/rethinking-data-mixing-from-the-perspective-of-large-language-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/rethinking-data-mixing-from-the-perspective-of-large-language-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "rethinking-data-mixing-from-the-perspective-of-large-language-models",
    "query_text": "Summarize Rethinking Data Mixing from the Perspective of Large Language Models"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Rethinking Data Mixing from the Perspective of Large Language Models",
  "normalized_query": "2604.07963",
  "route": "/signal-canvas/rethinking-data-mixing-from-the-perspective-of-large-language-models",
  "paper_ref": "rethinking-data-mixing-from-the-perspective-of-large-language-models",
  "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: Rethinking Data Mixing from the Perspective of Large Language Models

PDF: https://arxiv.org/pdf/2604.07963v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-10T17:41:49.728Z

Signal Canvas receipt window

Not build-ready: Rethinking Data Mixing from the Perspective of Large Language Models

/buildability/rethinking-data-mixing-from-the-perspective-of-large-language-models

Ignoreblocked

Subject: Rethinking Data Mixing from the Perspective of Large Language Models

Verdict

Ignore

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

Rethinking Data Mixing from the Perspective of Large Language Models

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