When Can LLMs Learn to Reason with Weak Supervision?

When Can LLMs Learn to Reason with Weak Supervision? | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/when-can-llms-learn-to-reason-with-weak-supervision

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: 122
Source count: 4
Coverage: 67%

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 when-can-llms-learn-to-reason-with-weak-supervision | Route /signal-canvas/when-can-llms-learn-to-reason-with-weak-supervision

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/when-can-llms-learn-to-reason-with-weak-supervision

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "when-can-llms-learn-to-reason-with-weak-supervision",
    "query_text": "Summarize When Can LLMs Learn to Reason with Weak Supervision?"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "When Can LLMs Learn to Reason with Weak Supervision?",
  "normalized_query": "2604.18574",
  "route": "/signal-canvas/when-can-llms-learn-to-reason-with-weak-supervision",
  "paper_ref": "when-can-llms-learn-to-reason-with-weak-supervision",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: 122

Proof: Verification pending

Freshness state: computing

Source paper: When Can LLMs Learn to Reason with Weak Supervision?

PDF: https://arxiv.org/pdf/2604.18574v1

Source count: 4

Coverage: 67%

Last proof check: 2026-04-21T04:19:03.399Z