Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-05-04
Score updated: 2026-05-04
Score fresh until: 2026-06-03
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 improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning | Route /signal-canvas/improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning",
    "query_text": "Summarize Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning",
  "normalized_query": "2605.00433",
  "route": "/signal-canvas/improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning",
  "paper_ref": "improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning",
  "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: Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

PDF: https://arxiv.org/pdf/2605.00433v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-04T20:21:45.830Z

Signal Canvas receipt window

Watch and verify: Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

/buildability/improving-llm-code-generation-via-requirement-aware-curriculum-reinforcement-learning

Watchwatch

Subject: Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

Verdict

Watch

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

Improving LLM Code Generation via Requirement-Aware Curriculum Reinforcement Learning

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface