Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-28
- Score updated
- 2026-04-28
- Score fresh until
- 2026-05-28
- References
- 0
- Source count
- 3
- Coverage
- 50%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Canonical ID defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis | Route /signal-canvas/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysisMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis",
"query_text": "Summarize Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis",
"normalized_query": "2604.24703",
"route": "/signal-canvas/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis",
"paper_ref": "defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
PDF: https://arxiv.org/pdf/2604.24703v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-28T15:17:14.108Z
Signal Canvas receipt window
Watch and verify: Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
/buildability/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
Subject: Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
Paper ref
defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
arXiv id
2604.24703
Freshness
Generated at
2026-04-28T15:17:14.108Z
Evidence freshness
fresh
Last verification
2026-04-28T15:17:14.108Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
f9a1a67b51ab32c4085027b0a082984d05eb5f8ce2e227d8ada1173b70055358
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis
Canonical Paper Receipt
Last verification: 2026-04-28T15:17:14.108ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Key claims
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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