proof block
Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis explores SpecValidator is a parameter-efficiently fine-tuned classifier that detects defective task descriptions in LLM-based code generation, outperforming leading models and generalizing to unseen issues.. Commercial viability score: 7/10 in LLM Agents.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis | Route /paper/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysis
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/defective-task-descriptions-in-llm-based-code-generation-detection-and-analysisMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24703"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Defective Task Descriptions in LLM-Based Code Generation: Detection and Analysis",
"normalized_query": "2604.24703",
"route": "/paper/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
}Paper proof page receipt window
/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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
Visual citation anchors from the paper document graph.
Owned Distribution
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References are not available from the internal index yet.
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
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%
Lineage hash
f9a1a67b51ab32c4085027b0a082984d05eb5f8ce2e227d8ada1173b70055358
Canonical opportunity-kernel lineage hash.
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.
Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. tection of F1 = 0.804 and MCC = 0.745, significantly outperforming
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This equation captures one of the core mathematical components of the system. βAn array of integers is called a k-avoiding array if no pair sums to π. Return the minimum possible sum of length π.β n
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. βA list of different positive numbers where no two add up to π. Return the smallest total of length π.β n=5,k=4β18 n=2,k
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.