mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
Compared to this week’s papers
Verification pending
Use This Via API or MCP
Use Signal Canvas as the narrative proof surface
Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 3/10
- Last proof check
- 2026-04-24
- Score updated
- 2026-04-24
- Score fresh until
- 2026-05-24
- References
- 0
- Source count
- 4
- Coverage
- 67%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
Canonical ID mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code | Route /signal-canvas/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-codeMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code",
"query_text": "Summarize mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code",
"normalized_query": "2604.21365",
"route": "/signal-canvas/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code",
"paper_ref": "mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code",
"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: mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
PDF: https://arxiv.org/pdf/2604.21365v1
Repository: https://github.com/kinit-sk/mcdok-semeval2026
Source count: 4
Coverage: 67%
Last proof check: 2026-04-24T20:32:40.797Z
Signal Canvas receipt window
Not build-ready: mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
/buildability/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code
Subject: mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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/mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code
Paper ref
mcdok-at-semeval-2026-task-13-finetuning-llms-for-detection-of-machine-generated-code
arXiv id
2604.21365
Freshness
Generated at
2026-04-24T20:32:40.797Z
Evidence freshness
fresh
Last verification
2026-04-24T20:32:40.797Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
30cfc770d120c4f9ed1682c1c28192f7edbccc37ad589bfb24809ff341fa9dc4
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: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 4 sources / Verification pending
references
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
mcdok at SemEval-2026 Task 13: Finetuning LLMs for Detection of Machine-Generated Code
Canonical Paper Receipt
Last verification: 2026-04-24T20:32:40.797ZFreshness: fresh
Proof: unverified
Repo: active
References: 0
Sources: 4
Coverage: 67%
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 3.0
GitHub Code Pulse
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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