This equation captures one of the core mathematical components of the system. **Wrong base case:** Return wrong value for n=0, n=1, or empty input
Page and bbox are available; crop image is pending.
Removing Sandbagging in LLMs by Training with Weak Supervision explores A training methodology combining supervised fine-tuning and reinforcement learning to elicit an LLM's full capabilities, preventing sandbagging even with weak supervision.. Commercial viability score: 7/10 in LLM Training.
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/removing-sandbagging-in-llms-by-training-with-weak-supervision
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID removing-sandbagging-in-llms-by-training-with-weak-supervision | Route /paper/removing-sandbagging-in-llms-by-training-with-weak-supervision
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/removing-sandbagging-in-llms-by-training-with-weak-supervisionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.22082"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Removing Sandbagging in LLMs by Training with Weak Supervision",
"normalized_query": "2604.22082",
"route": "/paper/removing-sandbagging-in-llms-by-training-with-weak-supervision",
"paper_ref": "removing-sandbagging-in-llms-by-training-with-weak-supervision",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/removing-sandbagging-in-llms-by-training-with-weak-supervision
Subject: Removing Sandbagging in LLMs by Training with Weak Supervision
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
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. **Wrong base case:** Return wrong value for n=0, n=1, or empty input
Page and bbox are available; crop image is pending.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.
Receipt path
/buildability/removing-sandbagging-in-llms-by-training-with-weak-supervision
Paper ref
removing-sandbagging-in-llms-by-training-with-weak-supervision
arXiv id
2604.22082
Generated at
2026-04-27T20:16:11.802Z
Evidence freshness
fresh
Last verification
2026-04-27T20:16:11.802Z
Sources
3
References
0
Coverage
50%
Lineage hash
3d1019c1ec4ffea5debc62f7a9d1ce14cf69b723d62cb290c11b6f6df163129c
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. **Wrong comparison:** ‘<=‘ →‘<‘ or ‘>=‘ →‘>‘ in a critical check
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Note: Code that defines functions AND calls them (e.g., ‘if __name__ == ’__main__’
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.