UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents explores UniToolCall unifies tool-use representation, data, and evaluation for LLM agents, achieving 93.0% single-turn Strict Precision on distractor-heavy settings.. Commercial viability score: 7/10 in LLM Tool Use.
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/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
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 unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents | Route /paper/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agentsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11557"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents",
"normalized_query": "2604.11557",
"route": "/paper/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents",
"paper_ref": "unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
Subject: UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
Paper ref
unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
arXiv id
2604.11557
Generated at
2026-04-14T20:32:56.532Z
Evidence freshness
stale
Last verification
2026-04-14T20:32:56.532Z
Sources
4
References
0
Coverage
83%
Lineage hash
f38f5231fc20a064b754bb0fc4d562e6caf03b5ba327f18ae36a603ce4c0daf9
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 / 4 sources / Verification pending
references
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. Dx = Ψ(τ, Psys, Lcand) | S ⊆T , τ ∼M(S), Φeval(τ) = where S is a sampled subset from the filtered tool pool T , τ repres
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. step trajectory τ = ⟨q, a, o, r⟩based strictly on the
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. We sample a usage-balanced subset S (|S| = 10).
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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.