UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
Compared to this week’s papers
Verification pending
Use This Via API or MCP
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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/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
- Proof freshness
- stale
- Proof status
- partial
- Display score
- 7/10
- Last proof check
- 2026-04-14
- Score updated
- 2026-04-14
- Score fresh until
- 2026-05-14
- References
- 0
- Source count
- 4
- Coverage
- 83%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
Canonical ID unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents | Route /signal-canvas/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agentsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "unitoolcall-unifying-tool-use-representation-data-and-evaluation-for-llm-agents",
"query_text": "Summarize UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents",
"normalized_query": "2604.11557",
"route": "/signal-canvas/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
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
PDF: https://arxiv.org/pdf/2604.11557v1
Repository: https://github.com/EIT-NLP/UniToolCall
Source count: 4
Coverage: 83%
Last proof check: 2026-04-14T20:32:56.532Z
Signal Canvas receipt window
Ready for execution: UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
/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.
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/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
Freshness
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%
Hash state
Lineage hash
f38f5231fc20a064b754bb0fc4d562e6caf03b5ba327f18ae36a603ce4c0daf9
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
Pending verification refs / 4 sources / Verification pending
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
Canonical Paper Receipt
Last verification: 2026-04-14T20:32:56.532ZFreshness: stale
Proof: partial
Repo: active
References: 0
Sources: 4
Coverage: 83%
- - references
No unresolved unknowns recorded.
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
Claim map
No public claim map is available for this paper yet.
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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