AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
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/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 6/10
- Last proof check
- 2026-04-29
- Score updated
- 2026-04-29
- Score fresh until
- 2026-05-29
- References
- 0
- Source count
- 4
- Coverage
- 67%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
Canonical ID autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery | Route /signal-canvas/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discoveryMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery",
"query_text": "Summarize AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery",
"normalized_query": "2604.25256",
"route": "/signal-canvas/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery",
"paper_ref": "autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery",
"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: AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
PDF: https://arxiv.org/pdf/2604.25256v1
Repository: https://github.com/CherYou/AutoResearchBench
Source count: 4
Coverage: 67%
Last proof check: 2026-04-29T02:30:30.575Z
Signal Canvas receipt window
Watch and verify: AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
/buildability/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery
Subject: AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
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.
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/autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery
Paper ref
autoresearchbench-benchmarking-ai-agents-on-complex-scientific-literature-discovery
arXiv id
2604.25256
Freshness
Generated at
2026-04-29T02:30:30.575Z
Evidence freshness
fresh
Last verification
2026-04-29T02:30:30.575Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
3b36168580bbc457d3f84fe58f5db45a370e344b22d6f6df734e85a8e25995f3
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.
AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
Canonical Paper Receipt
Last verification: 2026-04-29T02:30:30.575ZFreshness: 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 6.0
GitHub Code Pulse
Key claims
Startup potential card
Related Resources
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