Evidence Receipt. Related Resources.
ResearchGym: Evaluating Language Model Agents on Real-World AI Research
Compared to this week’s papers
Verification pending
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Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/researchgym-evaluating-language-model-agents-on-real-world-ai-research
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 6/10
- Last proof check
- 2026-04-02
- Score updated
- 2026-04-02
- Score fresh until
- 2026-05-02
- References
- 0
- Source count
- 0
- Coverage
- 17%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
ResearchGym: Evaluating Language Model Agents on Real-World AI Research
Canonical ID researchgym-evaluating-language-model-agents-on-real-world-ai-research | Route /signal-canvas/researchgym-evaluating-language-model-agents-on-real-world-ai-research
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/researchgym-evaluating-language-model-agents-on-real-world-ai-researchMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "researchgym-evaluating-language-model-agents-on-real-world-ai-research",
"query_text": "Summarize ResearchGym: Evaluating Language Model Agents on Real-World AI Research"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "ResearchGym: Evaluating Language Model Agents on Real-World AI Research",
"normalized_query": "2602.15112",
"route": "/signal-canvas/researchgym-evaluating-language-model-agents-on-real-world-ai-research",
"paper_ref": "researchgym-evaluating-language-model-agents-on-real-world-ai-research",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 6.0
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No public code linked for this paper yet.
CLAIM MAP
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Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
