LongCoT: Benchmarking Long-Horizon Chain-of-Thought Reasoning explores Introducing LongCoT, a benchmark for evaluating long-horizon chain-of-thought reasoning in LLMs, revealing a significant gap in current model capabilities and providing a rigorous measure for future progress.. Commercial viability score: 7/10 in LLM Evaluation.
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/longcot-benchmarking-long-horizon-chain-of-thought-reasoning
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID longcot-benchmarking-long-horizon-chain-of-thought-reasoning | Route /paper/longcot-benchmarking-long-horizon-chain-of-thought-reasoning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/longcot-benchmarking-long-horizon-chain-of-thought-reasoningMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.14140"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "LongCoT: Benchmarking Long-Horizon Chain-of-Thought Reasoning",
"normalized_query": "2604.14140",
"route": "/paper/longcot-benchmarking-long-horizon-chain-of-thought-reasoning",
"paper_ref": "longcot-benchmarking-long-horizon-chain-of-thought-reasoning",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 7.0
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