proof blockPage 468%
This equation captures one of the core mathematical components of the system. turns, t ∈[T], with sub-questions qt presented to the language model and its responses yt
Page and bbox are available; crop image is pending.
Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning explores TAB: Turn-Adaptive Budgets, a novel policy for LLMs that optimizes token allocation in multi-turn reasoning to improve accuracy while significantly reducing compute costs.. Commercial viability score: 7/10 in LLM Reasoning.
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Page Freshness
Canonical route: /paper/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning
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 not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning | Route /paper/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoningMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.05164"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning",
"normalized_query": "2604.05164",
"route": "/paper/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning",
"paper_ref": "not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning
Subject: Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning
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
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Structured compute envelope
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. turns, t ∈[T], with sub-questions qt presented to the language model and its responses yt
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning
Paper ref
not-all-turns-are-equally-hard-adaptive-thinking-budgets-for-efficient-multi-turn-reasoning
arXiv id
2604.05164
Generated at
2026-04-08T05:53:56.614Z
Evidence freshness
fresh
Last verification
2026-04-08T05:53:56.614Z
Sources
0
References
0
Coverage
0%
Lineage hash
60146e822e062fa26f3b9f318aca01975e33aa25be034bddf068471207b76bfa
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.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
This equation captures one of the core mathematical components of the system. ates response y to query q by respecting the allotted token budget b ∈B as y ∼fθ(q; b)
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. inference time is processed as follows. At every turn t ∈[T], a sub-question qt is presented to
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.