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Paper Citation Record · LEDGER

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning

As of 6 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 3 inbound Pith citation observations for arXiv:2604.05164.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.05164 v2

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:37:58.535491Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-08T22:25:35.119625Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-08T22:25:39.523993Z

Reference resolution

7 of 7 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3d7ef2b-b054-4a6e-8e7f-3688f24164c8 · outbound

This paper cites xRouter: Training cost-aware LLMs orchestration system via reinforcement learning.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning xRouter: Training cost-aware LLMs orchestration system via reinforcement learning

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:40:51.841350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:e348434f379e66f827cc7a5b9e5f1fe985e9b04b596df786983c96394a41e336

Observation 73b06b98-2616-4970-beb2-b467cded1947 · outbound

This paper cites an unresolved cited work.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:30:37.877473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:cb12365b589b95119a4e1ea5fef83872a82df5f32d95ccd3f00aa8a1ccdd4f6c

Observation 46f1895e-5232-419a-b4a6-6eab8b12ab62 · outbound

This paper cites an unresolved cited work.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:30:37.886434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:43bce05965d8ed1787aec93633cb1ae1c1f5dc212f04f945a662e84dc0f1b3cc

Observation 0d093bb1-6f32-4bac-9bc2-26b4e1b5aa81 · outbound

This paper cites an unresolved cited work.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:30:37.886172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:e340eafd67b900f67df028eb5e2331cf600e705e311b675c1ba59259a91a2ad8

Observation 91c7da76-6aa7-468d-bb7e-0b6d34cd4516 · outbound

This paper cites an unresolved cited work.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:30:37.895069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:d69d08a0b7ab98af1b333e25f49eb0df8a64e94fdf8df9ee2786733e8fd9d3ce

Observation 32ef5798-558e-46b0-a820-bec7139ad971 · outbound

This paper cites an unresolved cited work.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T04:30:37.893457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:f6ad40246cfb30ba50b52b7b53fe4a10a6793daca14b8e011aab1482af21eef5

Observation b1618ab6-199c-4cbd-95dc-94d968df0859 · outbound

This paper cites Be precise with calculations and show your reasoning within the given token limit.

Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning Be precise with calculations and show your reasoning within the given token limit

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T04:30:37.899547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:37:58.535491Z digest=sha256:7b010f61ef6866bc25218c535efaf4aab608b38d53c5535136ffc294d87b7388

Pith citing papers

Observation 70b627c6-4c48-43ab-be6e-7cfa27fab874 · inbound

On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows cites this paper.

On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T19:56:09.099313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-08T10:39:39.482599Z digest=sha256:b71221e93752895585a0f5a65dded064924a94e40453d2cf06ac3c7c4f181674

Observation 7d11ad29-8c44-4e60-bcbe-dfda978ed12e · inbound

On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows cites this paper.

On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-11T03:50:55.012365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:14:55.216480Z digest=sha256:b9ffd592b8e979553586a06103fb9de750361bed92e5cc511ed6278bf6dc8263

Observation 97309de7-fb92-4a8f-9b92-3f424bfca6ce · inbound

Mitigating Factual Hallucination in Large Reasoning Models via Mixed-Mode Advantage Regularization cites this paper.

Mitigating Factual Hallucination in Large Reasoning Models via Mixed-Mode Advantage Regularization Not All Turns Are Equally Hard: Adaptive Thinking Budgets For Efficient Multi-Turn Reasoning

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-07-08T22:25:39.525478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-08T22:25:35.119625Z digest=sha256:e72122992d2ea4b6dd43f025f10a035967fbfb16ca44510e445048741267c115