Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:45:05.990693Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 7 inbound Pith citation observations for arXiv:2506.07240.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:45:05.990693Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:53:46.288418Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T20:38:56.089895Z
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0231d295-288a-4551-99ba-21bfe90bf50a · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a044d3f3-0a02-4ffb-829c-6c0c6cd1f343 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02abfd8c-8379-4ff1-8f42-2eccf951d33a · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs A toy model of universality: Reverse engineering how networks learn group operations
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8e931ea9-7b43-4af8-94c2-962011b57ad5 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Training Verifiers to Solve Math Word Problems
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a20efb5-52fb-44bd-aa45-aeb4e3886dee · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs A mathematical framework for transformer circuits.Transformer Circuits Thread,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecc3c45f-832d-48c7-a044-cdfa6b375808 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Metacognition and cognitive monitoring: A new area of cognitive– developmental inquiry.American psychologist, 34(10):906, 1979
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5bb33186-6281-4c95-9e2f-c6962849dd67 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a46b507-439a-4189-905e-e33ca0285aef · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs In-context learning creates task vectors
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65da3b63-4c31-4c70-908a-f40e5fa2548c · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs OpenAI o1 System Card
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89218d28-ee92-441f-a0dc-0a12d8a1ffdd · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs The impact of reasoning step length on large language models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f08d32ef-1eaf-4d0c-8735-f98ab106f7d1 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs The Impact of Reasoning Step Length on Large Language Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc0b08cb-1694-4431-aca9-5949287d66ea · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Language models use trigonometry to do addition
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd0b6f6-9bf1-4cbd-8220-0f842847dfa2 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Large language models are zero-shot reasoners.Advances in neural information processing systems, 35:22199–22213, 2022
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb98dd89-e174-4ea3-80aa-c8f23e93f11b · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Abstractive document summa- rization with summary-length prediction
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15b9d150-8463-45f1-b570-8644811dc9d1 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Let's Verify Step by Step
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50817e3a-26f3-49b5-985b-f5185461d87c · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs s1: Simple test-time scaling
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfee3169-31af-4d50-9ba8-b6fc95d6fa88 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Progress mea- sures for grokking via mechanistic interpretability
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8350d7b8-3b48-4e8f-8393-f580596c2a67 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Metamemory: A theoretical framework and new findings
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec5c8fd3-450d-49c7-8158-c0242b10be0d · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Zoom in: An introduction to circuits.Distill, 2020
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a160824-a9cb-48de-adb7-4425207eee18 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs In-context Learning and Induction Heads
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ded680a8-00e2-4475-a59f-b38f5db91c4b · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Chatgpt: Optimizing language models for dialogue
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 175042fa-9c8d-42b1-b5b2-dd7db6996995 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Zero-Shot Strategies for Length-Controllable Summarization
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 05494799-79e0-49f7-b31b-90228978d7b0 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f1ecc85-f918-474b-a21a-1bd0f5588e05 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46ca0faa-844b-42f2-b163-65a19201d998 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ab04672-346d-4d5f-9acc-3ac96ce57346 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6bf9361-0c4d-4e7e-adf3-0fe1e16161bf · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Chain-of-thought prompting elicits reasoning in large language models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c062ef60-2ff6-4845-bad7-00bc850adc90 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7532860-234e-492c-8416-3b43e5989a59 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Effectively Controlling Reasoning Models through Thinking Intervention
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4b35af5-fd32-4008-bf3c-be45b3bcfb23 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs When More is Less: Understanding Chain-of-Thought Length in LLMs
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c4f7e78-738b-45de-80a8-2c66ad7b109a · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs The clock and the pizza: Two stories in mechanistic explanation of neural networks
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f88d29d3-6c9a-49a7-a41c-2b5186956cfb · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs hmm,” “wait,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7f265bf2-a3d0-4477-8627-3e27b7d2de35 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c0ebbfc1-149d-4cc4-b87a-2f93d673e057 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ecfe036e-3a9a-4b08-bace-a6672e6af137 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Suzanne doesn’t walk on the 28th day, so 36 miles is the minimum
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d39f6285-40e4-4d17-8272-b34cc744468d · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Each time, I’m adding the two previous numbers to get the next one
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4bffe1e7-45c8-4805-9074-88ed46ac41ac · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs First, compute
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 450149e7-d1c9-4119-bb3e-b198cf13176c · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs So, I’m confident that the 9th Fibonacci number is 34
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b3fcb1d-a7d0-4e0d-a7e6-695716b4235e · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d3fc7b84-4689-4a74-916b-cb77f74fc720 · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs I need to solve for X and Y
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 62a1e34f-852a-4eb0-a3a2-506d1d49426c · outbound
Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs Unresolved cited work
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acb242c7-f4d7-45b2-b81a-5b4966a3560b · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69f620d1-167f-40b0-b1a9-baf1624960f2 · inbound
Spatiotemporal Hidden-State Dynamics as a Signature of Internal Reasoning in Large Language Models Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bba556c0-d8f0-4170-a981-545798c0682d · inbound
Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9333a41-1f81-473e-a0e7-cb112e66c692 · inbound
Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f199f689-dbcc-468e-a391-249d3fa2a4b2 · inbound
Uncovering the Representation Geometry of Minimal Cores in Overcomplete Reasoning Traces Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation caf2942c-1f7a-489d-882e-65988c8cf220 · inbound
Prefix-Safe Bayesian Belief Tracking for LLM Reasoning Reliability:Separating Calibration from Ranking Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 937493f9-7aad-492b-9f55-bfc5fb69d524 · inbound
From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning Overclocking LLM Reasoning: Monitoring and Controlling Thinking Path Lengths in LLMs
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.