Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T22:25:55.024087Z
Paper Citation Record · LEDGER
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
As of 18 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 5 inbound Pith citation observations for arXiv:2509.07339.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T10:49:24.376209Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
46 of 46 outbound references displayed
- verified exact1
- verified fuzzy12
- unresolved33
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 97948ada-a807-453b-b7c5-19f9ed42ef51 · outbound
This paper cites Training language models to reason efficiently, 2025.URL https://arxiv.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Training language models to reason efficiently, 2025.URL https://arxiv
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.774597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2918429-d688-43da-a233-aa180ab847a0 · outbound
This paper cites Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.780191Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c50ca6e0-39e2-438b-bf92-907a5372473a · outbound
This paper cites Sparks of artificial general intelligence: Early experiments with gpt-4, 2023.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Sparks of artificial general intelligence: Early experiments with gpt-4, 2023
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.786166Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99bb6ba3-a323-499f-9e51-2b556a410a5a · outbound
This paper cites VeriThinker: Learning to Verify Makes Reasoning Model Efficient.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity VeriThinker: Learning to Verify Makes Reasoning Model Efficient
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.792700Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c56543f-985a-4d01-93e1-b843fe3cc343 · outbound
This paper cites Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.798900Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c5157bf-1c90-4ec9-9ed8-5e270a033a89 · outbound
This paper cites Stream of Search (SoS): Learning to Search in Language.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Stream of Search (SoS): Learning to Search in Language
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.804686Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cef0c5ec-8500-4696-a2b4-ce6c12485617 · outbound
This paper cites MiniLLM: On-Policy Distillation of Large Language Models.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity MiniLLM: On-Policy Distillation of Large Language Models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.812310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7387013c-8d63-4ff4-9b9b-128d2a8f52df · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.817599Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb4bad00-b714-4f3a-b351-853f7521baf5 · outbound
This paper cites Don’t overthink it.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Don’t overthink it
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.822516Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4aa060ea-7f24-499a-bdee-63534670d8f6 · outbound
This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.827290Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb13b985-01c9-474d-8271-8756e51d4766 · outbound
This paper cites Procedural dungeon generation: A drunkard’s walk in clojurescript.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Procedural dungeon generation: A drunkard’s walk in clojurescript
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.771562Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 54568a56-2b07-47e8-b3b0-bb40d1d37991 · outbound
This paper cites On the shortest spanning subtree of a graph and the traveling salesman problem.Proceedings of the American Mathematical society, 7(1):48–50, 1956.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity On the shortest spanning subtree of a graph and the traveling salesman problem.Proceedings of the American Mathematical society, 7(1):48–50, 1956
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.837507Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77b6face-af61-49b7-b017-1e69ebb7afe1 · outbound
This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.842580Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbcf46dd-5fcc-4acd-a41c-3c541e745568 · outbound
This paper cites Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Beyond A*: Better Planning with Transformers via Search Dynamics Bootstrapping
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.848983Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d845bad-5b4d-47ef-974d-c38ae4dc6692 · outbound
This paper cites LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.854382Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6de193bf-8222-4a06-9f53-3ac1ecdb7cc1 · outbound
This paper cites AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.860141Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13a36d17-ec40-4be2-9367-ee30308eb202 · outbound
This paper cites Let’s verify step by step.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Let’s verify step by step
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.865531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83145d73-9036-4be5-ae10-fba891a39060 · outbound
This paper cites Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.870636Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0c67f84-a7ce-4a7b-8e8c-013c48fe118a · outbound
This paper cites s1: Simple test-time scaling.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity s1: Simple test-time scaling
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.876294Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c25b10b-0a55-4ac0-9c97-de8bb36970cb · outbound
This paper cites Show your work: Scratchpads for intermediate computation with language models.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Show your work: Scratchpads for intermediate computation with language models
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.734815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e3b1388f-abec-4dc1-a0e9-041a8a33707c · outbound
This paper cites Can Transformers Reason Logically? A Study in SAT Solving.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Can Transformers Reason Logically? A Study in SAT Solving
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.886714Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e03ea8b4-ab42-4168-af01-b52f9b633829 · outbound
This paper cites Let's Think Dot by Dot: Hidden Computation in Transformer Language Models.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Let's Think Dot by Dot: Hidden Computation in Transformer Language Models
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.891821Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 791d70c2-674e-4cfe-b606-cfc6e17bf4e1 · outbound
This paper cites Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.897235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8159e690-5c06-47fc-b025-4cd0d859c576 · outbound
This paper cites Qwen2.5 Technical Report.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Qwen2.5 Technical Report
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.902861Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c265a507-cbf8-4d13-8a45-aae9f3c32fd3 · outbound
This paper cites Sample more to think less: Group filtered policy optimization for concise reasoning, 2025.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Sample more to think less: Group filtered policy optimization for concise reasoning, 2025
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.718700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 05b43ce2-1f4f-49c9-ad2a-10b270013a60 · outbound
This paper cites Dualformer: Controllable fast and slow thinking by learning with randomized reasoning traces.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Dualformer: Controllable fast and slow thinking by learning with randomized reasoning traces
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.700970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 071a2b51-ef8c-46b2-865c-af284779e92f · outbound
This paper cites Reinforcement Learning in the Era of LLMs: What is Essential? What is needed? An RL Perspective on RLHF, Prompting, and Beyond.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Reinforcement Learning in the Era of LLMs: What is Essential? What is needed? An RL Perspective on RLHF, Prompting, and Beyond
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T22:25:55.198864Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ee14d1a5-7705-4da6-8488-4e7c68ed8723 · outbound
This paper cites Depth-first search and linear graph algorithms.SIAM journal on computing, 1(2):146–160, 1972.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Depth-first search and linear graph algorithms.SIAM journal on computing, 1(2):146–160, 1972
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.924880Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 369cce04-b9bc-42a2-af45-81aa3c6c5399 · outbound
This paper cites Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.929684Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 306fb0aa-0958-47ea-b433-a45c67850106 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.935180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f8bed23-aeeb-4615-83f6-170301dea146 · outbound
This paper cites Generating random spanning trees more quickly than the cover time.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Generating random spanning trees more quickly than the cover time
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.663050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f0c70ae0-52de-4c14-ba4e-1490980e39cd · outbound
This paper cites Chain of thought imitation with procedure cloning.Advances in Neural Information Processing Systems, 35:36366–36381, 2022.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Chain of thought imitation with procedure cloning.Advances in Neural Information Processing Systems, 35:36366–36381, 2022
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.647520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0f59c858-a769-4811-8d52-e4334d307704 · outbound
This paper cites Understanding Aha Moments: from External Observations to Internal Mechanisms.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Understanding Aha Moments: from External Observations to Internal Mechanisms
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.950071Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef85af22-6ebe-43ef-915e-7d7331994982 · outbound
This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.957495Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5a09d7f-76e3-495d-b2b3-279f39d2ed32 · outbound
This paper cites Efficient rl training for reasoning models via length-aware optimization.ArXiv, abs/2505.12284, 2025.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Efficient rl training for reasoning models via length-aware optimization.ArXiv, abs/2505.12284, 2025
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.963238Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ce6f0e3-fa8c-429c-9d68-cde65a1ac111 · outbound
This paper cites Free Process Rewards without Process Labels.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Free Process Rewards without Process Labels
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.968591Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc949ec1-2e08-4f91-8f39-3b483f4059fe · outbound
This paper cites Star: Bootstrapping reasoning with reasoning.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Star: Bootstrapping reasoning with reasoning
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.973934Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7caad15-2593-4945-84b6-bb035eeeaab2 · outbound
This paper cites Automatic Chain of Thought Prompting in Large Language Models.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Automatic Chain of Thought Prompting in Large Language Models
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.979131Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c3d1c90-2b68-4d1b-b688-fe548a1d056b · outbound
This paper cites The clock and the pizza: Two stories in mechanistic explanation of neural networks.Advances in neural information processing systems, 36:27223–27250, 2023.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity The clock and the pizza: Two stories in mechanistic explanation of neural networks.Advances in neural information processing systems, 36:27223–27250, 2023
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.984522Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdd3d588-573c-4fc4-a314-63f81d131cce · outbound
This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:25:54.989865Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d279edc9-fd06-4aaf-858b-1c76b3345e73 · outbound
This paper cites Wilson’s algorithm generates uniform random mazes by performing loop-erased random walks from unvisited cells until they connect to the current maze [ 31].
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Wilson’s algorithm generates uniform random mazes by performing loop-erased random walks from unvisited cells until they connect to the current maze [ 31]
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.610256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cb6d748a-2263-4fb7-ae19-1715fd82d610 · outbound
This paper cites This results in a fully connected maze without loops, though the maze distribution is not perfectly uniform.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity This results in a fully connected maze without loops, though the maze distribution is not perfectly uniform
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.591345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 393fc2a7-c7fe-4415-a4e0-a539a3a91e50 · outbound
This paper cites When it hits a dead-end (no unvisited neighbors), it backtracks until it finds a new direction to explore, repeating until all cells are visited and connected into a complete maze.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity When it hits a dead-end (no unvisited neighbors), it backtracks until it finds a new direction to explore, repeating until all cells are visited and connected into a complete maze
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.573585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fa89015a-4b55-445e-980f-fcf4aa9832cc · outbound
This paper cites Drunkard’s Walk.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Drunkard’s Walk
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.556466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d00034ce-a2bb-4864-99cf-98de2762e975 · outbound
This paper cites Tasks are generated by exhaustive rejection sampling: first, randomly select a number between 30% and 50%.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity Tasks are generated by exhaustive rejection sampling: first, randomly select a number between 30% and 50%
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.540780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 42ce7289-6f8f-48ef-a593-8636769ab215 · outbound
This paper cites In our case, we chose the number of levels of outer walls to be 4.
Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity In our case, we chose the number of levels of outer walls to be 4
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:25:55.524945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
Observation a9070308-b854-4a41-8648-2366cb62259c · inbound
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? cites this paper.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.339339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f8f035c4-8a86-4ec6-8b1e-ea46a98ea671 · inbound
When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel cites this paper.
When Reasoning Traces Become Performative: Step-Level Evidence that Chain-of-Thought Is an Imperfect Oversight Channel Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 40
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T06:32:24.411763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c6f55a6-761b-411d-8c09-d8c33972bb67 · inbound
Effort as Ceiling, Not Dial: Reasoning Budget Does Not Modulate Cognitive Cost Alignment Between Humans and Large Reasoning Models cites this paper.
Effort as Ceiling, Not Dial: Reasoning Budget Does Not Modulate Cognitive Cost Alignment Between Humans and Large Reasoning Models Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T20:47:45.712192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7dce6cab-9111-4f04-88d3-3fbf39b877c1 · inbound
Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers cites this paper.
Fixed-Point Reasoners: Stable and Adaptive Deep Looped Transformers Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-06-27T00:40:17.883805Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8e7f7ea4-a507-4a95-9875-dfddda4e936f · inbound
Masked Distillation: Internalizing the Chain-of-Thought in Language Models cites this paper.
Masked Distillation: Internalizing the Chain-of-Thought in Language Models Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T10:49:24.376209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.