Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 82 inbound Pith citation observations for arXiv:2412.18547.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:07:45.249644Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
2
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation b979607e-2f2c-455a-a6c8-23b4552981bf · inbound
Disentangling Memory and Reasoning Ability in Large Language Models Token-Budget-Aware LLM Reasoning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09250be7-dc9d-4dd9-8b7c-4f6245167105 · inbound
Efficiently Scaling LLM Reasoning with Certaindex Token-Budget-Aware LLM Reasoning
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9d5b32a-a009-4721-98c1-09a38d78502e · inbound
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Token-Budget-Aware LLM Reasoning
Reference 279
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation af0384d9-699a-49bc-80fe-f06ff7338649 · inbound
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Token-Budget-Aware LLM Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea4e6788-c37c-4a2d-9409-16197e3115e9 · inbound
Emergent Response Planning in LLMs Token-Budget-Aware LLM Reasoning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 646c56ac-be82-4b54-aa93-5c265b8a8a78 · inbound
When More is Less: Understanding Chain-of-Thought Length in LLMs Token-Budget-Aware LLM Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbecaa2a-0256-4441-80ca-a07ce697f010 · inbound
CoT-Valve: Length-Compressible Chain-of-Thought Tuning Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 659d2d1f-c23c-445f-bb6a-a539263c7885 · inbound
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Token-Budget-Aware LLM Reasoning
Reference 236
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 58ee8975-3092-4724-9cd9-6dd5b4bbe2b5 · inbound
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Token-Budget-Aware LLM Reasoning
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2133311b-2ba5-4a95-9cb0-067ff6bcced4 · inbound
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models Token-Budget-Aware LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f6e5f38-68fe-477c-a50f-34b4a310256f · inbound
Generative AI Act II: Test Time Scaling Drives Cognition Engineering Token-Budget-Aware LLM Reasoning
Reference 105
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55db6f5e-4f8b-4208-8283-d7a4d430b138 · inbound
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b2ebbc9-d2b3-4a28-b17b-f053be4200ba · inbound
Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs Token-Budget-Aware LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f9b2ec1-a5ae-4509-9185-ff4440967080 · inbound
A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law Token-Budget-Aware LLM Reasoning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 312df5cd-fd0d-4ffa-bfb6-15397c5ba351 · inbound
S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models Token-Budget-Aware LLM Reasoning
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0b5292a-738b-42b2-8c1a-a7f835de7063 · inbound
Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 488fd659-67ff-4b68-93a2-a8b7ded2f8f4 · inbound
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4527e8d-3ce6-4cf2-b160-b8105b570bd1 · inbound
Thinkless: LLM Learns When to Think Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 330eb333-aa86-4970-837c-4b399af8a3ae · inbound
AdaptThink: Reasoning Models Can Learn When to Think Token-Budget-Aware LLM Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0de894f-502b-4ab2-9710-ef5f52d0ae58 · inbound
Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training Token-Budget-Aware LLM Reasoning
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 915989a3-4a12-41d2-a951-fb2e8e3217ff · inbound
Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning Token-Budget-Aware LLM Reasoning
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50be68a5-40f7-4b38-9608-f33181707c9f · inbound
When Can Large Reasoning Models Save Thinking? Mechanistic Analysis of Behavioral Divergence in Reasoning Token-Budget-Aware LLM Reasoning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b101f41-6384-43a7-83d8-c41f71c93794 · inbound
ThinkLess: A Training-Free Inference-Efficient Method for Reducing Reasoning Redundancy Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 740c33b5-9cfd-4f7c-9fa0-4cc1ef58134e · inbound
Search-Based Multi-Trajectory Refinement for Safe C-to-Rust Translation with Large Language Models Token-Budget-Aware LLM Reasoning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c7b8289c-19b0-48b7-ba03-764259908cdb · inbound
TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling Token-Budget-Aware LLM Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f665e6-9f91-43db-87e0-b8024bd71110 · inbound
VeriThinker: Learning to Verify Makes Reasoning Model Efficient Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b90ca9c3-e075-477f-9356-016a9a549240 · inbound
Thinking Fast and Right: Balancing Accuracy and Reasoning Length with Adaptive Rewards Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd22b086-98c1-48f1-a84f-6057f7ca93a9 · inbound
Efficient Long CoT Reasoning in Small Language Models Token-Budget-Aware LLM Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9e33716-a22a-4a33-b8ba-e89bc807d2c1 · inbound
Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting Token-Budget-Aware LLM Reasoning
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 483f4a1e-f312-4f72-9254-651d226aa27c · inbound
Can Past Experience Accelerate LLM Reasoning? Token-Budget-Aware LLM Reasoning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 251f3220-cc74-4986-a428-803ed2860738 · inbound
Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7fa8cc1-75ad-43ec-82b9-63bea8c08157 · inbound
PixelThink: Towards Efficient Chain-of-Pixel Reasoning Token-Budget-Aware LLM Reasoning
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d685371d-f7d9-42ad-a2d7-f27d67bbfa11 · inbound
Reasoning Can Hurt the Inductive Abilities of Large Language Models Token-Budget-Aware LLM Reasoning
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3df8f4b6-63c7-4f29-b1ee-db42314184ab · inbound
Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00e34f3b-424f-42dd-8ce8-d97dd9b99074 · inbound
Reasoning or Overthinking: Evaluating Large Language Models on Financial Sentiment Analysis Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15b48e73-c8d8-46c1-b813-a6b7b5605196 · inbound
DynamicMind: A Tri-Mode Thinking System for Large Language Models Token-Budget-Aware LLM Reasoning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89af4f56-187f-42a1-bd16-61758b633dd9 · inbound
What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding Token-Budget-Aware LLM Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640a7e38-dd98-47ee-bef0-a35c7b92c105 · inbound
How Far Are We from Optimal Reasoning Efficiency? Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0e0a094-6d18-4cf0-8f05-8038e38ef4b4 · inbound
Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Token-Budget-Aware LLM Reasoning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dd393de-95b9-44bd-998c-a464bddb3844 · inbound
Transforming Expert Knowledge into Scalable Ontology via Large Language Models Token-Budget-Aware LLM Reasoning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c883f271-b8c6-46de-be2f-abf7ad3f223f · inbound
Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty Token-Budget-Aware LLM Reasoning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35e40b06-a5d3-4890-b711-a2ac6db06e81 · inbound
PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 873ceeaa-86de-45a0-b5d3-2a57b058e0c9 · inbound
QFFT, Question-Free Fine-Tuning for Adaptive Reasoning Token-Budget-Aware LLM Reasoning
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee06ff28-4fee-4bc0-866e-8c33a1f16f9f · inbound
Steering LLM Thinking with Budget Guidance Token-Budget-Aware LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3ef6c34-5c71-45c4-b554-dbc7538ef52d · inbound
Optimizing Length Compression in Large Reasoning Models Token-Budget-Aware LLM Reasoning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d69d9467-76b6-4fd4-b0ca-affd6b5abb56 · inbound
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors Token-Budget-Aware LLM Reasoning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c7f70ea-0ad3-403a-a856-46924bee4374 · inbound
AdapThink: Adaptive Thinking Preferences for Reasoning Language Model Token-Budget-Aware LLM Reasoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60c79c20-6b7c-400e-b27d-7e8872c995d6 · inbound
AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 585537f7-73a5-4327-b89f-827ce3574e73 · inbound
SmartThinker: Learning to Compress and Preserve Reasoning by Step-Level Length Control Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c475e668-4e9f-4785-ae17-e9edcca43f50 · inbound
Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Token-Budget-Aware LLM Reasoning
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2cf8936-1197-459c-ae5c-e25a64c8a1d5 · inbound
REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 615c17f0-de06-40d5-aa00-90439ad8af3b · inbound
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization Token-Budget-Aware LLM Reasoning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70fe9cb9-2239-4724-b644-49d153b27c59 · inbound
Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning Token-Budget-Aware LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4dabe0e-6496-4127-ad78-5270ca393311 · inbound
Efficient Agents: Building Effective Agents While Reducing Cost Token-Budget-Aware LLM Reasoning
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76ff0e3c-d9aa-458a-8fa4-29f1638d5ec2 · inbound
Not All Errors Are Created Equal: ASCoT Addresses Late-Stage Fragility in Efficient LLM Reasoning Token-Budget-Aware LLM Reasoning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 575b0549-953d-40ae-be1c-6af61e157957 · inbound
Think in Blocks: Adaptive Reasoning from Direct Response to Deep Reasoning Token-Budget-Aware LLM Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b190463-e31c-4699-bb2f-6f6ce7ad0875 · inbound
BudgetThinker: Empowering Budget-aware LLM Reasoning with Control Tokens Token-Budget-Aware LLM Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecc59334-1533-424b-b414-6dc69f1eb649 · inbound
MeVe: A Modular System for Memory Verification and Effective Context Control in Language Models Token-Budget-Aware LLM Reasoning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a35ff92-d386-4271-b415-b192782a7bb6 · inbound
Self-Aligned Reward: Towards Effective and Efficient Reasoners Token-Budget-Aware LLM Reasoning
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f2280d32-d6de-4364-8194-70dcdf2b1500 · inbound
From Long to Short: LLMs Excel at Trimming Own Reasoning Chains Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74c5f34a-dc50-4e0c-a0ac-75feabe7dd78 · inbound
Early Stopping Chain-of-thoughts in Large Language Models Token-Budget-Aware LLM Reasoning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c5083055-2135-49f9-8343-dd48e94f9a03 · inbound
Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f06b8187-d3a0-41c8-8bc8-8f240e9587b2 · inbound
Probing the Difficulty Perception Mechanism of Large Language Models Token-Budget-Aware LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4790b7b2-92dd-436f-8289-77407f3fb722 · inbound
MixReasoning: Switching Modes to Think Token-Budget-Aware LLM Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 785552d9-d00a-442b-87bc-b137ca331316 · inbound
Are Large Reasoning Models Interruptible? Token-Budget-Aware LLM Reasoning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17e915b8-3617-45f6-82f4-77d71c56cba9 · inbound
Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization Token-Budget-Aware LLM Reasoning
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9398dd26-2e03-441e-bcc6-c148b007135f · inbound
LightThinker++: From Reasoning Compression to Memory Management Token-Budget-Aware LLM Reasoning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c544a693-897e-47f7-9b49-f737484c0d0e · inbound
Tokalator: A Context Engineering Toolkit for Artificial Intelligence Coding Assistants Token-Budget-Aware LLM Reasoning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 489bc3b8-b8d5-461f-993c-b59c65d45a3e · inbound
Thinking with Reasoning Skills: Fewer Tokens, More Accuracy Token-Budget-Aware LLM Reasoning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3448a3a1-9e58-470d-bdd8-02a32e2c6310 · inbound
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Token-Budget-Aware LLM Reasoning
Reference 107
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bb4be479-a915-49f2-9749-b27459d89a34 · inbound
How Much Thinking is Enough? Quantifying and Understanding Redundancy in LLM Reasoning Token-Budget-Aware LLM Reasoning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 96e41e81-cee8-43e2-b53c-cdf18e815c7d · inbound
POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems Token-Budget-Aware LLM Reasoning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c198a0b8-5222-44d2-8f2b-cdc8fb632dae · inbound
Trading Human Curation for Synthetic Augmentation in RLVR Token-Budget-Aware LLM Reasoning
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 92034f9a-0ee2-46cc-8bf0-58c84efce28c · inbound
Trading Human Curation for Synthetic Augmentation in RLVR Token-Budget-Aware LLM Reasoning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f36adc2b-1063-4ce1-8fca-72fb5ca73843 · inbound
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Token-Budget-Aware LLM Reasoning
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation af5b25d8-e108-4bfa-943f-ba7393292de7 · inbound
Token-Operations-Oriented Inference Optimization Techniques for Large Models Token-Budget-Aware LLM Reasoning
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation afebed7d-1074-402b-8971-541e6cb0e5d6 · inbound
Token-Operations-Oriented Inference Optimization Techniques for Large Models Token-Budget-Aware LLM Reasoning
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd436bc6-7353-42b2-b8d9-bb136eb24bca · inbound
The Harness Effect: How Orchestration Design Sets the Token Economics of Enterprise Agentic AI Token-Budget-Aware LLM Reasoning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 185ddfd7-3a8f-492b-9edb-d4419c5e6c9e · inbound
LISA: Linear-Indexed Sparse Attention for Efficient Long-Context Reasoning Token-Budget-Aware LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97431252-ebbd-4e88-9404-d83728c25342 · inbound
PACE: Adaptive Budget Allocation for Time-Efficient Embodied Planning Token-Budget-Aware LLM Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ffd88c9-8457-48b3-bd33-cca9bd3daf2b · inbound
Thinking Hard, Not Smart: Reasoning Models Fail to Ration Test-Time Compute Across Questions Token-Budget-Aware LLM Reasoning
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad8b063d-76dc-49e6-a4f9-60064abadfe2 · inbound
Towards Efficient Reasoning in LLM-Based Recommender Systems via Model Merging Token-Budget-Aware LLM Reasoning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.