Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:42:41.117535Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 3 inbound Pith citation observations for arXiv:2506.04611.
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 2026-08-07T10:42:41.117535Z
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 2026-08-06T04:18:02.099873Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-10T23:10:50.459351Z
100 of 106 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6e8d387f-a6da-4c46-b9fe-1d5ef8180b5e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Program Synthesis with Large Language Models
Reference 1
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Observation 93347ef0-eb8d-4aaa-904b-c477041977f3 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning https://huggingface.co/spaces/HuggingFaceH4/blogpost-scaling-test-time-compute Scaling test-time compute with open models
Reference 2
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Observation 643c0ace-e752-4129-8e73-38e25fcc4a27 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 3
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Observation f5be3e27-449a-4cd6-81b7-0ce34f474c07 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning
Reference 4
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Observation acded854-0c1c-4d47-859b-15e2c9f9389d · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 5
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Observation 68689655-df8b-4d92-813d-130ea47e1f3a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 6
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Observation 5a7f1582-2979-4660-b00a-54095f39901b · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Evaluating Large Language Models Trained on Code
Reference 7
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Observation ef927f51-9a11-4eb3-b769-ccc3daf14a5c · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
Reference 8
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Observation ded7c1a8-ab42-476d-abdf-50dfc36b0c96 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Reasoning models don’t always say what they think
Reference 9
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Observation f52f7de7-e3eb-4b01-a8da-52cb83294593 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 10
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Observation 73e3379e-3726-4143-b823-83e8b0c4c01a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 11
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Observation 52b2afaf-edce-447a-ad7c-39845125bf6a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning PaLM: Scaling Language Modeling with Pathways
Reference 12
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Observation 24f08522-9152-4cba-b224-cca7bf90f1fc · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 13
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Observation 1a4dc3b2-86db-4acc-8377-b356a7fc01c2 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Verifiers to Solve Math Word Problems
Reference 14
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Observation b798fbed-c933-4e7e-86aa-eccffeeaf0e1 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning One-Minute Video Generation with Test-Time Training
Reference 15
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Observation 8fa82611-6f4b-4432-a2ab-2d773af7223a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 16
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Observation c08c6b92-65f7-404b-9c48-ce78df36c72e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 17
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Observation c3deda6c-7539-4f19-8d01-abc1eb4a1c46 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective
Reference 18
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Observation 18120ede-4292-42cf-9e1e-6149e61a21c4 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 19
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Observation 35e7b365-250a-4634-b96e-a7e534e7b8db · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models
Reference 20
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Observation 453b2cef-f66d-4b25-afda-ab3bf04f6dd5 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning PAL: Program-aided Language Models
Reference 21
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Observation 45072a63-db14-4b7c-9a5b-6f2a58b0c148 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 22
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Observation 3a734589-8f92-48a9-b25d-56e36e6999b1 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use
Reference 23
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Observation 45ecc6e5-af7d-400b-a1d4-cdc3babe4785 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Large Language Models to Reason in a Continuous Latent Space
Reference 24
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Observation c6ffeb5f-627e-497c-bd90-c679666d892e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems
Reference 25
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Observation 5cf57690-8d6d-4435-b797-0aba014feeda · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 26
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 27
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Observation a1ffbad8-db98-4112-a660-76358dd6d794 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 28
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Observation 734dd7ba-1605-4179-a7b5-f9c1ef6a5d3e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 29
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Observation 9916fd3e-f020-4fb2-99a3-552e3d4eab35 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 30
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Observation 1e02b7eb-4348-41a1-88e9-bd480b7af254 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Training Compute-Optimal Large Language Models
Reference 31
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Observation 37be0106-fbb6-4f54-b9de-393ed144fb01 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Reference 32
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Observation 3c06fc9b-2a05-402e-82ec-78bfa3c8caf7 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment
Reference 33
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Observation 8dc60cc1-3c86-4670-a257-916140911fbe · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Efficient Test-Time Scaling via Self-Calibration
Reference 34
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Observation 2c0353aa-28ea-4756-a534-246b4d84a5bd · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought
Reference 35
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Observation b97fc184-a575-47f9-b884-c1cc5573774d · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 36
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Observation e3f336e1-cea1-40cf-835f-3a0958c014f1 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 37
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Observation 3a9a2226-7aba-4f42-a4ed-6afbdb4d2f1e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning
Reference 38
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Observation 95b403b0-84cf-4085-a561-32070d471682 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Equitable Access to Justice: Logical LLMs Show Promise
Reference 39
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Observation f423d651-7326-4983-9e50-679b0d691cac · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling Laws for Neural Language Models
Reference 40
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Observation a8a86d91-764b-4a1a-851a-b050e2c0bc2e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 41
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Observation d49249a7-0d70-47bd-9856-88bbec989c46 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Latent Thought Models with Variational Bayes Inference-Time Computation
Reference 42
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Observation 9b349a1d-4ffd-4daa-a04f-9fe1ca9f433b · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 43
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Observation 1831baf2-6543-40a3-afc1-9ce45845602b · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LLM Post-Training: A Deep Dive into Reasoning Large Language Models
Reference 44
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Observation 5948cec6-e4f5-4031-8dd5-45a28c2a155f · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning S3Eval: A Synthetic, Scalable, Systematic Evaluation Suite for Large Language Models
Reference 45
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Observation e7dccd11-eb1b-4acb-8f82-f1c1511045ea · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 46
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Observation 1c18aef9-f609-4a3b-a08f-9580192c021e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 47
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Observation 5b4028af-ce03-4b22-b898-74dfe0001969 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
Reference 48
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Observation 31e3160b-56a6-44a1-8715-1b53dac5ad8a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Let's Verify Step by Step
Reference 49
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Observation 7cb023e1-d223-4c28-af77-7c6fb6e80cf0 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 50
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Observation 1a7c9cd2-6ba5-4a3c-85f3-dbecf690681f · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Sleep-time Compute: Beyond Inference Scaling at Test-time
Reference 51
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Observation 10c8282e-f407-4262-90df-c38749b5d01e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 52
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Observation 48788e9f-4700-4a99-b50f-d5541c2ea74e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Transformers Learn Shortcuts to Automata
Reference 53
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Observation b14daabd-a966-4ec4-ba5a-f2c53e76b720 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Knowledge Distillation with Training Wheels
Reference 54
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Observation f5881c20-ba9c-443e-9291-a9218cb2162d · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Tang, Manan Roongta, Colin Cai, Jeffrey Luo, Li Erran Li, Raluca Ada Popa, and Ion Stoica
Reference 55
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Observation f8d3198f-2d67-4eee-9761-065cb9519fb9 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation
Reference 56
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Observation 0e70dabd-0a41-40e2-973d-c8e69bc66fea · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 57
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Observation 2a584604-e8ae-4caf-9820-3665a79d0a45 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute
Reference 58
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Observation 5e40b858-a1eb-4ddf-9fd4-7b8bfcce90be · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 59
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Observation 9a089e98-5cb9-41c9-905a-a9c70d8b3d82 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning The Expressive Power of Transformers with Chain of Thought
Reference 60
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Observation 3bd82ce2-07e1-4b78-9709-0bbb1ce72e7f · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
Reference 61
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Cosmos World Foundation Model Platform for Physical AI
Reference 62
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning GPT-4 Technical Report
Reference 63
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 64
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Observation 9a6c2e9c-7b98-4bb2-886f-22648058fba9 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 65
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Observation 25187283-2789-43d2-bb10-3d4dbaa2f15a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law
Reference 66
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Observation a2f2497a-d16e-42e1-b276-e354380e7ca3 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 67
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Observation 5ece831f-5459-469e-af83-01d6f0ccb08a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Optimizing Test-Time Compute via Meta Reinforcement Fine-Tuning
Reference 68
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Observation c451a3c1-472c-450e-8c76-9c3266b64e19 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 69
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
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Observation 62b1eda7-a23e-4f93-84c0-fa9ef17a0c00 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 72
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Observation 50f7614f-df43-4b46-b11c-55a5faa55804 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers
Reference 73
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling Test-Time Compute Without Verification or RL is Suboptimal
Reference 74
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation
Reference 75
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Observation 5e535acb-da1f-4c43-9b0c-23df43c80594 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Distilling Reasoning Capabilities into Smaller Language Models
Reference 76
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Observation 94bef829-d077-47b8-b1f4-47b4db8ae782 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 77
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Observation 8b1714ab-04b6-494b-9ce8-17314c64e0df · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 78
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Reference 79
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 80
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 81
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Think Twice: Enhancing LLM Reasoning by Scaling Multi-round Test-time Thinking
Reference 82
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Observation 34e36404-aa2b-42b4-a444-4a6c8b13f947 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning A Survey on Post-training of Large Language Models
Reference 83
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning LLaMA: Open and Efficient Foundation Language Models
Reference 84
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Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
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Observation 3d281e0f-b2ff-4014-b741-93bea9901bdc · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 86
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Observation 7a37e095-e299-45a0-a0a2-4aad1b7d1c30 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Mixture-of-Agents Enhances Large Language Model Capabilities
Reference 87
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Observation a7bf743c-a242-49ce-b3a0-dce2390b0ed4 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models
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Observation 2c71ec19-6c85-4b64-b0ed-1d49d59249c8 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 89
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Observation 1ee8749a-ba28-4f9b-870c-983e93066c8e · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 90
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Observation 169aae46-5f0f-469b-89dd-d35faa0f2fb6 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models
Reference 91
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Observation a09a2f29-2492-42e0-b9f1-000907bd094a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
Reference 92
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Observation da008943-829e-4ff3-8ceb-52bae3e6855f · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Reference 93
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Observation 856fcad1-bc89-44ce-b870-36ee1e891331 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Chain of Draft: Thinking Faster by Writing Less
Reference 94
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Observation aa5b6c02-f24d-4e96-be4f-8d0fa8ec7f1d · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Unresolved cited work
Reference 95
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Observation 19de073d-6d53-4fd1-9039-9762ac72ed75 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 96
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Observation 3d7b29c5-91d4-442b-ba83-6c716e3d054a · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models
Reference 97
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Observation d1c044e4-0d5c-4400-8ffb-00a8801ed183 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Z1: Efficient Test-time Scaling with Code
Reference 98
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Observation 2c9a26b1-9450-4dfc-851b-4aab33de10b9 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Reference 99
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Observation 7c2e7bc9-f5ec-4320-8900-64356e2132a6 · outbound
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Robotic Control via Embodied Chain-of-Thought Reasoning
Reference 100
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Observation 90b49a83-d1f0-401b-998c-5e5d55a722b9 · inbound
From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning
Reference 14
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Observation 098ae905-fb5e-409a-bf9f-919c1204237b · inbound
It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning
Reference 4
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Observation 7c5fbaca-f5d4-4a6e-8476-77dc31f4d868 · inbound
It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning
Reference 53
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