Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:25:53.635679Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 5 inbound Pith citation observations for arXiv:2502.06773.
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 2026-08-08T14:25:53.635679Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:28:41.579717Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T05:57:41.592060Z
87 of 87 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ecc36f18-1e9b-40fe-93ff-1e108ea1af3a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Phi-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b582b0e9-a95e-4d3e-9f94-0fb09582e460 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Amc 2023
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eece90db-4388-4ddf-9c31-7642bde6225a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Aime 2024
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5f48994-4ec5-4212-9c7f-2cefbe971e23 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Numinamath-cot
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a10645d-8bfd-4e75-b884-8f82f92de4b7 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c281d1d5-4ccc-459e-985e-eb611e13f7f9 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Constitutional AI: Harmlessness from AI Feedback
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1082ab03-ef0f-4ca1-97a8-9f0e7f0cbfcb · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Scaling test-time compute with open models, 2024
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b217de4-d4a0-4bb4-ad06-04e7fdc930c6 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Open-r1: a fully open reproduction of deepseek-r1
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82bdc4bf-793f-4cd1-ad2b-fd0c52762730 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3357ea57-02a9-44c2-937e-6a19461ad863 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Self-Improving Robust Preference Optimization
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2402dfe1-17ca-45d9-8aa6-e55610864943 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition AlphaMath Almost Zero: Process Supervision without Process
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce1aee1b-0de3-4e4b-9af5-2daeb8862248 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Codeforces dataset
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e9f82f3-63a8-4862-bab1-3583f27d8217 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Process reinforcement through implicit rewards
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2b9e052-b993-479d-b1e8-f235fbb6df7b · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 51617f6d-02d7-4ade-b1ae-f7ee7d57f972 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Flash A ttention-2: Faster attention with better parallelism and work partitioning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c4041b13-e1a1-492a-9fae-53fd468c599b · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Ai achieves silver-medal standard solving international mathematical olympiad problems, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bdd185cc-189c-4585-a351-a8aeff4a8531 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56005d59-b58d-4a7d-a27f-8341ea7a820f · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Introducing gemini 2.0: our new ai model for the agentic era
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c7e1636c-8b03-4263-91b1-ae5239e0bc6a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d640c67-b92c-4e0d-9e83-c349fecca3a1 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Measuring Massive Multitask Language Understanding
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 388a53cd-7a7e-43c0-90f1-bcc3a536fd76 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Measuring Mathematical Problem Solving With the MATH Dataset
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2702d0c-f576-4c21-8bb6-35cca6a3d8e0 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Large Language Models Cannot Self-Correct Reasoning Yet
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 943e4545-6612-4952-a7c6-53c23682a60a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Teaching Large Language Models to Reason with Reinforcement Learning
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a28b3f64-5a69-4c93-831e-8e7869e8ff38 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition O1 Replication Journey -- Part 3: Inference-time Scaling for Medical Reasoning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1e892ab-f379-458d-9888-707cb8c2c758 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Reasoning with Language Model is Planning with World Model
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c92a674-1136-4135-92ae-a8c9385107c5 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition GPT-4o System Card
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89738edf-e17b-4fb8-aa32-0e92980a4dfa · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71c91751-5438-45e2-bc14-697b74db75eb · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b593b83-c156-43af-984f-0629a2a6616e · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a181384-00a6-44af-a6d7-0d6ebdc467e3 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03b4dae8-94e7-44d4-935e-32a759b793f1 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9ce09a3-0a28-4bbe-baa8-a3c690682860 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition OpenAI o1 System Card
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fd80777-38eb-4813-b345-735b42bb596c · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Reinforcement Learning with Unsupervised Auxiliary Tasks
Reference 33
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Unavailable: canonical work link unavailable.
Observation 9101808f-b24d-40c7-8fe0-e762b331cb81 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Kimi k1.5: Scaling reinforcement learning with llms
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 79363580-8c3b-4201-904c-95637ea29156 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab2f45c7-cd1e-4198-985a-51258f2f78d0 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Training Language Models to Self-Correct via Reinforcement Learning
Reference 36
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Unavailable: canonical work link unavailable.
Observation 30c427f1-2c02-460d-8113-97c8523d761f · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dd0171c7-9298-42b6-be98-39bf2838d347 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Let's Verify Step by Step
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a58e83aa-0365-45a6-87bb-477e0bcc5451 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
Reference 39
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Unavailable: canonical work link unavailable.
Observation fe092817-e977-4101-87d0-9c9ab5f6a8fd · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
Reference 40
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Unavailable: canonical work link unavailable.
Observation 85937927-b0c4-406b-bc68-afea3a066a6a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing
Reference 41
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Unavailable: canonical work link unavailable.
Observation 6ad11a03-cdce-412c-842b-a4a40d04aaa1 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems
Reference 42
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Unavailable: canonical work link unavailable.
Observation 15b8f081-e7f6-412a-8cb6-8426317c24a6 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Llama-3.1-8b
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b208dd9e-f17c-4bc1-a706-1b09b8c00692 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Ray: A distributed framework for emerging \ AI \ applications
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ac323491-468e-4ade-8b7c-7ae2a9fea4f6 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition The Expressive Power of Transformers with Chain of Thought
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2b5d512-62b9-456e-893a-26c3ce31dee5 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition s1: Simple test-time scaling
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3e9fde9-2d69-418b-9f3b-12c5c3db937a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Sky-t1: Train your own o1 preview model within \ 450
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b7089b6b-670b-4e80-a58d-dc265ff58890 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 72bc56d0-1ef5-4f09-ac0f-67b5db078475 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Learning to reason with llms
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0a00aeb-efcb-44cc-bc5b-b1de23dd640a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Math-500
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dce3a3b1-830d-44f5-a017-d2b828112f30 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Openai humaneval
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ecc12a85-1bea-422a-a208-8604b0edfa99 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Openai o1-mini advancing cost-efficient reasoning
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eb58fd79-d437-4c38-b627-6b5ec21ecaad · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Training language models to follow instructions with human feedback
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa5ce6f6-2465-4fbc-9d8a-af09777caf75 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition O1 Replication Journey: A Strategic Progress Report -- Part 1
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b4943d0-f8c2-4144-99f0-d7676e972f86 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1a0fb65-ef3a-426b-8805-2aef8b147292 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Qwen-2.5-32b
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1283d6a6-60a1-46c0-ad8d-ccc8592df38b · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Qwq-32b-preview
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8ade35d2-357e-4fcc-906c-02673a1a5888 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Qwq-longcot-130k-cleaned
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b67dcc04-5003-4918-a1a2-cff852db7ea0 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Qwq: Reflect deeply on the boundaries of the unknown
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 41f5cea6-2626-484a-90ac-1707ef95cbc1 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Recursive Introspection: Teaching Language Model Agents How to Self-Improve
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73ac72b7-cd88-409a-8e9e-983c7e3826ee · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 118b5f30-a0b3-47a3-8ce1-de26512b8c3e · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition A program for the machine translation of natural languages
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1a275c71-3f7d-4a64-b783-e466d9d6137f · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46209a82-f91d-419f-94a7-731aeaee85d3 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8806b55-4f4f-45fc-819c-638cf7f0127a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Dualformer: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 568c3934-2dd7-4746-81f8-88f9b644773d · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Proximal Policy Optimization Algorithms
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 400e6bbb-f577-4f4a-91de-f675b930a8bf · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing
Reference 67
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Unavailable: canonical work link unavailable.
Observation 26cbd230-74a1-45e0-90b6-77d1584b1b29 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Solving olympiad geometry without human demonstrations
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c967d194-9948-4029-b6f7-2b1915b48a62 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Solving math word problems with process- and outcome-based feedback
Reference 69
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Unavailable: canonical work link unavailable.
Observation 078bb60e-14d7-4bdd-8e97-d4c805a86e85 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Reference 70
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Unavailable: canonical work link unavailable.
Observation 02e6b3c6-4fce-4229-bd2a-91e10e91dc0b · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
Reference 71
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Unavailable: canonical work link unavailable.
Observation 8889cdf4-a380-4569-9c9b-92db64076048 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models
Reference 72
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Unavailable: canonical work link unavailable.
Observation 8c7e0202-04a5-4727-a56e-85f8bf1c08e8 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition An empirical analysis of compute-optimal inference for problem-solving with language models
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 490f703c-c4cf-40e5-a257-a31153a9bfa5 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning
Reference 74
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Unavailable: canonical work link unavailable.
Observation dc1766c5-126c-43cc-9c11-535b88589061 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 75
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Unavailable: canonical work link unavailable.
Observation 1fae56f8-5d36-4880-b537-d2c5179ab3c5 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition LLaVA-CoT: Let Vision Language Models Reason Step-by-Step
Reference 76
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Unavailable: canonical work link unavailable.
Observation 04a629f7-ff2c-4e73-a168-ca0f29f98e55 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought
Reference 77
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Unavailable: canonical work link unavailable.
Observation 62e15922-f60b-4ea6-811f-e6b923915a3d · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 78
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Unavailable: canonical work link unavailable.
Observation 9754a7d2-d866-4e3e-9803-e7d1ff172adf · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Demystifying Long Chain-of-Thought Reasoning in LLMs
Reference 79
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Unavailable: canonical work link unavailable.
Observation 6a28b955-a2f4-4089-9f84-33f32dc4962a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47af6924-d35a-47f8-b9c0-07fe3f934934 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Tree of thoughts: Deliberate problem solving with large language models
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1049b08b-fa90-4bb7-b99c-ebca1098589a · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 82
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Observation a6936156-37c3-4b86-a63d-0d780164f52d · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition 7b model and 8k examples: Emerging reasoning with reinforcement learning is both effective and efficient
Reference 83
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Observation 0f9bad28-0108-4b8f-bf7c-123fe2271a93 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Small Language Models Need Strong Verifiers to Self-Correct Reasoning
Reference 84
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Observation 388520e0-f5bf-489f-a245-0ef8e55cbf75 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B
Reference 85
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Observation 407f26e5-679b-458a-860b-e946dfad7d99 · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning
Reference 86
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Observation e4199f7f-f4b0-424c-8252-8677147d40fd · outbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search
Reference 87
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Observation 9c08c4c8-1eff-47cd-8605-016f003dce04 · inbound
Phi-4-reasoning Technical Report On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
Reference 61
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Observation a41acd6a-a1c2-4b54-8f11-fec289847cce · inbound
LLM-First Search: Self-Guided Exploration of the Solution Space On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
Reference 4
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Observation 0ed703d5-4526-4335-9935-6d8a042fb6da · inbound
Reasoning-Finetuning Repurposes Latent Representations in Base Models On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
Reference 10
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Observation 83d99c6c-72e6-4eff-8a06-18fbb0536bef · inbound
Rethinking the Role of Positional Encoding: Sliding-Window Transformers without PE Remain Turing Complete On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
Reference 32
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Observation 7b5fd31f-e1af-469f-91b7-bb688a19f061 · inbound
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes On the Emergence of Thinking in LLMs I: Searching for the Right Intuition
Reference 290
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