Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:52:54.447295Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2502.09042.
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 2026-08-07T22:52:54.447295Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation cdcbe33c-f68c-4008-8a96-b769773bfed3 · outbound
Typhoon T1: An Open Thai Reasoning Model write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7ef05ef-4834-499d-808e-cd11aecdebd7 · outbound
Typhoon T1: An Open Thai Reasoning Model @esa (Ref
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 984857f4-a5bc-47a8-9b9d-d9c4386d5a1d · outbound
Typhoon T1: An Open Thai Reasoning Model Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a806da3-af2a-4701-bc53-9e893af10761 · outbound
Typhoon T1: An Open Thai Reasoning Model Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ebbfaed6-a7a3-4170-93ea-147de06d141e · outbound
Typhoon T1: An Open Thai Reasoning Model Scaling test-time compute with open models , 2024
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9f9f632d-8f61-468f-a3e5-422589c1f5ca · outbound
Typhoon T1: An Open Thai Reasoning Model Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94d4d4ac-e385-43b1-a3f6-9e2c3b98d5bc · outbound
Typhoon T1: An Open Thai Reasoning Model Wealth Alpaca
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ffc22cfc-2155-4245-a301-e534e4828c14 · outbound
Typhoon T1: An Open Thai Reasoning Model Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be6b9c9f-a612-402c-8530-84dfd2175138 · outbound
Typhoon T1: An Open Thai Reasoning Model Language Models are Few-Shot Learners
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1c0795e6-c03b-4c5b-b53a-fc967c3fb881 · outbound
Typhoon T1: An Open Thai Reasoning Model Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09f6df87-6167-45a7-b8e5-39d0a7762b95 · outbound
Typhoon T1: An Open Thai Reasoning Model Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c309206e-199e-4729-804f-08d9b534f38c · outbound
Typhoon T1: An Open Thai Reasoning Model Training Verifiers to Solve Math Word Problems
Reference 13
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Unavailable: canonical work link unavailable.
Observation 330e51a1-eda8-417b-b7a0-ba8c53e244db · outbound
Typhoon T1: An Open Thai Reasoning Model UltraFeedback: Boosting Language Models with Scaled AI Feedback
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb4fe60b-debc-49a6-83ab-6b21e70e7293 · outbound
Typhoon T1: An Open Thai Reasoning Model FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3ab1ece-5cba-4cd1-a5ed-00086caaa0c1 · outbound
Typhoon T1: An Open Thai Reasoning Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4d63216-69cd-4e9f-bfb8-b0411ad91111 · outbound
Typhoon T1: An Open Thai Reasoning Model Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a215d614-399c-40c9-acc2-1996b6985e24 · outbound
Typhoon T1: An Open Thai Reasoning Model Prompt-Based Monte Carlo Tree Search for Mitigating Hallucinations in Large Models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d0ec044f-c8a4-456f-a26d-e2fa66b0fbe4 · outbound
Typhoon T1: An Open Thai Reasoning Model PAL: Program-aided Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 583c77d0-de9e-4e69-88f2-47fbc5ac6513 · outbound
Typhoon T1: An Open Thai Reasoning Model The Llama 3 Herd of Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8ebd05b-1524-4a6b-bb3e-532e0e596892 · outbound
Typhoon T1: An Open Thai Reasoning Model OLMES: A Standard for Language Model Evaluations
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 654b6651-bd04-4583-a1d9-2df3143df84d · outbound
Typhoon T1: An Open Thai Reasoning Model rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39484205-74d2-46a5-af7e-cd3270e803f0 · outbound
Typhoon T1: An Open Thai Reasoning Model Measuring Mathematical Problem Solving With the MATH Dataset
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8e1e8564-de04-405d-8b38-9bc4a1f692ca · outbound
Typhoon T1: An Open Thai Reasoning Model Liger Kernel: Efficient Triton Kernels for LLM Training
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c5e919e-8aca-4534-9d12-b1f56470819d · outbound
Typhoon T1: An Open Thai Reasoning Model Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fe1a447e-ceff-4b99-9af8-aa6f1fccfff5 · outbound
Typhoon T1: An Open Thai Reasoning Model Not All Languages Are Created Equal in LLM s: Improving Multilingual Capability by Cross-Lingual-Thought Prompting
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aa464dd-193c-40b9-976b-ca2d6dfb288b · outbound
Typhoon T1: An Open Thai Reasoning Model AdaMCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Multilingual Chain-of-Thought
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 116bdcc9-7804-4ae6-8eda-34eae7c4aea3 · outbound
Typhoon T1: An Open Thai Reasoning Model O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d66825b-4cf6-4de9-b487-482321749a6b · outbound
Typhoon T1: An Open Thai Reasoning Model Challenges in Adapting Multilingual LLM s to Low-Resource Languages using L o RA PEFT Tuning
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4fc6b3d2-ae95-45d6-b6ca-e586ead1ae7e · outbound
Typhoon T1: An Open Thai Reasoning Model Large Language Models are Zero-Shot Reasoners
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 41696253-2497-4b45-a9c1-d8b2f4673e97 · outbound
Typhoon T1: An Open Thai Reasoning Model Understanding Catastrophic Forgetting in Language Models via Implicit Inference
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 500e0a95-fb10-4682-b2f6-fd3cfa428638 · outbound
Typhoon T1: An Open Thai Reasoning Model Gonzalez, Hao Zhang, and Ion Stoica
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 759c8a8c-57fd-4584-820f-6702c95ba205 · outbound
Typhoon T1: An Open Thai Reasoning Model Bespoke-Stratos: The unreasonable effectiveness of reasoning distillation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6e94851c-9df7-4e45-ad88-9b6b4c71ae6f · outbound
Typhoon T1: An Open Thai Reasoning Model Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a205c45-19a3-4fd1-ba52-0cf34bb2a517 · outbound
Typhoon T1: An Open Thai Reasoning Model Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31a03ed0-0c84-4500-b340-675b48c0fb32 · outbound
Typhoon T1: An Open Thai Reasoning Model Let's Verify Step by Step
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 43e6f2b2-d786-4509-aa72-7e1e1d56cf39 · outbound
Typhoon T1: An Open Thai Reasoning Model Is Your Code Generated by Chat GPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 32f94869-c986-4db3-96f2-eca654db17ff · outbound
Typhoon T1: An Open Thai Reasoning Model Evaluating Language Models for Efficient Code Generation
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c13c4df7-c897-4adb-a7d2-7c4fe846e2c6 · outbound
Typhoon T1: An Open Thai Reasoning Model An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8b05f36-469d-415f-86ff-df5d8f37b5f9 · outbound
Typhoon T1: An Open Thai Reasoning Model WizardCoder: Empowering Code Large Language Models with Evol-Instruct , 2023
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 68dff0e9-42fc-4d8f-a3cc-e9b0851c4f8a · outbound
Typhoon T1: An Open Thai Reasoning Model s1: Simple test-time scaling
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 573a7a55-3b1a-42d7-9d2a-e76355ed3165 · outbound
Typhoon T1: An Open Thai Reasoning Model Show Your Work: Scratchpads for Intermediate Computation with Language Models
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f65d2a7-50f8-4cab-8b49-8fd86fd2ad8c · outbound
Typhoon T1: An Open Thai Reasoning Model Skywork-o1 Open Series
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8a543fd5-e789-47d2-a376-efeaffc5e79e · outbound
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efd1e562-8589-4195-aaa5-956538d5205f · outbound
Typhoon T1: An Open Thai Reasoning Model Typhoon: Thai Large Language Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93c855d2-5204-418d-b57f-e53e68d4a5c3 · outbound
Typhoon T1: An Open Thai Reasoning Model Typhoon 2: A Family of Open Text and Multimodal Thai Large Language Models
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c5fb550-2c52-465f-ab20-67fb06169bfd · outbound
Typhoon T1: An Open Thai Reasoning Model O1 Replication Journey: A Strategic Progress Report -- Part 1
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62748347-b693-4f12-9611-02d614c6f74a · outbound
Typhoon T1: An Open Thai Reasoning Model Direct Preference Optimization: Your Language Model is Secretly a Reward Model
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation eda39b1d-04f9-4eba-bcaf-15646e8f8a2f · outbound
Typhoon T1: An Open Thai Reasoning Model Rush, and Thomas Wolf
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bcaf9de4-7137-4a33-868d-325114b58bde · outbound
Typhoon T1: An Open Thai Reasoning Model Generalized Slow Roll for Tensors
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eeeeda5d-d733-4537-b587-1a259fb1137c · outbound
Typhoon T1: An Open Thai Reasoning Model Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d9327a14-223c-4675-9a1d-e9250f188756 · outbound
Typhoon T1: An Open Thai Reasoning Model Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a740f998-3def-4f64-b8d4-9913efd27a0b · outbound
Typhoon T1: An Open Thai Reasoning Model Sky-T1: Train your own O1 preview model within \ 450
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68c85ed7-3497-48b7-a892-485e0a3d9dcd · outbound
Typhoon T1: An Open Thai Reasoning Model OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc615a33-7292-4ff8-8ee3-e066514052d5 · outbound
Typhoon T1: An Open Thai Reasoning Model Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b2de6aa-549d-4f4b-972e-0cbf2026df79 · outbound
Typhoon T1: An Open Thai Reasoning Model Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a684c9ec-008f-41c8-b07f-ddf09fc1d61b · outbound
Typhoon T1: An Open Thai Reasoning Model MMLU -Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6077aacd-ff23-4780-8af3-733757910967 · outbound
Typhoon T1: An Open Thai Reasoning Model HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57a24c7c-4d81-446a-a127-6ceb4dddfc95 · outbound
Typhoon T1: An Open Thai Reasoning Model Chi, Quoc V Le, and Denny Zhou
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7dc1d190-0eb2-484a-a79f-ac5644842924 · outbound
Typhoon T1: An Open Thai Reasoning Model Thinking LLMs: General Instruction Following with Thought Generation
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63eb9aca-4909-4905-97d3-16341aa66033 · outbound
Typhoon T1: An Open Thai Reasoning Model Griffiths, Yuan Cao, and Karthik R Narasimhan
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation aec8198c-76b0-4387-b189-a366bf6cf847 · outbound
Typhoon T1: An Open Thai Reasoning Model OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a5c531c-d994-470a-a385-c0a41c578fb1 · outbound
Typhoon T1: An Open Thai Reasoning Model LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0969a277-be69-476c-b018-56d5183b351c · outbound
Typhoon T1: An Open Thai Reasoning Model Instruction-Following Evaluation for Large Language Models
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6511f80-f78a-40ca-8e7a-8da689b777da · outbound
Typhoon T1: An Open Thai Reasoning Model Thread of Thought Unraveling Chaotic Contexts
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f69b1f66-ce16-44a5-8f4e-626ffff65e6e · outbound
Typhoon T1: An Open Thai Reasoning Model Tab- C o T : Zero-shot Tabular Chain of Thought
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.