Pith. sign in

Paper Citation Record · LEDGER

Typhoon T1: An Open Thai Reasoning Model

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.

pith.paper-citation-record.v1
2502.09042 v2

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:52:54.447295Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

65 of 65 outbound references displayed

  • verified exact3
  • verified fuzzy21
  • unresolved41
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cdcbe33c-f68c-4008-8a96-b769773bfed3 · outbound

This paper cites write newline.

Typhoon T1: An Open Thai Reasoning Model write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.246260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.246260Z digest=sha256:3b4ec9bbfd173d4ced87f727e85a5b2fd9a3af2c30085010ce635d6f1695be10

Observation f7ef05ef-4834-499d-808e-cd11aecdebd7 · outbound

This paper cites @esa (Ref.

Typhoon T1: An Open Thai Reasoning Model @esa (Ref

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.250864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.250864Z digest=sha256:6856eb488e56c26968ceb3c0f6df7338097153adaf2b921187b26bd3ac05f849

Observation 984857f4-a5bc-47a8-9b9d-d9c4386d5a1d · outbound

This paper cites an unresolved cited work.

Typhoon T1: An Open Thai Reasoning Model Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.254003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.254003Z digest=sha256:63585c179df33e1e23becbe81903945b509874101a3d49bae4ba51cc5b23c712

Observation 9a806da3-af2a-4701-bc53-9e893af10761 · outbound

This paper cites Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws.

Typhoon T1: An Open Thai Reasoning Model Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.947831Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.261435Z digest=sha256:8cb172deef3f8d4bfad589fe53a37e872ee3ed425a9c373a305a600d54b2d875

Observation ebbfaed6-a7a3-4170-93ea-147de06d141e · outbound

This paper cites Scaling test-time compute with open models , 2024.

Typhoon T1: An Open Thai Reasoning Model Scaling test-time compute with open models , 2024

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.940568Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.264757Z digest=sha256:db3bb06864f5159d4e8fe7fc61b70d9fb61a936b4381c7e75e26234398522bce

Observation 9f9f632d-8f61-468f-a3e5-422589c1f5ca · outbound

This paper cites Graph of Thoughts: Solving Elaborate Problems with Large Language Models.

Typhoon T1: An Open Thai Reasoning Model Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.268346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.268346Z digest=sha256:d300a6eb97a2ba001a22dd572dfb4dc91ce2c67f5cfbdfe60d7c868df06b898a

Observation 94d4d4ac-e385-43b1-a3f6-9e2c3b98d5bc · outbound

This paper cites Wealth Alpaca.

Typhoon T1: An Open Thai Reasoning Model Wealth Alpaca

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.933305Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.271720Z digest=sha256:4e3fa3bcd5858f0bd52d1e60dc2790339bd09065560b74a644f7a6a421eeb3fa

Observation ffc22cfc-2155-4245-a301-e534e4828c14 · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

Typhoon T1: An Open Thai Reasoning Model Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.274766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.274766Z digest=sha256:5d5a231e3e8d7e1c434f8f9fc5b640484d4226d6af32768ea1d25a88403b9b8d

Observation be6b9c9f-a612-402c-8530-84dfd2175138 · outbound

This paper cites Language Models are Few-Shot Learners.

Typhoon T1: An Open Thai Reasoning Model Language Models are Few-Shot Learners

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.926127Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.278716Z digest=sha256:f73e4163291eed4c703a00a20a10866b799b22735c2a7b7711343a2904ef7a99

Observation 1c0795e6-c03b-4c5b-b53a-fc967c3fb881 · outbound

This paper cites Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations.

Typhoon T1: An Open Thai Reasoning Model Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.281829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.281829Z digest=sha256:6328a3fe436ead92e394e857ae8ee4d0949977a038e90868f8c1486148948f8e

Observation 09f6df87-6167-45a7-b8e5-39d0a7762b95 · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

Typhoon T1: An Open Thai Reasoning Model Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.284819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.284819Z digest=sha256:e13dd65491abd46e353813c5afc3f161ad98fd49b1914b90505657d82d68eecc

Observation c309206e-199e-4729-804f-08d9b534f38c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Typhoon T1: An Open Thai Reasoning Model Training Verifiers to Solve Math Word Problems

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.288163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.288163Z digest=sha256:b2168f43e1369f707561f44b1b30d2944f29ab7be51bca13163e22f90d93613d

Observation 330e51a1-eda8-417b-b7a0-ba8c53e244db · outbound

This paper cites UltraFeedback: Boosting Language Models with Scaled AI Feedback.

Typhoon T1: An Open Thai Reasoning Model UltraFeedback: Boosting Language Models with Scaled AI Feedback

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.291568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.291568Z digest=sha256:aa39bea81451122476e812ace497c439d5f226e8bbb5e7fddaa3e2a21484927e

Observation eb4fe60b-debc-49a6-83ab-6b21e70e7293 · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

Typhoon T1: An Open Thai Reasoning Model FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.294799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.294799Z digest=sha256:2c2955ea0f257b41038790ad55040958e3ebad891e39416bc957f24f9a8ee7d7

Observation e3ab1ece-5cba-4cd1-a5ed-00086caaa0c1 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Typhoon T1: An Open Thai Reasoning Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.298045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.298045Z digest=sha256:2457cf1848b88ac01692a1a034d6f06173d66ae6cef683dcc76261a50c83a241

Observation b4d63216-69cd-4e9f-bfb8-b0411ad91111 · outbound

This paper cites Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation.

Typhoon T1: An Open Thai Reasoning Model Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.301201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.301201Z digest=sha256:d776992d94e9da57dd9d3b456a8f8de393fbe9230a11dae4c109f4ed8bb59f18

Observation a215d614-399c-40c9-acc2-1996b6985e24 · outbound

This paper cites Prompt-Based Monte Carlo Tree Search for Mitigating Hallucinations in Large Models.

Typhoon T1: An Open Thai Reasoning Model Prompt-Based Monte Carlo Tree Search for Mitigating Hallucinations in Large Models

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-07T22:52:54.703181Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.304620Z digest=sha256:26d904273afab2b0b41523389242af7ffce58c40e447d8194490aa95df6d8f58

Observation d0ec044f-c8a4-456f-a26d-e2fa66b0fbe4 · outbound

This paper cites PAL: Program-aided Language Models.

Typhoon T1: An Open Thai Reasoning Model PAL: Program-aided Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.307933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.307933Z digest=sha256:eee0112323057ec21d3521f2db8b075285f8bed6c67acbf9e57258acdc0106cb

Observation 583c77d0-de9e-4e69-88f2-47fbc5ac6513 · outbound

This paper cites The Llama 3 Herd of Models.

Typhoon T1: An Open Thai Reasoning Model The Llama 3 Herd of Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.311123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.311123Z digest=sha256:84eab44e026c82e22f393360654d13d1549188bab12a4f5d52b9c19bc5048d1e

Observation f8ebd05b-1524-4a6b-bb3e-532e0e596892 · outbound

This paper cites OLMES: A Standard for Language Model Evaluations.

Typhoon T1: An Open Thai Reasoning Model OLMES: A Standard for Language Model Evaluations

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.314631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.314631Z digest=sha256:45ff8cc0810e51b4c2b6794ec4a34092aab9f72de9c51eb6af6f05e44a9c8bac

Observation 654b6651-bd04-4583-a1d9-2df3143df84d · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

Typhoon T1: An Open Thai Reasoning Model rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.318244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.318244Z digest=sha256:ec31346bc6c59988a1335edfd86e6e85779c68ca716001556b1bcf348acbf751

Observation 39484205-74d2-46a5-af7e-cd3270e803f0 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Typhoon T1: An Open Thai Reasoning Model Measuring Mathematical Problem Solving With the MATH Dataset

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.917679Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.321419Z digest=sha256:3d1e1e581c942dec3cc0758aa439319a5b2b907258568b74c0a7c803bb048238

Observation 8e1e8564-de04-405d-8b38-9bc4a1f692ca · outbound

This paper cites Liger Kernel: Efficient Triton Kernels for LLM Training.

Typhoon T1: An Open Thai Reasoning Model Liger Kernel: Efficient Triton Kernels for LLM Training

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.324340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.324340Z digest=sha256:be9c978c2f76cd1bf7734eb133350341aa2c41a44b9578efafd1ddd9006e96bd

Observation 0c5e919e-8aca-4534-9d12-b1f56470819d · outbound

This paper cites an unresolved cited work.

Typhoon T1: An Open Thai Reasoning Model Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-07T22:52:54.496556Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.327547Z digest=sha256:769b87bb4280587e65fc49718c6d24a4add2271ce74d6bdad7620c7a1f5b4012

Observation fe1a447e-ceff-4b99-9af8-aa6f1fccfff5 · outbound

This paper cites Not All Languages Are Created Equal in LLM s: Improving Multilingual Capability by Cross-Lingual-Thought Prompting.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.330405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.330405Z digest=sha256:4ff34809353c77d4a38f19106125f03be610b883cfc55aa34883a4faa0f2f608

Observation 6aa464dd-193c-40b9-976b-ca2d6dfb288b · outbound

This paper cites AdaMCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Multilingual Chain-of-Thought.

Typhoon T1: An Open Thai Reasoning Model AdaMCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Multilingual Chain-of-Thought

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-07T22:52:54.653423Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.333083Z digest=sha256:6a6088a1a0f58a2c488df6cc268259fb1394fd558e21f84b2ba853c56ab7eea2

Observation 116bdcc9-7804-4ae6-8eda-34eae7c4aea3 · outbound

This paper cites O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.335881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.335881Z digest=sha256:43ac2b5a6851fd6ed546946a5f73ccfe8640721c651680f65e0c628200ac24e6

Observation 9d66825b-4cf6-4de9-b487-482321749a6b · outbound

This paper cites Challenges in Adapting Multilingual LLM s to Low-Resource Languages using L o RA PEFT Tuning.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.909462Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.338596Z digest=sha256:0d6512b7b0363ed0d53b0913e9387af5e14ce4f8bd5f1e66f9f0d774f14c9401

Observation 4fc6b3d2-ae95-45d6-b6ca-e586ead1ae7e · outbound

This paper cites Large Language Models are Zero-Shot Reasoners.

Typhoon T1: An Open Thai Reasoning Model Large Language Models are Zero-Shot Reasoners

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.901027Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.341135Z digest=sha256:70d70972d6546078edca8aa974d04c230ccc4322fc8493e2d8a01f0de385325f

Observation 41696253-2497-4b45-a9c1-d8b2f4673e97 · outbound

This paper cites Understanding Catastrophic Forgetting in Language Models via Implicit Inference.

Typhoon T1: An Open Thai Reasoning Model Understanding Catastrophic Forgetting in Language Models via Implicit Inference

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.892827Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.343622Z digest=sha256:7287a7283b0ff18c4360d5e6ae173e80d8e741357bf4fb0b6686a10d36753b71

Observation 500e0a95-fb10-4682-b2f6-fd3cfa428638 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Typhoon T1: An Open Thai Reasoning Model Gonzalez, Hao Zhang, and Ion Stoica

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.884185Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.346068Z digest=sha256:6dde6963f32e1144056d34c5e14d558327f6d898d1202b8548d1083acc51789e

Observation 759c8a8c-57fd-4584-820f-6702c95ba205 · outbound

This paper cites Bespoke-Stratos: The unreasonable effectiveness of reasoning distillation.

Typhoon T1: An Open Thai Reasoning Model Bespoke-Stratos: The unreasonable effectiveness of reasoning distillation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.875699Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.349038Z digest=sha256:2e00fb629fc3c2244e4fae6e3ef19242039cf494ab83ebd747186d0da8f0a737

Observation 6e94851c-9df7-4e45-ad88-9b6b4c71ae6f · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Typhoon T1: An Open Thai Reasoning Model Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.352780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.352780Z digest=sha256:42935e2be9e34c57c841aadedddaeaf2159c61326c59ddbf1312d43d1d5c4983

Observation 0a205c45-19a3-4fd1-ba52-0cf34bb2a517 · outbound

This paper cites Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering.

Typhoon T1: An Open Thai Reasoning Model Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.355798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.355798Z digest=sha256:baeea125b95cfddda3d4c25026882c73a3b3c42836bb22f7daad8ddd63cd5fc7

Observation 31a03ed0-0c84-4500-b340-675b48c0fb32 · outbound

This paper cites Let's Verify Step by Step.

Typhoon T1: An Open Thai Reasoning Model Let's Verify Step by Step

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.866815Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.359039Z digest=sha256:792ad4e7addeeb2c3a6bab9e3413d1ce1d8b01eb56c769000da0c76a927c8802

Observation 43e6f2b2-d786-4509-aa72-7e1e1d56cf39 · outbound

This paper cites Is Your Code Generated by Chat GPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.858033Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.361828Z digest=sha256:fdfe782117ecccc29f48d32d2a425c2b6ae59537c3695d1e879dd631ba3b069d

Observation 32f94869-c986-4db3-96f2-eca654db17ff · outbound

This paper cites Evaluating Language Models for Efficient Code Generation.

Typhoon T1: An Open Thai Reasoning Model Evaluating Language Models for Efficient Code Generation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.849197Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.364910Z digest=sha256:dc571199dc610c5f67fce4a7533f7ed62c96e19c5b4db9f90b1ebd9275695b13

Observation c13c4df7-c897-4adb-a7d2-7c4fe846e2c6 · outbound

This paper cites An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning.

Typhoon T1: An Open Thai Reasoning Model An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.367802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.367802Z digest=sha256:ccc011d77c5be3e81d1b4988b1a43c5fbb73255043f62081fbef21abbe1ced92

Observation d8b05f36-469d-415f-86ff-df5d8f37b5f9 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct , 2023.

Typhoon T1: An Open Thai Reasoning Model WizardCoder: Empowering Code Large Language Models with Evol-Instruct , 2023

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.839818Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.371016Z digest=sha256:410cf288ab677fb6875746a90e29ff785d845e5ba591fe874f0dacdba011a103

Observation 68dff0e9-42fc-4d8f-a3cc-e9b0851c4f8a · outbound

This paper cites s1: Simple test-time scaling.

Typhoon T1: An Open Thai Reasoning Model s1: Simple test-time scaling

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.373850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.373850Z digest=sha256:c7eee0289ab5f59962b1ba72ea46f2eabc6a9b47169b64311fabda7dfd630bc6

Observation 573a7a55-3b1a-42d7-9d2a-e76355ed3165 · outbound

This paper cites Show Your Work: Scratchpads for Intermediate Computation with Language Models.

Typhoon T1: An Open Thai Reasoning Model Show Your Work: Scratchpads for Intermediate Computation with Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.377132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.377132Z digest=sha256:a8e11ea9bbfc741b948f4b62a41a256a30044f0fcc9eece8fbf842f041f1f126

Observation 0f65d2a7-50f8-4cab-8b49-8fd86fd2ad8c · outbound

This paper cites Skywork-o1 Open Series.

Typhoon T1: An Open Thai Reasoning Model Skywork-o1 Open Series

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.831658Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.380254Z digest=sha256:fc0a1e9b4e7f2050c43ce083bd97b0fb00809018592062172dae7de2bc247357

Observation 8a543fd5-e789-47d2-a376-efeaffc5e79e · outbound

This paper cites 2 OLMo 2 Furious.

Typhoon T1: An Open Thai Reasoning Model 2 OLMo 2 Furious

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.383384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.383384Z digest=sha256:d3742bf84c3c218720263d52145c2de6d274c79754bafec154315a909192d0fb

Observation efd1e562-8589-4195-aaa5-956538d5205f · outbound

This paper cites Typhoon: Thai Large Language Models.

Typhoon T1: An Open Thai Reasoning Model Typhoon: Thai Large Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.386460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.386460Z digest=sha256:c38d898265e38a29412a1ea9256856c3e950683c87c4ff18c3652bdae4c375a4

Observation 93c855d2-5204-418d-b57f-e53e68d4a5c3 · outbound

This paper cites Typhoon 2: A Family of Open Text and Multimodal Thai Large Language Models.

Typhoon T1: An Open Thai Reasoning Model Typhoon 2: A Family of Open Text and Multimodal Thai Large Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.389523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.389523Z digest=sha256:86c9fdf4c11a6f5bae1534dee72c5e13aa17f6378b956e9cdab558cb9c76f3f8

Observation 5c5fb550-2c52-465f-ab20-67fb06169bfd · outbound

This paper cites O1 Replication Journey: A Strategic Progress Report -- Part 1.

Typhoon T1: An Open Thai Reasoning Model O1 Replication Journey: A Strategic Progress Report -- Part 1

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.392447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.392447Z digest=sha256:74ec0a647229a7f90749bf4201c2f2b8119f5d96a424548ffaf564da332bd192

Observation 62748347-b693-4f12-9611-02d614c6f74a · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Typhoon T1: An Open Thai Reasoning Model Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.823845Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.395442Z digest=sha256:20f74b49bd39b2f97f74d87ec007c2d8aebfff2f25c7609e465ec2da0d59eca8

Observation eda39b1d-04f9-4eba-bcaf-15646e8f8a2f · outbound

This paper cites Rush, and Thomas Wolf.

Typhoon T1: An Open Thai Reasoning Model Rush, and Thomas Wolf

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.815813Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.398269Z digest=sha256:b730156eab7d493c293d099092fcb890fd8f66555c74ab173f0891147cf37df2

Observation bcaf9de4-7137-4a33-868d-325114b58bde · outbound

This paper cites Generalized Slow Roll for Tensors.

Typhoon T1: An Open Thai Reasoning Model Generalized Slow Roll for Tensors

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.401274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.401274Z digest=sha256:a13e000bcf915370a9a08a3f21b862175bd2fe15411dfa34c737e51eea491c59

Observation eeeeda5d-d733-4537-b587-1a259fb1137c · outbound

This paper cites an unresolved cited work.

Typhoon T1: An Open Thai Reasoning Model Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:52:54.806623Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.404151Z digest=sha256:9226c526b49af5bfafa86b908cf5f238917162a0e81671b5ef1b109a4a131e8f

Observation d9327a14-223c-4675-9a1d-e9250f188756 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Typhoon T1: An Open Thai Reasoning Model Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.407029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.407029Z digest=sha256:2e0c8d477dc43fdaa169b7aa7f19847ddd94257ca838bf4b55343b364899394f

Observation a740f998-3def-4f64-b8d4-9913efd27a0b · outbound

This paper cites Sky-T1: Train your own O1 preview model within \ 450.

Typhoon T1: An Open Thai Reasoning Model Sky-T1: Train your own O1 preview model within \ 450

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.410197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.410197Z digest=sha256:1b4ff2523de093333b844e31e4fa17d809b140ea41f857ddf6f054880a6f2373

Observation 68c85ed7-3497-48b7-a892-485e0a3d9dcd · outbound

This paper cites OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.

Typhoon T1: An Open Thai Reasoning Model OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.413087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.413087Z digest=sha256:b08a8680edae4ce24323911a1ab9af44afb15c5a98a916208978e7587dc7fbd7

Observation bc615a33-7292-4ff8-8ee3-e066514052d5 · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

Typhoon T1: An Open Thai Reasoning Model Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.416079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.416079Z digest=sha256:32d1880f97c072da4a46f5893bd9d667d81dfece8406c8fb1391a1f9b745f9aa

Observation 6b2de6aa-549d-4f4b-972e-0cbf2026df79 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Typhoon T1: An Open Thai Reasoning Model Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.792786Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.419017Z digest=sha256:af013affe5064f38187bde87a75ff354e897cb6d45558ec448a226059a7a30cd

Observation a684c9ec-008f-41c8-b07f-ddf09fc1d61b · outbound

This paper cites MMLU -Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Typhoon T1: An Open Thai Reasoning Model MMLU -Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.783801Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.421516Z digest=sha256:26f95e28fce027c38fcaf2692ab15b79949ae60942bebc364857ae01f6ac2d57

Observation 6077aacd-ff23-4780-8af3-733757910967 · outbound

This paper cites HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM.

Typhoon T1: An Open Thai Reasoning Model HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.424135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.424135Z digest=sha256:5384b3831db863ee12a9e7aaa3d9b02b30f39f7b5cdc6e69d11e7472ea45f49c

Observation 57a24c7c-4d81-446a-a127-6ceb4dddfc95 · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Typhoon T1: An Open Thai Reasoning Model Chi, Quoc V Le, and Denny Zhou

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.774654Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.426792Z digest=sha256:10ed6d3a84809676b02db66828912eb2af492fdfc98058f8026b000dcd25f2d9

Observation 7dc1d190-0eb2-484a-a79f-ac5644842924 · outbound

This paper cites Thinking LLMs: General Instruction Following with Thought Generation.

Typhoon T1: An Open Thai Reasoning Model Thinking LLMs: General Instruction Following with Thought Generation

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.429292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.429292Z digest=sha256:07d4da51f0c5d49ff995c63f262daabbade8c38ba3d339c1c2c6fe029e2992da

Observation 63eb9aca-4909-4905-97d3-16341aa66033 · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

Typhoon T1: An Open Thai Reasoning Model Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:52:54.765616Z

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.

source=arxiv_source observed=2026-08-07T22:52:54.431995Z digest=sha256:3e34e58c2e080172a5ea990dc185e4d822b6cacf460bcb434e10fef8166478d8

Observation aec8198c-76b0-4387-b189-a366bf6cf847 · outbound

This paper cites OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model.

Typhoon T1: An Open Thai Reasoning Model OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.434681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.434681Z digest=sha256:6dfa1fdc73edd5a93742faef8857b93c7a123621e3a06cc2a01e83537fe31dbb

Observation 1a5c531c-d994-470a-a385-c0a41c578fb1 · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

Typhoon T1: An Open Thai Reasoning Model LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.437765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.437765Z digest=sha256:62879e0179168fb068eff40a37f7d92e7b7962aa933751d5f6e548d308159716

Observation 0969a277-be69-476c-b018-56d5183b351c · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Typhoon T1: An Open Thai Reasoning Model Instruction-Following Evaluation for Large Language Models

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.440946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.440946Z digest=sha256:272e3c62373dcf93db23ce33358c80f7b73764db11794aadb190bcf755924bea

Observation c6511f80-f78a-40ca-8e7a-8da689b777da · outbound

This paper cites Thread of Thought Unraveling Chaotic Contexts.

Typhoon T1: An Open Thai Reasoning Model Thread of Thought Unraveling Chaotic Contexts

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.443952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.443952Z digest=sha256:8f2b6ee9e6b980e37d27ddcd6c908116b2d22956f083300c03ae59b0ee42c002

Observation f69b1f66-ce16-44a5-8f4e-626ffff65e6e · outbound

This paper cites Tab- C o T : Zero-shot Tabular Chain of Thought.

Typhoon T1: An Open Thai Reasoning Model Tab- C o T : Zero-shot Tabular Chain of Thought

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T22:52:54.447295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T22:52:54.447295Z digest=sha256:4fdddfe3449369139cf002fbc93445cdce656c672c3c162828dd369f8711c12e

Pith citing papers

No inbound Pith citation observations are available.