Paper Citation Record · LEDGER

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL

As of 8 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2506.02338.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.02338 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:30:40.435211Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a620c53-2971-4c03-be1c-26aed213bb56 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.095403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fafcd2b1-2580-4a82-a3e3-1cafd5624b9c · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.109082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 470914d3-e96b-4022-8e51-24794ef3b387 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.120327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8336a38d-68dd-4876-8394-68288d115880 · outbound

This paper cites The Llama 3 Herd of Models.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL The Llama 3 Herd of Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.129217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc0b61a-31c9-4586-8bf7-70f503b7e8fe · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.139932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8144c61d-b6dc-4247-8e83-bd410c59b013 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Measuring Massive Multitask Language Understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.149670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a407ff1e-8f7f-4c45-9e09-ba3f39fc24a4 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Measuring Mathematical Problem Solving With the MATH Dataset

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.159435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d5b3497-a783-48d8-bd38-4be515430b98 · outbound

This paper cites Unsolved Problems in ML Safety.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unsolved Problems in ML Safety

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.166528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c36feee3-b382-499b-9777-4e8baec108c3 · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.175491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 138d07e0-6681-424c-993c-7834b5af1842 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.181809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a63a3a0-0fdf-47cb-a435-65664274dc02 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:42.170900Z

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 75a3efd2-fc16-4e71-93ea-e76bcfddf22d · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.198182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af14dcbf-dada-4fe0-a10c-0f134e11cae6 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:42.137299Z

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 59e8e1e9-4b76-4c12-8e4d-39a0f264ed32 · outbound

This paper cites Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.214833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd92be8-c84b-4151-9a72-4c0cbb2b1a24 · outbound

This paper cites Let's Verify Step by Step.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Let's Verify Step by Step

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.222867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 196780c7-d2c6-4134-9ae4-6c4362406864 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.232268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38c2129e-14fb-4c30-b090-1a8270f5421c · outbound

This paper cites s1: Simple test-time scaling.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL s1: Simple test-time scaling

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.243867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5791fb73-f390-4b0c-a883-11e76bfef89e · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:42.101056Z

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 133c582f-5501-454a-ae21-ee900206634e · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:42.061042Z

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 0bfe602b-2997-480c-bc68-fc6e76f3d866 · outbound

This paper cites Training language models to follow instructions with human feedback.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Training language models to follow instructions with human feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.263653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7386175c-0d20-478c-8879-b89f2fd30cf5 · outbound

This paper cites BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.270967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51ad3838-3c8f-4fc4-8ea4-36de2e5e33f6 · outbound

This paper cites Qwen2.5 Technical Report.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Qwen2.5 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.279569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd945479-6501-437d-ac78-15869f69d8b4 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.292039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c46240b-2e4d-4188-8cd7-ad583572395d · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.299149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 505fc5cd-2c32-4803-932d-35a185277239 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.304456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c45ae7de-2d83-443e-908b-eef6cfad4427 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:42.020936Z

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 0981fa35-cb9a-4e76-baab-9ea9177ab3f3 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:30:41.977143Z

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 70e64e28-d9e0-4cd0-89fb-8b2cf5bcde62 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.327281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c47bf320-e49c-45d4-a33f-144415becc0a · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL LLaMA: Open and Efficient Foundation Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.332643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37be43d1-c47d-4fa3-bea9-6bf92ae3e265 · outbound

This paper cites Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.339030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53536604-b829-430a-a54e-2a8efd3ec156 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.351279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f37b2ca-202f-4c65-a786-0e39b2586b8f · outbound

This paper cites Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.358899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db56cecf-9f5a-4d29-9bcf-863d9e379bfa · outbound

This paper cites RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.365512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a35a4bf7-4597-45b2-9057-8ef4b19a54bf · outbound

This paper cites Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.373089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb73033-dc53-47b9-83ae-7fc1a637e5ab · outbound

This paper cites LIMO: Less is More for Reasoning.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL LIMO: Less is More for Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.380185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c969852d-8e08-4927-be52-38b9736a4cd4 · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.388167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa1eb0f-0c63-4a2e-97db-e2b700904a24 · outbound

This paper cites FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.394611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab44c3fb-adf0-49fd-91b6-4a4f2c95a478 · outbound

This paper cites LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.401314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5ff97dd-070b-4d5c-be49-0b54664f2870 · outbound

This paper cites o1-Coder: an o1 Replication for Coding.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL o1-Coder: an o1 Replication for Coding

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.410198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2a8c277-e738-4e85-b9bd-732e42193099 · outbound

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

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.416440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8639f7-bc2e-41b5-8c96-f5c1e861a5b0 · outbound

This paper cites an unresolved cited work.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.422849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43c14ce9-5f8a-4e73-bf90-58096c7406c1 · outbound

This paper cites online" 'onlinestring :=.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL online" 'onlinestring :=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.428196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f10d5a3-57b7-431d-ba84-a96b80a47512 · outbound

This paper cites write newline.

One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL write newline

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:40.435211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.