Paper Citation Record · LEDGER

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

As of 14 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 18 inbound Pith citation observations for arXiv:2502.07316.

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

pith.paper-citation-record.v1
2502.07316 v4

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:11:51.801038Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:01:49.182311Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:19:43.920025Z

Reference resolution

53 of 53 outbound references displayed

verified exact1
verified fuzzy14
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5e080261-8ec4-41b5-b15d-4ae448fcb092 · outbound

This paper cites write newline.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.530675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 674b3a88-c4e9-4138-a046-f8f0e6dfc751 · outbound

This paper cites Qwen Technical Report.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.537020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 558c8f18-772b-448f-b2d3-2e54e67d67c7 · outbound

This paper cites Smollm-corpus, 2024.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Smollm-corpus, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.608410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 24b306cf-e8b6-4635-bb36-1e9b3a411d7e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.548461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae3c64e5-41b6-4ea1-b54c-9c533c2c8c2c · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.555174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b40dbafb-bb88-4266-b6e7-0387a9c683f6 · outbound

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

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.561451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53bf2921-e5b8-48be-90a0-b8c7206bb047 · outbound

This paper cites an unresolved cited work.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:11:52.592921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1a09901e-580c-4a23-8247-7725df8a113f · outbound

This paper cites J., Kaiser, G., and Ray, B.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction J., Kaiser, G., and Ray, B

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.577955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4e2f7ca3-93d8-4a20-bcae-095ea8361159 · outbound

This paper cites J., Kaiser, G., Yang, J., and Ray, B.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction J., Kaiser, G., Yang, J., and Ray, B

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.563236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 105978bd-6a40-4233-b747-2fd1c036dbc8 · outbound

This paper cites Traced: Execution-aware pre-training for source code.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Traced: Execution-aware pre-training for source code

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.548373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 71654bf7-0990-4425-8945-0235430d2e85 · outbound

This paper cites Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.533190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b4d4f12b-0366-4f31-a759-cadcae69654d · outbound

This paper cites The Llama 3 Herd of Models.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.592501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bdfee9a-31a6-47b2-a7a8-2eed871cc654 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Gemma 2: Improving Open Language Models at a Practical Size

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.597614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 032cab5c-a529-42f9-98f2-aa715497006d · outbound

This paper cites Neural Turing Machines.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Neural Turing Machines

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.602647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abffcb0e-e59d-4fb9-8306-f438ca72cc49 · outbound

This paper cites J., Solar-Lezama, A., Synnaeve, G., and Wang, S.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction J., Solar-Lezama, A., Synnaeve, G., and Wang, S

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.518730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0d3662e0-7347-4166-8cea-b10139503fce · outbound

This paper cites Measuring massive multitask language understanding.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Measuring massive multitask language understanding

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.502571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 90638f7e-2c51-4c1a-a363-b947e0916845 · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Measuring mathematical problem solving with the MATH dataset

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.485672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 79bc69ef-58dc-4758-9487-0711293cab21 · outbound

This paper cites Towards Reasoning in Large Language Models: A Survey.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Towards Reasoning in Large Language Models: A Survey

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.621543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 995d89b6-3962-4f5a-b72b-8240891606d2 · outbound

This paper cites OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.626772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af861f65-0b39-4ed7-910d-290b372a92a6 · outbound

This paper cites Qwen2.5-Coder Technical Report.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Qwen2.5-Coder Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.632934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a85eb4a-2cf0-4634-bbb3-0cb6a5085f1a · outbound

This paper cites OpenAI o1 System Card.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction OpenAI o1 System Card

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.638427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab3297a0-61ca-418d-aaa3-980a5ad40a59 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.645391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c9c2b1-cf39-44d2-aa61-90f26f5b4e5f · outbound

This paper cites Mixtral of Experts.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Mixtral of Experts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.651434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3790b217-7565-44a7-b06b-b4c22e9784a2 · outbound

This paper cites LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.656412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f33aaf-6960-4f2f-ac19-8a1b22d3aca1 · outbound

This paper cites and Wolf, A.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction and Wolf, A

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.470476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a3baf06a-eeb1-40c0-8741-4a037ad3bbd6 · outbound

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

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.666419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2fa3866-e3b0-435a-9775-a9b5422fefab · outbound

This paper cites ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.671603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf51276-29e2-439a-b736-829511ccc80d · outbound

This paper cites Code execution with pre-trained language models.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Code execution with pre-trained language models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.454452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4a9a8be1-b082-47cf-b4d8-222934c993aa · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction StarCoder 2 and The Stack v2: The Next Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.680528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9b70c1-261a-47d9-9fdc-b2e8e9370432 · outbound

This paper cites KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.685160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a4f8268-4360-4d83-844e-eda88dc53bde · outbound

This paper cites Codestral, 2024.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Codestral, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.438044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e449019-26c9-48a0-8bd8-914e4ef3c4c8 · outbound

This paper cites NE xt: Teaching large language models to reason about code execution.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction NE xt: Teaching large language models to reason about code execution

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.422141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c3f4b0e4-6160-443d-96f0-b2eb0ef0c24d · outbound

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

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Show Your Work: Scratchpads for Intermediate Computation with Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.700515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85a2ad47-42a2-4740-a3ca-82e72fc23a57 · outbound

This paper cites Reasoning with Language Model Prompting: A Survey.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Reasoning with Language Model Prompting: A Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.705620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 696cdb50-5d79-4088-b03f-bacaf73b5706 · outbound

This paper cites L., Stickland, A.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction L., Stickland, A

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.711180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41bf6f52-e3b1-435d-a30a-c595eb96227e · outbound

This paper cites Code Llama: Open Foundation Models for Code.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Code Llama: Open Foundation Models for Code

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.715986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60ecfa4d-893a-4e7e-9c9a-2e988af98660 · outbound

This paper cites Winogrande: An adversarial winograd schema challenge at scale.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Winogrande: An adversarial winograd schema challenge at scale

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.721133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc92fcc-402b-4791-9ad8-bdd98e9892ca · outbound

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

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.725766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b94966-d4c8-42f7-95be-366900a8aa7b · outbound

This paper cites Evaluation data contamination in LLMs: how do we measure it and (when) does it matter?.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Evaluation data contamination in LLMs: how do we measure it and (when) does it matter?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.730776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dac55e59-1810-43c3-98b7-e8f604dfe20b · outbound

This paper cites Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.735721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6250938-a598-415e-b439-6dde92ed2d2a · outbound

This paper cites W., Chowdhery, A., Le, Q., Chi, E., Zhou, D., et al.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction W., Chowdhery, A., Le, Q., Chi, E., Zhou, D., et al

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.741413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 491f813a-32d6-4cd9-9f8c-c7d40275fa89 · outbound

This paper cites OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.746249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0938e083-5e2e-4260-a679-60c909c4bb0b · outbound

This paper cites Leti: Learning to generate from textual interactions.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Leti: Learning to generate from textual interactions

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.379346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5d7f4e49-7dee-4cc6-8d70-1814cf8208cf · outbound

This paper cites and Chiew, V.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction and Chiew, V

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:11:52.364014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b48dfc7e-0f79-42c0-9691-972fa1e8bf7e · outbound

This paper cites LiveBench: A Challenging, Contamination-Limited LLM Benchmark.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction LiveBench: A Challenging, Contamination-Limited LLM Benchmark

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.762131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d42c829-c4b4-42f6-891e-3213d9c493c7 · outbound

This paper cites Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.767100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1b535f4-07aa-48ce-9e38-02fe55959f96 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.771723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01e6b44e-95be-43f2-ac5f-bd2193228237 · outbound

This paper cites InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.776533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c50b1f8-c83c-488c-8337-8cce5fa73b9d · outbound

This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Scaling Relationship on Learning Mathematical Reasoning with Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.781026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f37a60ce-af3d-4dc3-b3d7-07bfa999b013 · outbound

This paper cites MAmmoTH2: Scaling Instructions from the Web.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction MAmmoTH2: Scaling Instructions from the Web

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.786167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11514f86-26f8-4a0d-b90a-7de778c18663 · outbound

This paper cites Learning to Execute.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Learning to Execute

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.791119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 036da6ca-a761-4311-8c99-e52e272871e7 · outbound

This paper cites Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:11:51.864321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 577d4858-0870-41af-b61f-0a20cb633801 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T13:11:51.801038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 14a1550f-da7e-4db8-9338-afef52d85c5c · inbound

O$^2$-Searcher: A Searching-based Agent Model for Open-Domain Open-Ended Question Answering cites this paper.

O$^2$-Searcher: A Searching-based Agent Model for Open-Domain Open-Ended Question Answering CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:49.182311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f88be193-9df4-4c0c-b584-391fcf0387e2 · inbound

Which Data Attributes Stimulate Math and Code Reasoning? An Investigation via Influence Functions cites this paper.

Which Data Attributes Stimulate Math and Code Reasoning? An Investigation via Influence Functions CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:07:48.082496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 705bca43-4958-4332-8364-62c8169b340e · inbound

Teaching LLM to Reason: Reinforcement Learning from Algorithmic Problems without Code cites this paper.

Teaching LLM to Reason: Reinforcement Learning from Algorithmic Problems without Code CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T18:43:58.301904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c368a4e0-0e10-4287-af15-2a3acd3ddee6 · inbound

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny cites this paper.

Re:Form -- Reducing Human Annotations in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:13.911084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb74220e-5e19-41e4-bb9e-7f44da07627e · inbound

CodeReasoner: Enhancing the Code Reasoning Ability with Reinforcement Learning cites this paper.

CodeReasoner: Enhancing the Code Reasoning Ability with Reinforcement Learning CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T14:50:27.934893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d0d153b-c670-4065-85c6-183d48962969 · inbound

Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models cites this paper.

Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:23:24.911042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e38f38fb-fe75-44db-a409-71f027bccd38 · inbound

Dream-Coder 7B: An Open Diffusion Language Model for Code cites this paper.

Dream-Coder 7B: An Open Diffusion Language Model for Code CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T12:56:35.107531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03c8f9e5-1a42-40d5-b2da-16e5218e12b3 · inbound

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL cites this paper.

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T04:42:06.261278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c46e46-45f3-4d39-ac17-ca31beb8c4a1 · inbound

Generating Verifiable Chain of Thoughts from Exection-Traces cites this paper.

Generating Verifiable Chain of Thoughts from Exection-Traces CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-17T05:19:04.878943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2e28df12-16bd-41bf-b357-ab7419e92066 · inbound

Can Large Language Models Generalize Procedures Across Representations? cites this paper.

Can Large Language Models Generalize Procedures Across Representations? CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T05:00:57.646398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e42f2a57-3f07-4347-bf07-174a6e9d72d9 · inbound

Think Anywhere in Code Generation cites this paper.

Think Anywhere in Code Generation CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:18:25.619639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 66007337-dc16-4392-b1a4-79c0910806b9 · inbound

CodePivot: Bootstrapping Multilingual Transpilation in LLMs via Reinforcement Learning without Parallel Corpora cites this paper.

CodePivot: Bootstrapping Multilingual Transpilation in LLMs via Reinforcement Learning without Parallel Corpora CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-10T10:29:25.231320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d529372-f101-4771-85d6-8251e06a74f8 · inbound

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning cites this paper.

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T05:32:20.319387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b245c77b-8e60-413d-a0d3-f825ed05ac52 · inbound

Learning, Fast and Slow: Towards LLMs That Adapt Continually cites this paper.

Learning, Fast and Slow: Towards LLMs That Adapt Continually CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-13T05:07:18.490237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation de7ee5ea-2617-4363-a087-2096e1484969 · inbound

Learning, Fast and Slow: Towards LLMs That Adapt Continually cites this paper.

Learning, Fast and Slow: Towards LLMs That Adapt Continually CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:19:45.799516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c2a9534-9b32-45c5-99c5-9d0c0fa04121 · inbound

Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning cites this paper.

Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:18:18.470303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 09d35a47-8a9d-4cb5-a10c-6d68d78d61bc · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 136

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.246625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3232ae91-1a3d-4195-85ed-81a9e0a1ac95 · inbound

Rethinking Burst Buffer Optimization: Enabling Layout Heterogeneity via Hybrid Analysis and LLM Guidance cites this paper.

Rethinking Burst Buffer Optimization: Enabling Layout Heterogeneity via Hybrid Analysis and LLM Guidance CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:19:43.921705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.