Pith. sign in

Paper Citation Record · LEDGER

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback

As of 14 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2507.22080.

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

pith.paper-citation-record.v1
2507.22080 v2

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:25:40.298256Z

measured 62 of 62 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T16:49:50.653594Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T21:36:14.645546Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved58
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 620975e7-d114-4af2-8139-c7a4075c16ec · outbound

This paper cites online" 'onlinestring :=.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.967690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.967690Z digest=sha256:06bf640d58445e90b2d4a5a17825dc774c4b04fd2eb9d821ad055a8b079b50f5

Observation 4b323481-6ec5-427c-b824-1f0b1680ddb8 · outbound

This paper cites write newline.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.974737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.974737Z digest=sha256:56b2a877c104190674cc21e08ddfcd71a8884a4bb0120eb2e5889362e0b70a91

Observation 8c37ba08-c261-4596-af51-11afabe8fc9c · outbound

This paper cites Program Synthesis with Large Language Models.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Program Synthesis with Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.981116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.981116Z digest=sha256:acb94d75de4e61a0c34d30f169c66eadce992766727e73dc05e39cc03ba8124c

Observation 2c2cd4d2-441b-4742-81b7-c31729fb2880 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.987193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.987193Z digest=sha256:cb8a263ee9bb181b948861bf872348552b43e2def1b4e8748ea01e830cfc321b

Observation 34e7dd1f-81d4-4b06-a03e-a184e250b411 · outbound

This paper cites InternLM2 Technical Report.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback InternLM2 Technical Report

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.992616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.992616Z digest=sha256:21331d6e1bbd109a1ede405b36d2ad93bec374242e08c70df65139bae0b184b3

Observation bf2f3358-fdd9-44cf-a913-e01c85893015 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:39.998299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:39.998299Z digest=sha256:df5450abb1a4867e514489a94021464ff184f2c8f58bc5a39e610e5123b8db9d

Observation 9d01aa02-0221-4af4-9291-668560f3a144 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Evaluating Large Language Models Trained on Code

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.004483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.004483Z digest=sha256:53d413450bc139c8ef715c72fe0725f18e4200645c657ca6bd91dbe60f0afec6

Observation d36dfbc7-3506-479b-b2a5-3809a059735a · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Training Verifiers to Solve Math Word Problems

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.010130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.010130Z digest=sha256:b42e829c708559f26f68d84db36acd28237df20b02085635f577037acacf7cb1

Observation 08cd7e5b-7218-4503-ad02-8b89a12cec3c · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.016955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.016955Z digest=sha256:ab78fa8098636eaa4ec252f0772fff5ff5dfa4444dfbe4c99cb3d443c9d379aa

Observation cdcbd25f-a891-4ec6-bbe2-de2d7f89e2ec · outbound

This paper cites DeepSeek-V3 Technical Report.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback DeepSeek-V3 Technical Report

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.023062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.023062Z digest=sha256:f991373e2c01fc9a1a8054ab7171416f88c01bec61ee7cfc43fdfef6a165df91

Observation b4c2bf5d-4c0d-4996-910d-09f72b63179a · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.030580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.030580Z digest=sha256:75567a698a40e589c6e12aa9f8fc8fec997aba2526d1be15823b493783dc56c6

Observation 05cf8a97-b5c5-424d-b8bc-1111d34daff3 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.035777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.035777Z digest=sha256:25f48bfba4dd9591d66f7ae10f3183bdf2d8b355b702f2e245f21873c6ad4462

Observation a09d9484-e16f-4266-b80b-5ac970919ff8 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.041591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.041591Z digest=sha256:175e8f51468f1898905444153dc4c99c1c92d1a4167ef52ac34f629f6e54974e

Observation a4d2163d-0e21-4570-b815-ba79387a114f · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.047571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.047571Z digest=sha256:8cb396cc85193b97a92d3489694bd02db9918e280dd5af489474b9c33128230d

Observation 91b41cb9-3267-47a3-b5db-7e5060bbc556 · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.053903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.053903Z digest=sha256:f621188817cc0a4456cc63717302ea799eace68ed08560a4a46022b5e95b67d0

Observation 31ebd820-9ca2-4ccd-a2d8-4c6a578839f3 · outbound

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

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.059995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.059995Z digest=sha256:ddc7d13749952f54a7f65ecea2b6b578b88ff4b3bb90697cf431b034525a3baf

Observation ccd2d90f-bf71-469f-9372-ec0b2f20a136 · outbound

This paper cites Qwen2.5-Coder Technical Report.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Qwen2.5-Coder Technical Report

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.065672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.065672Z digest=sha256:d2aefaedb06c25409cb4e979e670bacbd8958a77b3ea28ff74c1987ba69962fc

Observation 460b38ba-43b9-4dc0-946a-8b11c4fb9d45 · outbound

This paper cites Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.071363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.071363Z digest=sha256:754421ae6ca462a23c7957cdf81c7992bbbdd7584189a12bfa83f312264f1ad5

Observation 97c705f0-22f2-43d9-b931-27570ad7bb22 · outbound

This paper cites Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:25:41.606769Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.076966Z digest=sha256:9067be5a6ee2f185928d49bcbad385099a16c5a3d5cf10bca16198d8026cde26

Observation 8a21a372-a3eb-4a43-bc80-d80de7812ec3 · outbound

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

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.081911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.081911Z digest=sha256:528c1646b6262bce3aba8af92c12d6941dfa4edb7a241d844c2d8c447ecfc693

Observation 2e7ee345-b217-4a39-bb1e-5e237451decc · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.588080Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.086944Z digest=sha256:74dd4353421d38935f3fb58e1895e831a1424307e15a2354a6b1b307b4437b76

Observation d8ffc10d-a44c-4a77-a805-6fa0c33585f7 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.569558Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.092006Z digest=sha256:2acbc008625c6e9279e7178c5b0148b51d380e27440e449256d07146dbd6bb38

Observation e5a68373-8e64-4066-a8b2-6e2ddd2b038d · outbound

This paper cites Interactive Code Generation via Test-Driven User-Intent Formalization.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Interactive Code Generation via Test-Driven User-Intent Formalization

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.096810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.096810Z digest=sha256:3ca58653f159c7aa277daa98bf43c7c2162fa2e287d0914b68f4e88f0f395823

Observation 017aad96-fd3d-433f-94d1-366993f68958 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.551932Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.102106Z digest=sha256:0262fc8114fbbebc416f8d619685d0281f1e9c6d51fd839f90b8296fd6d0e92f

Observation 9e05d3e6-9d2f-40e7-b5cd-2d851d1ce22e · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.534258Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.106960Z digest=sha256:7724b4f6102b3a35263a95d9b61b50faa6f1f8efbc026ec90b984f2f8ac6dea4

Observation d577a128-1b3a-4a10-86b1-24e7d0b9c002 · outbound

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

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback StarCoder 2 and The Stack v2: The Next Generation

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.112039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.112039Z digest=sha256:06a9c436153a970177c225bcb0bed96c94463a9d79a6a0f4ff6e26cb4bbf3240

Observation af5e2691-322e-4222-8ab0-90c12084ced2 · outbound

This paper cites Arena Learning: Build Data Flywheel for LLMs Post-training via Simulated Chatbot Arena.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Arena Learning: Build Data Flywheel for LLMs Post-training via Simulated Chatbot Arena

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.117880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.117880Z digest=sha256:4f5c50842d964102c7a6b93af085a35714a29571695cd3c19ade73a2946a95b5

Observation c55e9bcd-4cf3-425f-8fcc-02b4a7323d65 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.516974Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.123053Z digest=sha256:b6153281c04592d3a36d2965db5a4b61275857b867ce6218643be075ed391b14

Observation 7e15232c-0f7f-4fe9-82d0-533174893494 · outbound

This paper cites Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.127952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.127952Z digest=sha256:9694b83eaaa2929c6195a3c4fd4bd097a9714e6dcce7c116878d833330052529

Observation 8e72b386-b180-40f4-bec3-5ca795ce0149 · outbound

This paper cites UnitCoder: Scalable Iterative Code Synthesis with Unit Test Guidance.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback UnitCoder: Scalable Iterative Code Synthesis with Unit Test Guidance

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.133621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.133621Z digest=sha256:f68c494fb8cfc2b287012407f6350b8dbe1a3d8455d09004844c1f113f038c81

Observation 1ea2f61f-73e9-49ee-99ce-dc0681fee200 · outbound

This paper cites Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.139594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.139594Z digest=sha256:02e9dd034b805d8632fba10e7ebf24e5856efabfed0457bafcb5b60a07dbeb9f

Observation e961179f-1b73-489e-89b1-3ef57a6a2c4a · outbound

This paper cites AgentInstruct: Toward Generative Teaching with Agentic Flows.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback AgentInstruct: Toward Generative Teaching with Agentic Flows

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.145652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.145652Z digest=sha256:9f5ef7baa5a6d7232290174bb63e97bf4531fdb240f5933d81d7a8c6ff1ad8eb

Observation aa4bf65c-d2b2-40ee-83a7-ff2e300330f6 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Generative Agents: Interactive Simulacra of Human Behavior

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.150803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.150803Z digest=sha256:afd8894279a16daba782a93bce250a282cb0d9d21baa1696318927de08057342

Observation 3297449b-7e7f-4880-a84e-c51f05dd6d31 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.157052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.157052Z digest=sha256:96a08f90e99232cf785b44f6820a7b6fab0aad12cc4e61c818cb7504b6426976

Observation 5f53da6e-3e3f-4a48-bc7f-f883f664478c · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.498323Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.162668Z digest=sha256:e06ccb6d976f68930d312186350f1daba73ddc3e01bcf8e7037cb50092c0dd39

Observation f5d9b658-ef88-4bc6-a227-b00af2909733 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.481903Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.167408Z digest=sha256:6931659ad964de308133d595b0ee46ee8aa767728d9946307448b241452fda4f

Observation 5f9aed11-4d9c-448f-8e9d-8779ef1ec489 · outbound

This paper cites A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.172036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.172036Z digest=sha256:36b9b3a5212440a07994ac91ab21f93f095eb50c5f82a61ea9cf5c30102ddb95

Observation 8430ba02-78b1-4f8c-a365-af703a506fb8 · outbound

This paper cites OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.177184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.177184Z digest=sha256:42f640211b9e0ff400eedad017d28029b97565f6660f1f8a4bd72889865fdd5d

Observation ea296133-945a-4a06-bc09-dd52404a73a4 · outbound

This paper cites Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.181950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.181950Z digest=sha256:458b7ac16a836b5b6aed1be2e423111af693fe8039cfe2cce31866302390849e

Observation 7a280c98-c304-43c9-9e50-af295c4fdd78 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 40

Resolution
verified exact
doi, observed 2026-08-06T14:25:40.419821Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.187499Z digest=sha256:7793db0f5f6c50d97b65089c16c5dc8633d73a91c08acc342ff3888312ca3467

Observation b0cd94ac-120b-473f-8e8a-041bae2ce536 · outbound

This paper cites Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:25:41.465810Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.192385Z digest=sha256:b3d9a83c2f168e6c610f7a1c38f78dc92bfecb1ae0027a0a4ad583ceb7c82eae

Observation ee3cbb88-9201-40dc-9b7a-cc54d5374da9 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.196947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.196947Z digest=sha256:b2c1e863e48a5c342ef27db393186b492cfa0c5284f1c4a4b84c03628ed00980

Observation 54165975-046d-465e-9816-87941bfe3cd4 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.202907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.202907Z digest=sha256:7fcee6455a56fbee10663c08dda0d8f9edcf476f91fa3ae5c75b9dd500563be5

Observation 9931cfb0-9e7b-40f3-ae01-d1518afbbc2c · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.207849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.207849Z digest=sha256:db663b15f864b33e22a406a2b4334dfce6088bcd367c4c92c669d1f0bce62a47

Observation 2a8ef7ad-f6d2-4c33-b17f-1568395f7c8a · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.447884Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.213356Z digest=sha256:a98be5bd39709c9b34d7196c07a30e5abe765fb5c56d370f03b393bd5374ceef

Observation 99423c17-4654-41dc-a5a6-1ddfa67f44d2 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.429127Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.218097Z digest=sha256:d2e7e50a23e44b68a356b2389592889bf3b8b0b5c212becf659f489857814a82

Observation 45e3a7b3-86cf-496c-bf6b-9c96b4834635 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.409513Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.223160Z digest=sha256:f490a73d1e738f9308a4e38c01d8a33938524cb17e64f5ba9a487ab0f4f4b593

Observation 7b087838-b857-4cca-a4b8-18196a71c9e3 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.390694Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.228528Z digest=sha256:b53e604533d7bbabd3b0148cc372b4c00da7f67b3efc034921f7cef37cd34cb7

Observation f2b94e07-6de5-4b4d-90e2-5e7b2e2fdb5c · outbound

This paper cites Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.234574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.234574Z digest=sha256:5de0f8ec609c65422d2dbcc91402e0aa9df2ddba3c6c09b2f12fd6aca8c8dbbf

Observation 569408db-8179-4aaa-8ec6-e09a3084d5ba · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.239928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.239928Z digest=sha256:69dfb2b2df047dcca14132d1723672699476045c0fc64f6bc44290b1e19cc829

Observation 12630f06-5721-43b2-b2f5-3cffa01a6c86 · outbound

This paper cites Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.245584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.245584Z digest=sha256:9650e2d3430cc8e6280a2f5008cab27c94d36d7b088b78b16a8274d1a98ef173

Observation 1dfc71e1-a51e-4fb8-8141-21448d131f10 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.371964Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.251534Z digest=sha256:06147ab44abfa4615ea8676d4988950918c3560669ae5819ee544397c7c5c763

Observation aed7c6a7-cdb0-4f07-aaa7-2e4d7ea0c977 · outbound

This paper cites Qwen2.5 Technical Report.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Qwen2.5 Technical Report

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.256953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.256953Z digest=sha256:775579a31c5f322928ce3895355fd777cecc5355d19bc17bba36f088e5697813

Observation 9baf0cd9-62e0-4477-9248-a1ea48187538 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.353654Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.262366Z digest=sha256:6595d3bdbfcb4f96b1db3d8063895f80de37ebed3afff897f6ad3d890581c9f8

Observation a500d12c-d7d7-4c5d-9f84-9735fa7aac32 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.267088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.267088Z digest=sha256:d62acbb655fbc9d450628fc6c78f1aabb132d35e323f0480ebf9bbd086b7b51e

Observation d2d5c49e-5884-44f9-93c0-ab870ef2bfab · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.272055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.272055Z digest=sha256:a67839740aeb957b0e75abb1df0e605a93fc7bbd02c8cbb1d3c8ac25f9c5b8d2

Observation a1fe4cff-18af-4ffb-b0dd-a1e1cd772ff2 · outbound

This paper cites ACECODER: Acing Coder RL via Automated Test-Case Synthesis.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback ACECODER: Acing Coder RL via Automated Test-Case Synthesis

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.277049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.277049Z digest=sha256:def566ed17da76fd6bccdf3aeb751e35a93d44f621a3045722c945ec4ecc257b

Observation c4f98a8a-db42-4329-8de0-13270beb7580 · outbound

This paper cites CodeDPO: Aligning Code Models with Self Generated and Verified Source Code.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback CodeDPO: Aligning Code Models with Self Generated and Verified Source Code

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.282564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.282564Z digest=sha256:8c6b72e00ab863ca4afc74e86e099094a12e9f13030402fe941f81ae3d82f1c1

Observation 1c571fe8-0821-4e1c-83ca-16c4fe265e9c · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.287950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.287950Z digest=sha256:7e3f22bb8221661588375b6b43e283629a3f1be3c975f5938a03d7eb3198fe98

Observation 8ae5a09b-9e1e-4d6f-b9ed-8c0780542137 · outbound

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

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:40.293067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.293067Z digest=sha256:4e846c00bd16adfa16324015cdff2816bfbf2a1b7198d3244ae053c6454c4e2c

Observation ba9ff31e-1b07-421f-84e7-e4ff65eb1a77 · outbound

This paper cites an unresolved cited work.

CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:25:41.333956Z

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.

source=arxiv_source observed=2026-08-06T14:25:40.298256Z digest=sha256:18715f7bfd220199c1ccb79648b7a9d58fd20f2bf8a69cf932d5f38a0c02569e

Pith citing papers

Observation b585842f-a429-4432-9ad9-614a958cb81d · inbound

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution cites this paper.

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution CodeEvo: Interaction-Driven Synthesis of Code-centric Data through Hybrid and Iterative Feedback

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-07-28T01:22:21.562292Z

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.

source=pdf_text observed=2026-06-28T16:49:50.653594Z digest=sha256:225f3e114ddd1b8ebc14e288a22de32b96e55bbe155da6ea05b2a05526f80116