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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-06T06:34:29.942622+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=sha256:80010fe8a6d08525a9dcf04df0eea381bdfa9a07ecef8ce3fb3d799a37da8f68

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

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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=sha256:100d844bb3c5f37c308efe168d8002070e9d099f740a66bcec9f7968c69b547d

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

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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=sha256:60b01324b091ca38584fdfca7a414a46f1933659aa968099af30c49a0f13b4cc

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=sha256:3c4b60e9c76c1a15eb842c9943de9757bb98a10592706d034adbedd6e3984865

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:a685174f753c00add182204dc3a1985f06b577afbf4f38c0b1dda1b02298d8d7

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=sha256:9e3453f763283c48e6d3a351b680a963eb40c794e45761cfa5710ce60c67fb90

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

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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=sha256:55ff41ea2ea118990dc6e034911697efaf473bf5368d06e1244ca18a145cdb58

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
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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=sha256:09e10bbb7d53922ee6f0bcacd7751ccf655ff0643926ab1cd49311d562c641c7

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

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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=sha256:832a75f7d54322901393dd34225ede0ca039a2472a808062de2ed37d6bbf1e4e

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:eada4c72ee7af88d32fed6bc5747fbe4e5b58ebe3f5225b4036ee345c2323beb

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
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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:ca02c46f627592a454fd3991dabfa016808e0ea919caafa9fb73b2fd373a487d

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

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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=sha256:0fdfa00c387c3a000dbd3d07b8b43c812d9928e2ea84b140b132335c874ea104

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=sha256:0e3fb1a1358d9342fe9f815c9408f1d8c971611ed0b3d79ee97820047b24d819

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:cdc859001c1a1525ca95fafa268bf128521744683289b8e04a80f64bc537cb83

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

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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=sha256:859a48bd1d73d2080d9fcbeada6c890caff730217f649d671edb7d13ad5a884b

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

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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:c059b042cfcb4276ab8c326b85632a1a7344cb5681e19218e68c983d1b0b29eb

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=sha256:48a184f0f415f58428270584fea5e1084c4cd5c694f890a8cf616986f369a8b2

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=sha256:05a4437eeeb06e0e393127bd6a397e09c024fe5d3d7857e0e2fbeecb475bb00c

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.076966Z digest=sha256:238d9381b4893de0bdd992fee0252291b45b4d2f342d3e8a51b9442d77f06b2a

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

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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=sha256:3896a514623b95f08d4ebe269e9ac5809ed338276e8c6a4b21b57083ec72cd8a

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

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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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.086944Z digest=sha256:b9ea13dbe0ee523d79deeceb7ce00a911071e4887bad57bf5be08caa738b47bc

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.092006Z digest=sha256:e3ae2cd0ada31d17a81148817123650168963a5f1c8ce742aeca8f19edde69fa

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

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T14:25:40.096810Z digest=sha256:b0602cb1feb54d899e6a49bcf168b051c5115e37429ed7e8d7979b25a5163af8

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

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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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.102106Z digest=sha256:fb863722019fb14651a54d427e54bde5ba8fe6d590f86113216876e08517c61f

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.106960Z digest=sha256:fe9a42cf3624114f0a82fd46d420f471975e47c51346ed042e14608e84f8f722

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

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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:abdeabbb79d75da36057bdfb6a70398c57bb64fb03708865baffd1771517ecc9

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

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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=sha256:7265d9b6cce0b5c57ebe53a1dc8bf4c07a752f5a458e41aaabc753cb87d94fa3

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.123053Z digest=sha256:c433168084ce6f69d13c75d41fe2007c47a97477d92fa59fd96aed5852101c70

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

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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:cde965f532599983b721e2513026bce905a6a8d866b737b25c412f2b7977db6d

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

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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=sha256:0df5504be436f735bd5ab737be9d88573867658d81e6c84a517f97d2cade0ae4

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

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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:efe719dcba0ef934fa150260b7bf7c0c01f7247dfd9ddd6b541694dab66a9396

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

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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=sha256:56ab7610dcdb7c0b83791de6413c665a548755cf5f535d06441cbe458fd99f8e

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

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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=sha256:3d411d1e9432dc141894999b84cef3e9ec0979a2f3339b441e57e49c597f97d2

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

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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=sha256:0439648f0714de17d2bb756b6ac8b5db29af9e4e24954dcec09a847c810485b8

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.162668Z digest=sha256:746ca55072460b2709ab5d5ad0051b3d7f6741c4f12952df123cd894dad557b4

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

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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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.167408Z digest=sha256:d7e999742e7ce22c116716c0aa812ebdd89974e8fa840b2ac697364d2d8732ae

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

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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:e0c4831b63790ac4ebcb1eb49e01d4a68acbc2241182161f018b7fb74fdb188c

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
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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:a65afc58055844ac23b384d4a42336237b87a430f0aba9e79e559b1745030490

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:dcaf91922c9ffb87e7ef8b7bfd6bc593231bfc2c38182a3eec66bd0dbc0c26a2

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.187499Z digest=sha256:c2dcf6c0a3a084f9d7539bfec0ea84ccbfa1c8736e8fdd0ea02430a78410cd96

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.192385Z digest=sha256:c38eb9cd0fa2b2f1995fa8b75b352e91a78ed16a6bb873a76cc2ebe68bb74179

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
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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:e96377bb7290d4d0bd2a99c98119d05a578c20c6712955e101b478d8c85d4f9b

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
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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=sha256:5c2d2d60274d29c70123dc2c9873c31db75118f10009fd365811d38bbda6e454

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=sha256:77cd7409d6817ab5882937ff3c707f1d6cb73b5570d0bbd36746f8ca5d97fbcd

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.213356Z digest=sha256:6e5343c08535ed0c4346203458860aec5f93114549d743f80b8372dc9c711a9d

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.218097Z digest=sha256:43fc870d8a17739a19db11696a17d0bd9551fe8dfd8b8c76d4391db85445b827

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.223160Z digest=sha256:aafe6f2a1a2e4095349464fee8d861bdc4a0d2387ccba560cda38353a737f180

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.228528Z digest=sha256:da6b16c3ce178af235213e1ffc81281135a55856a8ee5839b80aca2fb88126c3

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=sha256:8bb7192f972a488712847fb63ea1b762eef302b70683cca43ee33d6f2a10d603

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=sha256:957397d0519b79b0b497841b1a55d1ef3c0fde79133e75cff4b5fb8451b76eea

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=sha256:27e69eaab276a9ab91ec81fdc49966e4e697b38873aaec303bde36be42a24ce1

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.251534Z digest=sha256:2f987a8345f1b30fd840875ec81bc1e78cc3051343397cbd3edaaa5bea02675f

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:d3401c129279d49371baac9ff31c73546000b697af479f8edcde910d7b40855b

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.262366Z digest=sha256:31426dece4d7af115193a2eed62efdd45f35d7e06883efdc732a3b9ca012be0d

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=sha256:68313f7337c6fe8eca2f21357fcd19169ee1405f62c997ea3f9ac5da30a76a1c

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=sha256:830bd9a26a35874341a40b899a5d144231c86f0693a1767e37a16c89526bbfd2

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=sha256:09c05e9c9a03e6c81257e4514ac02307ba243c95d72467c01d569f34b8f61aa7

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=sha256:523aed22ac626a924c272425d1b9dea783f61ba6afe3483a6cdee734bd199ada

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=sha256:7da2195853a4ed9dea4ad9500649ec6a931718b0acecd43341f190a1c99d6790

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=sha256:42091ca14dedb2e06d5e41c957ec7bcca321dc6829078c1830dce09df3031fa9

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 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-08-06T14:25:40.298256Z digest=sha256:2a609b64b5a1aac46e0d4b78de7944b3c5b14537761a42493c79b2ec6550bcc6

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-28T16:49:50.653594Z digest=sha256:4a81e849d548e14cc56686cb131a988026fea8d60bd32bde0e8dee4d37263862