Paper Citation Record · LEDGER

CodeV: Issue Resolving with Visual Data

As of 24 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 4 inbound Pith citation observations for arXiv:2412.17315.

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

pith.paper-citation-record.v1
2412.17315 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:39:29.978377Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:26:15.145254Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T06:48:50.446516Z

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0196ed9b-7b28-4acd-8e39-340dfc078a50 · outbound

This paper cites online" 'onlinestring :=.

CodeV: Issue Resolving with Visual Data online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.854476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61068215-63d2-4c6a-b5f6-5d45296e6b4a · outbound

This paper cites write newline.

CodeV: Issue Resolving with Visual Data write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.858534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7731001-a5d0-4333-8e8f-57328b8ea4e4 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.430760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e7291aeb-5fa2-4822-b513-a879573342b8 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.419185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9b8c3cb4-3eee-4407-8e9c-d292ed11b9db · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.407755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5037fa8e-c7ce-4725-a6fb-e1fa7c73b31d · outbound

This paper cites Program Synthesis with Large Language Models.

CodeV: Issue Resolving with Visual Data Program Synthesis with Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.873401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53d94645-5e7e-4b25-b718-8545a582f438 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.396504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ba2c3add-a3ea-4529-8d8a-4ec616d75e43 · outbound

This paper cites MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation.

CodeV: Issue Resolving with Visual Data MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.880683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df2eca7-a82f-4982-9958-fd14bd7f0c27 · outbound

This paper cites CodeR: Issue Resolving with Multi-Agent and Task Graphs.

CodeV: Issue Resolving with Visual Data CodeR: Issue Resolving with Multi-Agent and Task Graphs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.884774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02991dff-5ae9-4a34-9e2e-734cb227dfa1 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

CodeV: Issue Resolving with Visual Data Evaluating Large Language Models Trained on Code

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.888407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2406054-1b37-4d89-82c0-d892ab3a639f · outbound

This paper cites Deep Learning-based Software Engineering: Progress, Challenges, and Opportunities.

CodeV: Issue Resolving with Visual Data Deep Learning-based Software Engineering: Progress, Challenges, and Opportunities

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.892525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 172557b3-2085-4393-afdb-a81242135a36 · outbound

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

CodeV: Issue Resolving with Visual Data DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.897006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08e156f-99bc-4b0a-895c-973961c613b7 · outbound

This paper cites ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation.

CodeV: Issue Resolving with Visual Data ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.901015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd80829e-4382-43a0-853f-b3ed2e1a6a28 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.385252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 25218484-fc97-4581-93a3-eb96fd518c3c · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.374772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation deaf212d-a222-4010-8594-b1e1a02065c4 · outbound

This paper cites Qwen2.5-Coder Technical Report.

CodeV: Issue Resolving with Visual Data Qwen2.5-Coder Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.912191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 383c378b-dee3-40fb-85a8-ae19fb636911 · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R.

CodeV: Issue Resolving with Visual Data Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.916155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f94089c-341c-45ff-a676-8378d1309e46 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.357834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 44fb8bba-83e5-48cf-86e1-9a7da6a1ea7b · outbound

This paper cites GraphCoder: Enhancing Repository-Level Code Completion via Code Context Graph-based Retrieval and Language Model.

CodeV: Issue Resolving with Visual Data GraphCoder: Enhancing Repository-Level Code Completion via Code Context Graph-based Retrieval and Language Model

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.922641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 118c3302-740d-4c27-9b95-05429ae27332 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.926366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2366ba-a4e4-4e6f-889c-6ddf15740f4f · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.340613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9fc375f5-b472-481c-ba95-87cd5184ff64 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:39:30.329494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 704b500d-626c-4712-b03c-fa145894c966 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

CodeV: Issue Resolving with Visual Data Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.936698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e99efb-9a2e-421a-bc0b-ffe261c8a4bd · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

CodeV: Issue Resolving with Visual Data Agentless: Demystifying LLM-based Software Engineering Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.941042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cf48ac8-c08b-4ef9-8d12-47e687bde0bd · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

CodeV: Issue Resolving with Visual Data SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.945283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b0e35a0-7b30-4dce-9429-40a7af1b2d2e · outbound

This paper cites SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?.

CodeV: Issue Resolving with Visual Data SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.949421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 000b185f-10f2-4170-9e60-bc65cdc7ec6b · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.953682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 231f13d4-ec83-4183-9986-40a5a0e8d860 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.958359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c54d55e-ddaa-4595-b932-e784876351fd · outbound

This paper cites SWE-bench-java: A GitHub Issue Resolving Benchmark for Java.

CodeV: Issue Resolving with Visual Data SWE-bench-java: A GitHub Issue Resolving Benchmark for Java

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.962127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 455890ea-29f0-42fe-8bb3-c7e0ac332558 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.966060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5082fb97-3ab5-490f-b5a5-91278d606fc1 · outbound

This paper cites an unresolved cited work.

CodeV: Issue Resolving with Visual Data Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.970352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26de41db-e5b5-44a1-b7c5-80d432b81b51 · outbound

This paper cites Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code.

CodeV: Issue Resolving with Visual Data Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.974159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 199088e7-3c64-4955-a6ac-eba4521f959b · outbound

This paper cites A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends.

CodeV: Issue Resolving with Visual Data A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T05:39:29.978377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 164d8ab8-3886-4a81-a2bf-5277f5365e60 · inbound

Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving cites this paper.

Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving CodeV: Issue Resolving with Visual Data

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:48:50.450839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0da8ae1f-309e-41f0-b854-360999ca6dca · inbound

SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design cites this paper.

SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design CodeV: Issue Resolving with Visual Data

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:26:15.145254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fea00593-49bc-4f62-a189-821ec2be6b8c · inbound

Multilingual Multimodal Software Developer for Code Generation cites this paper.

Multilingual Multimodal Software Developer for Code Generation CodeV: Issue Resolving with Visual Data

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.387548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 077f6225-0824-4b66-801f-09d33f71e439 · inbound

VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models cites this paper.

VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models CodeV: Issue Resolving with Visual Data

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-05T20:44:39.863715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.