Paper Citation Record · LEDGER

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization

As of 20 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2607.15205.

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

pith.paper-citation-record.v1
2607.15205 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T23:55:30.908388Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ddbd893-30ca-49d5-9e08-6ff47ffcc860 · outbound

This paper cites The twelfth international conference on learning representations , year=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization The twelfth international conference on learning representations , year=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:26.978058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b644f650-95fc-41af-8778-f71a4ff1134e · outbound

This paper cites 2024 , booktitle=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2024 , booktitle=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.148325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aaf05cf-3dcc-4c2f-b673-3c7e948cc94a · outbound

This paper cites 2025 , booktitle=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2025 , booktitle=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.359352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6249f99-3281-4690-84c4-ebc6d65c2b69 · outbound

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

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Agentless: Demystifying LLM-based Software Engineering Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.476426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f39ab58f-2082-4333-a241-e49aca898105 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Advances in Neural Information Processing Systems , volume=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.591487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d3258ea-1973-4a61-b75d-4108d12c28fe · outbound

This paper cites The OpenHands Software Agent SDK: A Composable and Extensible Foundation for Production Agents.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization The OpenHands Software Agent SDK: A Composable and Extensible Foundation for Production Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.717688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec30e5ea-62ed-424c-9968-c90941a73020 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.884213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0896a5-34b6-4963-b20a-69a69f766481 · outbound

This paper cites 2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE) , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE) , pages=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:27.996437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf9a46f-a9ee-40c1-9681-b322fa17808b · outbound

This paper cites SweRank: Software Issue Localization with Code Ranking.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization SweRank: Software Issue Localization with Code Ranking

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:28.186491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9a36ce-e59a-4406-9cd9-8108475ca771 · outbound

This paper cites arXiv e-prints , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization arXiv e-prints , pages=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:28.311048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62a229a-f16a-481d-a0ff-78a626bf748f · outbound

This paper cites CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:28.521597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba26a0ba-eb0f-4bff-b09e-4158b75a6bad · outbound

This paper cites Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:28.752633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c07c641e-bfe6-4a64-886e-85844edd4ccb · outbound

This paper cites Proceedings of the 5th Workshop on Multilingual Representation Learning (MRL 2025) , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Proceedings of the 5th Workshop on Multilingual Representation Learning (MRL 2025) , pages=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:28.928254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a88309b-8dd7-40af-92da-ff0604805c00 · outbound

This paper cites Code Representation Learning At Scale.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Code Representation Learning At Scale

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:29.106524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 925a6e0b-4538-4513-8952-d841df3f8d18 · outbound

This paper cites Findings of the Association for Computational Linguistics: EMNLP 2024 , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Findings of the Association for Computational Linguistics: EMNLP 2024 , pages=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:29.292636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d05592e-26e8-4dd3-9286-ed914bb07999 · outbound

This paper cites arXiv preprint arXiv:2603.17826 , year=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization arXiv preprint arXiv:2603.17826 , year=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:29.529851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0784e43a-f517-453f-b7f4-ab40b8abfec9 · outbound

This paper cites Towards Long-horizon Agentic Multimodal Search.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Towards Long-horizon Agentic Multimodal Search

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:29.693216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18f9e30c-88dd-45cf-ac9b-494b765e6c80 · outbound

This paper cites International conference on machine learning , pages=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization International conference on machine learning , pages=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:29.866960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b3730bb-3727-472d-b822-cc1bb4b7ee4f · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Representation Learning with Contrastive Predictive Coding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.041097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00e842af-527e-4e26-82c8-69859351143b · outbound

This paper cites 2025 , booktitle=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2025 , booktitle=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.219128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89bad3c-a672-4c41-8998-f89145be540b · outbound

This paper cites 2021 , booktitle=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2021 , booktitle=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.401652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8580015d-55a3-4fa4-91d2-ac220d9d8ab0 · outbound

This paper cites arXiv preprint arXiv:2603.17829 , year=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization arXiv preprint arXiv:2603.17829 , year=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.541666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d938f024-76a9-4270-bd6e-582b3a69f9eb · outbound

This paper cites Tool-integrated Reinforcement Learning for Repo Deep Search.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization Tool-integrated Reinforcement Learning for Repo Deep Search

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.669492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b05e597-57bb-4138-9f71-c2e7f7c8623d · outbound

This paper cites 2009 , publisher=.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization 2009 , publisher=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.785250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b23c2fb3-1d4f-430c-99e3-0e05d36521c5 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

MM-IssueLoc: A Controlled Benchmark for Evaluating Visual Evidence in Multimodal Repository-Level Issue Localization M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T23:55:30.908388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.