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Paper Citation Record · LEDGER

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2608.04682.

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

pith.paper-citation-record.v1
2608.04682 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:02:40.696853Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy44
  • unresolved20
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0565f63a-f9be-4791-8c58-d2f804216905 · outbound

This paper cites ICLR , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICLR , year=

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:42.033982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.290931Z digest=sha256:b3526e190f130968c74a8d9c4f3b0349c0ef24e3690374bbf3a1c207835b96ea

Observation 49516cd8-6ba3-43f7-b0fa-143c03450ce4 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports LLaMA: Open and Efficient Foundation Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.308496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.308496Z digest=sha256:b37aeba0267e59ec902f9714616397a2f5f24126fc08b9066d2d8cb77656352f

Observation b9a61cc0-4534-45ca-80c1-abe1104f57b9 · outbound

This paper cites ACM transactions on intelligent systems and technology , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACM transactions on intelligent systems and technology , year=

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:42.015769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.313909Z digest=sha256:b805505fd62741bcadf0631abc648fdc218f1610d78525162d995c9a1b0b9159

Observation dadae06c-eb74-4022-a9c4-f036a2014744 · outbound

This paper cites Frontiers of Computer Science , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Frontiers of Computer Science , year=

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.994927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.319687Z digest=sha256:a7c1e0cddd776c35ef71811fa17df25e3d8b3b50f25ea0e6e4c949d137f4d3fa

Observation e81df24c-c8ba-4769-a303-c616ca9b4ce5 · outbound

This paper cites ICSE-FoSE , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICSE-FoSE , year=

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.325309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.325309Z digest=sha256:55e057b9251478012b56c01285259d921f242f5826a66d7cef6b3f549ab26c13

Observation 8d662c10-40b9-4050-970d-2e35e528b05c · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.964031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.336945Z digest=sha256:be0ff0276fbd855301448d1be4a9e67b379835b0b9cd8ef116ee8088c4d97904

Observation 9115f5ca-b6f8-4f03-b6f3-a2b45d3ebe7d · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.943464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.342006Z digest=sha256:2540a0dee5ba4b91535437d1ed4566c6690ff379f062c0c57f2d07388d56bc00

Observation 891edd44-be57-4a68-8a60-b294434e3997 · outbound

This paper cites 2024 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2024 , howpublished =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.927060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.346986Z digest=sha256:2be33f4aa623e263813b5883b2f266f9f6930a09a5a0cb1085445efa136f572a

Observation c9d8cead-7ff6-4820-b947-b63811c2c720 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.908802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.351934Z digest=sha256:be3e212d7cac7ae898312fe9161e32d0ca1f668b9282ce42162642783c5243a9

Observation b30d7ecf-2130-4d80-9f68-d40884c106d2 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.890389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.356669Z digest=sha256:12911899e560d60569c7aa0024c8f5eabb423fa796324c85080adf7e466bf9c1

Observation 85e92ddc-fa13-435f-915e-714e05b68d1c · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.870937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.361764Z digest=sha256:00d3265930dcd45d7161f97f267f011deaa97180032e2a3aa52bc57495490a7b

Observation 0a0e2002-0825-4760-9fee-7dac66b10620 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.852951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.372026Z digest=sha256:127818adaf28b27b7137f88d853db1bb53b2da8d13750b215381f1f7d127c86a

Observation 64ba4e39-b21a-4b0a-9c41-5cddd61a9a18 · outbound

This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-Bench+: Enhanced Coding Benchmark for LLMs

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.376652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.376652Z digest=sha256:715084f6b903858914f79e95f3009d79ad38318d03b32bf05ed1a7fe3f277087

Observation 6a627b34-1f43-409d-81a5-4827a2338a3c · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.835097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.382378Z digest=sha256:6032f7aa765ae3d1a830af1b484429dadd11c5ccd36d096348b36d36313f6057

Observation 9a0930f9-0958-4d81-a76d-bd09a0406e57 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.818320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.403082Z digest=sha256:c998d9b34fdd91d4df3430c5746bcc1f45d9579b3f21e8e3c4505acb57facb03

Observation 83bd7b1c-0ffa-42f8-85af-8929782a01e3 · outbound

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

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Advances in Neural Information Processing Systems , volume=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.413636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.413636Z digest=sha256:80be4811b3d82126a76c2a3bffcbae8e2fa6a97cfc01d4e72655a050023ba7e9

Observation 1cfb059a-d1d4-4f63-bb5a-695d361d32a7 · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.790730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.418361Z digest=sha256:517a7d1c1214a9ac9dd90087d420ee258fe224f28d98ff25b034448728992ac7

Observation 0619187b-1846-4afe-9b3b-eaa0d2de5f5a · outbound

This paper cites ICLR , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ICLR , year=

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.771010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.423733Z digest=sha256:76db1fe73d536020c41ecbcb88181d2332f306a9876f2f5ff4f1cebae8f286e4

Observation 9a479890-d1b4-42f0-a840-d4b7fd6359c7 · outbound

This paper cites ACL , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ACL , year=

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.754414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.428427Z digest=sha256:2b576242cbe9ed872043bd9a6689418d7d26a5842ad5da6fbe84d41f70decbf1

Observation d098cacf-1a18-4d77-99eb-6662078e2e95 · outbound

This paper cites NeurIPS , year=.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports NeurIPS , year=

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.737619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.433649Z digest=sha256:38c74728ad3488700a7783949ca0c05098c2bed79ceb33ac06c4075052dda4c9

Observation 6742c5c2-6174-4d6b-9714-f98aa2d79b7b · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.714824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.448812Z digest=sha256:3138ad71f782c4a8c2cc0c31bfa3bb36d70eb527b0c34781ec8a2bb8e4c64d30

Observation 517c0c83-b80f-41fe-aaa4-0e8cc3177cfe · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.696949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.459486Z digest=sha256:dc713bd31e5d69a014b477451e0d909d5e55d035f317ec0b6cfde7afdfea3905

Observation 7fda5a46-3f01-4293-bf9e-341e083e61f5 · outbound

This paper cites Qwen3.5: Accelerating Productivity with Native Multimodal Agents , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.5: Accelerating Productivity with Native Multimodal Agents , howpublished =

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.678185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.474687Z digest=sha256:a1c44521ae29d23c5fcebb14c469df0ef22eb6145f6c5c8a06333cb14324c2e2

Observation d437dc11-78b9-4574-80e2-b06b942efee2 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.479235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.479235Z digest=sha256:7c9e3af33f0a10b49946a9ce40b40ca00ce14e3c0fc98e578352252b96f98cd8

Observation ba7c3479-1fa3-49a1-a12a-6b79a7f87839 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.645910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.484085Z digest=sha256:b2201b7af28727e5d4728383e9768a4fe6915bfbcd87222ff352f6b1ec6039f4

Observation dd58faa9-7394-48e2-81ce-f65cf8b8bdf0 · outbound

This paper cites 2026 , howpublished =.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports 2026 , howpublished =

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.629172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.489325Z digest=sha256:4cc9090c7d8cd87eddeef352f713818c6ce8b5b34eb19a5aff308512aa6d739d

Observation b0c83089-c242-4d7b-bfbd-0785c326eb3b · outbound

This paper cites an unresolved cited work.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Unresolved cited work

Reference 42

Resolution
parse uncertain
no resolver link, observed 2026-08-06T19:02:40.509167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.509167Z digest=sha256:afde6214faea530e39189f0c327c0d62426b039968cf05e8ae2bddf916ed51f7

Observation 89c6e5dd-035d-4ee2-a1ce-842f3486327d · outbound

This paper cites System card: Claude sonnet 4.6.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports System card: Claude sonnet 4.6

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.601259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.513795Z digest=sha256:40a68e5e8c75fe7e9e9561d73a42641a341345c50bbd2ec6391ebc3a123900ed

Observation 06eb38fb-7222-444f-b0d7-7abd67c27903 · outbound

This paper cites System card: Claude opus 4.8.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports System card: Claude opus 4.8

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.585132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.518702Z digest=sha256:e18d405668809752cc7873538d631936bf280952296d19c35903e055dd660188

Observation d0187244-64c2-4c7c-9476-308866a0ec00 · outbound

This paper cites A survey on evaluation of large language models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports A survey on evaluation of large language models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.568599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.523406Z digest=sha256:de027edf8e09900e68a1246ae00cec53753e1737f7d6cf48534d82bedd4dde31

Observation 72be4632-bdf0-49e8-82ed-74b805e6b46b · outbound

This paper cites The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.528271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.528271Z digest=sha256:085c4224499d1fc24461beb64c9d763045c6cab4e0887367169c2b22203bb03b

Observation 6e8b870a-04a4-444f-b81c-ebaca12c6134 · outbound

This paper cites External technical root cause analysis — channel file 291.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports External technical root cause analysis — channel file 291

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.552095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.532761Z digest=sha256:c1e9cb750a1a8d18758ba9de53f8ea0d52bd32a8a4f8efa308b5bba9568f5152

Observation beb6dfa7-3e20-4817-85df-dfa4e8d756d7 · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Deepseek-v4: Towards highly efficient million-token context intelligence

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.535235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.537453Z digest=sha256:123bb33911756f990faf7fdaa24aed012b06d15b3fec6ff0c694b21fa6d340b6

Observation 49bd99bc-1278-4d1d-ae47-14d10ac73729 · outbound

This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.542646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.542646Z digest=sha256:5aebab81d32f860da3255d9eaa846892758511c87c89d343664cdee36615c45b

Observation 128b5bd0-da9f-491c-bb5a-2f80a28b5e2e · outbound

This paper cites Large language models for software engineering: Survey and open problems.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Large language models for software engineering: Survey and open problems

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.518388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.547534Z digest=sha256:0d5258da541ff5885307a43a6f4db65f1863909b1fab5c421e96eb129e9514c3

Observation d4703c88-aaa4-4104-9a54-5d37d6225d5c · outbound

This paper cites Gemini 3.1 pro model card.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Gemini 3.1 pro model card

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.502015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.552364Z digest=sha256:b0c1b00687c4c6f530597d0d177096097f7f8f960d023b2d6869fe1f75a15584

Observation 904c9bb4-aaa4-46e1-9782-cd4833834b9d · outbound

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

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.557097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.557097Z digest=sha256:3919ed722ed5c5d7d9aa0f2d27013f5fe9720b528a9c396e4bdbdc6f827a6693

Observation bfed2013-810d-438f-979a-4fccabf85356 · outbound

This paper cites Mapcoder: Multi-agent code generation for competitive problem solving.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Mapcoder: Multi-agent code generation for competitive problem solving

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.486321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.561483Z digest=sha256:46bc48f21ba3838609e233e704ec08680cf88f3904b2340388877870aa688a6c

Observation 753f1b08-6ee4-468e-8039-99aa741f11c0 · outbound

This paper cites Swe-bench: Can language models resolve real-world github issues? In ICLR, 2024.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-bench: Can language models resolve real-world github issues? In ICLR, 2024

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.468934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.566348Z digest=sha256:44f9aced17ceb920ca974476d03fcb2c59a353880f675fe3994800039cc83076

Observation 1b1f2c14-9151-43ab-bbf6-bc47a76ad8bf · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.571286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.571286Z digest=sha256:cbccf991d2792e5c580828a5cf2e3dbd273f81b63be53dc83d18b09507a80275

Observation 764ae076-5e9f-4c84-a758-364f9bfbb011 · outbound

This paper cites Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.575847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.575847Z digest=sha256:754a25369e53b1c3f8d8fd67c61bdd395e2d18cbdc5ff508e464d3b28c3516f1

Observation f5745e75-a471-43d7-ba00-7f27b1a049dc · outbound

This paper cites Testexplora: Benchmarking llms for proactive bug discovery via repository-level test generation.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Testexplora: Benchmarking llms for proactive bug discovery via repository-level test generation

Reference 57

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:02:41.009629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.580855Z digest=sha256:d0e8c77d62aab3bc773365623d1cb50b22a75d888924807291ecf36ea9cb84b1

Observation 60060c8c-6308-4b6d-abe2-43168cc9d958 · outbound

This paper cites Helping our customers through the crowdstrike outage.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Helping our customers through the crowdstrike outage

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.451448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.585756Z digest=sha256:9dd416294cbd9ee65cf097f95f9acaadb6805adf6f24d04ae4fc8391a2108fda

Observation 24b7c483-1b3f-4c62-a17b-e3ea15790a6d · outbound

This paper cites u ndler, Mark N M \.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports u ndler, Mark N M \

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.435745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.591162Z digest=sha256:d2ca9b111a6ee04e4995a2d69064ddd209e6281a1ca4f265b7d48dab5e751e7f

Observation fac8908f-b69b-4567-8be1-3f35844fff57 · outbound

This paper cites Why swe-bench verified no longer measures frontier coding capabilities.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Why swe-bench verified no longer measures frontier coding capabilities

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.418435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.595627Z digest=sha256:69f6150f415ee4d9a2469312ea693fdddd77f4275959785d818637d44e95ed70

Observation 06da3624-803e-471c-8eb2-b598b707635a · outbound

This paper cites Separating signal from noise in coding evaluations.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Separating signal from noise in coding evaluations

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.402190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.600347Z digest=sha256:1a010d86d78bb2ed162239e77039dde87170d19af489a8e266a837568b7d6ea8

Observation d813e5dd-8a68-49dd-abdd-1a9943392915 · outbound

This paper cites Crowdstrike to cost fortune 500 \ 5.4b; insured loss range of \ 0.54b - \ 1.08b.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Crowdstrike to cost fortune 500 \ 5.4b; insured loss range of \ 0.54b - \ 1.08b

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.383196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.605278Z digest=sha256:d8aeaec438bd6136782bf2d23081e0bfd4d54753370c01428c915fe77fd6aafe

Observation 25ba78ca-7e44-4a4c-a537-292814a882fc · outbound

This paper cites Qwen3.7 : The agent frontier, May 2026.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.7 : The agent frontier, May 2026

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.365835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.609842Z digest=sha256:b27d2a6491787d79b565bc81edaa321f81def19427e5d69cd73015c6bb2591e4

Observation 36983989-f6c6-44e7-9295-216d3effa092 · outbound

This paper cites SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.614800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.614800Z digest=sha256:b2a9394078a2348914d66995f5160683110d6ad0fbd7d80ee0c0c6083adea270

Observation 7e520ca1-e326-40d5-9a5d-33f4815a7fba · outbound

This paper cites Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.619737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.619737Z digest=sha256:9d419da255ca30f4aba0895a7e0d83814ce3ccb7e04fac030f77792b188d1dbf

Observation 6bff20fc-1e23-499d-aef2-306784211d9f · outbound

This paper cites OpenAI GPT-5 System Card.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports OpenAI GPT-5 System Card

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.624433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.624433Z digest=sha256:e22a324f933308876b68c38d30b12516a4d804bf9899be71e53a68a1004421f4

Observation 4166d0b0-61c3-460c-9d67-305dae3fa442 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Kimi K2.5: Visual Agentic Intelligence

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.629242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.629242Z digest=sha256:441d8a8423f38bcf24cb79d98d8a657e48a7661841eaecda55d88621c29d0eeb

Observation 888e5023-ee2f-4712-9181-fc809203c592 · outbound

This paper cites Qwen3.5: Accelerating productivity with native multimodal agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Qwen3.5: Accelerating productivity with native multimodal agents

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.349448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.633864Z digest=sha256:fdb7804f3ea2b4ee217d2ecfbb295770783162ddda747777e492cf65a9af1e87

Observation 8d751679-314d-461e-9cb2-18c912352ff8 · outbound

This paper cites an unresolved cited work.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:02:41.332028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.638972Z digest=sha256:004627434bc328e63c2340dc49d89890167b1292643a57dbf4a9a4647734d6a9

Observation 4913b48a-561f-4138-9269-3c513df3004f · outbound

This paper cites Openhands: An open platform for ai software developers as generalist agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Openhands: An open platform for ai software developers as generalist agents

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.315666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.643906Z digest=sha256:f7a44fbf1c29ec40caaafd8324056937e3e3787146856f89532e8be887c3a0e0

Observation c95108be-bc6a-4c3f-9943-0e1ad7feaf8f · outbound

This paper cites Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.648923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.648923Z digest=sha256:b4a764d252675c939505c7dd5463e2c862d008bfc4938cb5d5a5dce064c9704c

Observation 70896e99-4ea8-4a36-aaed-baf635d8ea05 · outbound

This paper cites Swe-agent: Agent-computer interfaces enable automated software engineering.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-agent: Agent-computer interfaces enable automated software engineering

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.298970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.653538Z digest=sha256:502626a45cf4f495add515006b828a84876408f006d7f7bffa274d0667bd50e6

Observation 474521f1-6871-4316-9674-9fed3c956337 · outbound

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

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports SWE-bench Multimodal: Do AI Systems Generalize to Visual Software Domains?

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.658366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.658366Z digest=sha256:56b487f0897560fe1020b23e332102809401c708752a966171c26663bd0aa1f0

Observation b3543968-4e74-4956-8813-d4946b3df476 · outbound

This paper cites Swe-smith: Scaling data for software engineering agents.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-smith: Scaling data for software engineering agents

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.280645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.662708Z digest=sha256:7b3bcac91738a7ae3ce7536489d89c2c620454f24911402f24dfc95d9b5a577a

Observation f28180df-8257-44fc-aa16-5f74e3e2d7fe · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports ReAct: Synergizing Reasoning and Acting in Language Models

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.667485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.667485Z digest=sha256:36cdd3df0596da698f60093c36d4d87d653f40b8fe12ae7408af17990ecc00c6

Observation 1d73afb6-5baf-41b4-8e2e-f8662083c1a6 · outbound

This paper cites Multi-swe-bench: A multilingual benchmark for issue resolving.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Multi-swe-bench: A multilingual benchmark for issue resolving

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.264160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.672186Z digest=sha256:1b1c4fa65c2b23b25ca7de03c02cb0b1dd936f5635a648aec465796e82ad3ef6

Observation 9b55618c-b92d-4c42-a61b-1751e94b601e · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports GLM-5: from Vibe Coding to Agentic Engineering

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.677154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.677154Z digest=sha256:bed65ce0076a479ed9f9d72c0704a81d5e9ff0de0921c763274ab6500ae34e58

Observation 37d59c2f-702c-447e-a703-8d4c3d9a7959 · outbound

This paper cites Codeagent: Enhancing code generation with tool-integrated agent systems for real-world repo-level coding challenges.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Codeagent: Enhancing code generation with tool-integrated agent systems for real-world repo-level coding challenges

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.247502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.681643Z digest=sha256:e095335422bf48491583c5c458fbe44eaa672585989e7cce2f0b487ed2e9e28d

Observation 772dcec3-c004-4870-91db-1d8927a27f78 · outbound

This paper cites Swe-bench goes live! In NeurIPS, 2026.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Swe-bench goes live! In NeurIPS, 2026

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.229614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.686763Z digest=sha256:01eec0271a0a582dd1b9b30bb2dbd0639bcfc0035b2410478fd43ef4eea00ba1

Observation 8eebe9aa-1454-4e4b-b045-82b5beb7fa9f · outbound

This paper cites A survey of large language models.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports A survey of large language models

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:02:41.212617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.691634Z digest=sha256:a604e82e3b683a97e407e362cd286fc4eaa391c18eb5935c9e28ffbdbb9d9fcc

Observation 8e9f7764-9d6f-4452-9c46-28fe032d255a · outbound

This paper cites Featurebench: Benchmarking agentic coding for complex feature development.

Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports Featurebench: Benchmarking agentic coding for complex feature development

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-06T19:02:40.696853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:02:40.696853Z digest=sha256:3337d1119b244c09d3a3eb2ca95e5fd79fe0909f013704b7043d24a60db6a125

Pith citing papers

No inbound Pith citation observations are available.