Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.290931Z digest=sha256:e6411c950c23e1b4d06fc9e91fe6ed1f4a6685cc0d5c6cf35eee0e6efe5e8afa

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:c34cfb2326d5ef9433573c3310f8a56e8cab995a8e67557547212471ab21498a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.313909Z digest=sha256:325c0d60c3d6d9b613f9929805051532a8aa73e38c9a1ff02c3eaa61e37941c5

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.319687Z digest=sha256:8f0d7a4fef8164590357ed7a31fa0688a6e6632cf6fdfc9986ce69ef61aee1f5

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=sha256:4131f1d15917ebf738dfcbde21f5a3056f367138b490ea76b07c039089b5593f

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.336945Z digest=sha256:0c8de212b245127ccda861a53fadd393fe3a5e5c8a63ff8f588263782d7595ca

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.342006Z digest=sha256:8fd8e4c393c377c9005a04009a18826905e3878c0b40cfd7feee4c4173e42a11

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.346986Z digest=sha256:564510e1326e387e456c6879549461eafc5cc5dfdf500292f05bb34f8bdd3634

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.351934Z digest=sha256:a4ebc3c00abda87f629544a25f25be6ff6c266a25d752124c8a48460d703c957

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.356669Z digest=sha256:e555c8f30da06d850d63efc8fc8effa3831475ed28f3cbf47bf00c4990b35983

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.361764Z digest=sha256:f7423a2400820d63e2bbae04ce5e7584efec72dcfae04f6ff5d0d4f80cd2d591

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.372026Z digest=sha256:be338dd64f217a6c158fdf84767a133960f3c473f312227f75063f974629cc4b

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=sha256:64d6dfef79a422a3898663a2f846a647b390041941ec7bc387c043ec40f8b50c

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.382378Z digest=sha256:0d6de1cde182e56b76a71e78ff836436ac3c2ea0c896db9ef6ce5ce8807b2ffd

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.403082Z digest=sha256:8fe90d2014e76691c38bb126987763b6c09f385b83851edebecbcf97b5ee8c08

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=sha256:2165b0ac3670b0e1b119782271dd06d669f77a43f08889a3bc5fc06ed0d8b851

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.418361Z digest=sha256:801d2fc38ffdcdb4b7f8ba4a8e18b66a50ac27451de8498df4e6aabec7dc09c5

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.423733Z digest=sha256:eb36ea6edba5ccddec40d955be09fff1b65d9115dd1b0cb2c53939ede83eb83c

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.428427Z digest=sha256:1c27d0cc6cde01081f38353bf1b1c2905ada6ead9dc3db8a0facb61dde801a82

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.433649Z digest=sha256:17b2d57483de384c36ed039b2ef99e785b29b85e08ab562931af9b0f613811a5

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.448812Z digest=sha256:00378e3bdba880334950f2076d9bd439f8895261e6acddfb3c38abc30a555a0b

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.459486Z digest=sha256:6c8644ddee43c9e26fce877f358a284a709fcfc86c15b4ca2f0f45f41bcbe2c5

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.474687Z digest=sha256:81b05f81bb68610b9e9b207df9564cfcc9b6aabeaec525631a35f66cc0a0e7b9

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=sha256:5ecb9e57f938a7ab84fd2c3afd72a4e51027fa60e2c102c62871635809dacf04

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.484085Z digest=sha256:dad3b2d3d85f88fdeb24d5551917f32621407e53e7cd930da84ec87e248528a6

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.489325Z digest=sha256:0a4f606362721f998ce815279e0267b30da9d44ac7c470bf5543b07c8f71ffc7

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=sha256:811aaa7e7e556259594f51612f6d9a0479fa452b93d241b5ff653e07af294495

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.513795Z digest=sha256:934cb9b7918c4f8e356b0558bd6921496158c4f4d6e776a605a9a259a1fe6a77

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.518702Z digest=sha256:2dbd580b6563200a63c19293f124984c39445266ba883aab9cb9e8de2be6cc5c

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.523406Z digest=sha256:c648ce038bd33296b1eeed9a768fbe3d8295d69f372af78cf389e18b10951c85

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=sha256:444c1d337a8bf6b432c9ba665dfc231c33e5eab853cdf9361edc194c6dc45b92

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.532761Z digest=sha256:6ed52e0925b349788626b7bf9ac6b24a5a8b0357fa4b4b3504fbe74098f727be

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.537453Z digest=sha256:66b3fbb017c2e53e7b4b1ee5da67be69b11987e2872daee27d06d324f15ef736

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:cfc28a9a93a46595c76b1306bab6fa99ca1f6283aa3d375e8be6f3ef1818fd76

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.547534Z digest=sha256:1e9d287415275110ff69ef15882fbc2fb7502f1836165fa36e7d88ba24293e38

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.552364Z digest=sha256:9ff3bce71845ac7b26e60527abd388d2fcfd9575bbaa78f4af7a5044adffb231

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=sha256:174c6e26d83f4137f185bc1ebac1a326bc3595f9b10f106411be9f6e58752bfc

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.561483Z digest=sha256:11703d69e0dde67e94561930675164052fbabedca26c730d5433b6524bce200a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.566348Z digest=sha256:60bf682691f8266bb326f6c87c8dfc970a8cd19fbf6e4eab7376f455f83c6575

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:ae4dbc3b0a92fd80255ce873adc00295f52556485db674905b0eeeb34b887267

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:a06328056285b19f02fd25d00e741c131df0fe4eab38ced7c17e735347baec12

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.580855Z digest=sha256:4080267299fd09a45586a4e8837620cb7e47a633fc96c809afbf8032cad11f18

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.585756Z digest=sha256:8d5c79f12d3513b4ce4a17791d4c6f24f2258e95e4c4712950ceab36858bca90

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.591162Z digest=sha256:77d052b88599a584cfdd5ceab5a4bc53e531ec4ba6ed93d781c5890913aa084b

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.595627Z digest=sha256:a3ab5c03cc863710f4a9fbbb5146a4e6de8802b9c3be7017c3f6d8b0a04f2541

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.600347Z digest=sha256:2f01a6fb5dfb70cff5f23d1a1a0e3e357d595017058441fa0a6e48314af96b7f

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.605278Z digest=sha256:164d00b4f9bdac084c0046d0a6330bcd9a3c33004b6d1f6f6168ad766189db8d

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.609842Z digest=sha256:8be757b1b261109e9586f2ead0ab64358bc194e232605c4c03f4918015e75acc

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=sha256:2ddef9a9fa37c549c174d9b52e2ae65777d619633bf65ca1af411851b0790dd1

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=sha256:5aa4da1858255c3aa700dcb3c79d02958768cd8070f22b2bf0f4f1335f4f1073

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=sha256:91face91d107bfa7a4af8f8c8f947d240c2dd5cdfc81eb694b442d27c4bbd97a

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=sha256:737cb01975ac44bcf0cd27c5ae1167d5c2713b87e9681aea2060edb3f8e016c3

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.633864Z digest=sha256:d824dd529b42d359757d4d746d6bfe632e0de57d4e725fcf149fdb85d587a973

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.638972Z digest=sha256:7172075b4a03261bdc3df5ef5ca8c9afe97051b92b00d0727bdd69fec036326a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.643906Z digest=sha256:f01d7a8daf8ce184f1050906af26f0e84037b014304d400bf4cca9d3eaabf19e

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:adf7a30e65388ba748316ed9e76c05c50e203bfdce26d7238e947963b0ef8446

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.653538Z digest=sha256:1f231e71e655aadcdf835d4a8932de65c1afa14e2ae8cf5a0714399b4a528be5

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=sha256:7c97f4f3424819f2e25253187f7e2101a05b33f98b95ce2cd3b272c87d254d1d

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.662708Z digest=sha256:5893a80ccc3e6084f633cffd9213c7d2cc746e3e6e4962e172c22a13acc28385

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=sha256:2e6bf513832c7a33f03e451f6ff6e32660742d2f0b6fa85fdfe17cf865dd3da0

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.672186Z digest=sha256:dbe90e388d923eee5a5d72793b37663bcd4be397aa83b3dd1d25e9b11aaeadf3

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=sha256:2e4eda11504435c99d2878ff40b157665722d8c2c2f2837533553db06df2c694

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.681643Z digest=sha256:b53b776c728c6eb0fdd2e35fb483308f851247566990782385a9b6d4b4c418f1

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.686763Z digest=sha256:6477a72bf4eed9c5f39c127b70ba468119e6277db4a9a4971a2ff02581844b3a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T19:02:40.691634Z digest=sha256:7b07b5c432998e422acb0b7faf7df1ee86e6f19fe65045079ba0793fa6afcdc1

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:a35a6d2dce2b07b0e1b53c6b9ad10c08db77fecdd47193b60ddddfbf0b67b533

Pith citing papers

No inbound Pith citation observations are available.