Pith. sign in

Paper Citation Record · LEDGER

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

As of 21 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 2 inbound Pith citation observations for arXiv:2607.06065.

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

pith.paper-citation-record.v1
2607.06065 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-08T17:51:19.542302Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:14:43.214832Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:12:15.727901Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact19
  • verified fuzzy34
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b2d4a6dc-1093-426e-9d89-aa12c547c4f2 · outbound

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

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review GLM-5: from Vibe Coding to Agentic Engineering

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.801736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:1cdbf1e90eeb526af3fb9f5bc089483545800d19db551791761008c57f437cea

Observation a9b004b4-cf40-44c7-a702-01bb07611136 · outbound

This paper cites Learning From Mistakes Makes LLM Better Reasoner.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Learning From Mistakes Makes LLM Better Reasoner

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.835293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:75ad6b8304f42739af7f06faad9a3478976dbd95de07c9ffe66d8eac1e6fa56a

Observation 70a042f2-89f7-4e9b-9d56-68fb7402fca2 · outbound

This paper cites Claude code by anthropic.https://www.anthropic.com/product/ claude-code, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Claude code by anthropic.https://www.anthropic.com/product/ claude-code, 2026

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.171990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:349ee3393f2315cabc1baa91053967f2cd232dac6adc8944cea3192e0b2aa91a

Observation e7a196a1-4131-4127-86ff-9f147d85cee9 · outbound

This paper cites Introducing claude opus 4.6.https://www.anthropic.com/news/ claude-opus-4-6, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Introducing claude opus 4.6.https://www.anthropic.com/news/ claude-opus-4-6, 2026

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.097339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:3c7dedc5ecd8c8d2561fce68e84f701a514b1e4e7fbd45df04d46ffabd555706

Observation 9bd74850-6211-4132-9195-e36cbd86f868 · outbound

This paper cites Cursor: The Best Way to Code with AI.https://cursor.com/, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Cursor: The Best Way to Code with AI.https://cursor.com/, 2026

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.099148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:f8897d3747ff04558bffe4d8132eda104112bedcba1e97a229ab6e32ab350e5f

Observation 5d5f1934-f766-49bc-9490-11e483ca6c9a · outbound

This paper cites SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review SWE-rebench: An Automated Pipeline for Task Collection and Decontaminated Evaluation of Software Engineering Agents

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-08T17:55:20.841042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:a707aa7368e04604fc58936887f7fa6904dba5a151a88a3309fc3a47e5c9bb30

Observation d118ac88-c3a9-4c72-bc77-802141e43fb9 · outbound

This paper cites Introducing devin, the first ai software engineer.https://cognition.ai/ blog/introducing-devin, 2024.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Introducing devin, the first ai software engineer.https://cognition.ai/ blog/introducing-devin, 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.117428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:17eae829a9b635cf54c241eed3d37f9d3cce90ad2252301229a835375e5c6afe

Observation 7283b353-8937-4699-ba33-f37417c2e45e · outbound

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

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.793414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:2c2dd648ba1dd8f174eccaf00a39165c9bb84e0f9c3a8ff5b3fb895be9b66797

Observation 1410fcc9-09a7-472f-a0e6-681e2f6e961c · outbound

This paper cites Re- solving code review comments with machine learning.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Re- solving code review comments with machine learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.155980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:5a54a3534018e2a4e6f25c8a79f108b8bb033ec7e0a0d880896ae4f4945b2860

Observation a2bc0f22-c199-42f3-953f-1f8fb28a5889 · outbound

This paper cites Aider: Ai pair programming in your terminal.https://github.com/ paul-gauthier/aider, 2023.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Aider: Ai pair programming in your terminal.https://github.com/ paul-gauthier/aider, 2023

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.154116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:136d0e4cb186bf132b44d2987e5a37eb52fd5a191150af71a7c14c361ff164a4

Observation 4aa670a0-7723-4084-98ff-5ebbb14ac8cc · outbound

This paper cites doi:10.48550/arXiv.2509.14856 , url =.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review doi:10.48550/arXiv.2509.14856 , url =

Reference 12

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T17:55:20.846337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:6b19df07c2c8ea5f20476f23d34f8fd44a3babeb2d4134382f8b9ef36a4e74b6

Observation 9d44f017-4b32-4680-b84a-620efc349cd5 · outbound

This paper cites R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.843449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:77a8139df274ae0ffd2608f0de708db9d28c17d204dcbfaaea31bd704a414b99

Observation b3461d5f-7a2e-4aae-8988-ec94dc33b1e0 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.804474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:b184fcdf734c225c2d300f35dd341cfa02fa37bd7bfb29d2dd73f5cb6637a73f

Observation 83a8b09d-c70a-4c27-9662-966c540f23ad · outbound

This paper cites Deepreview: automatic code review using deep multi-instance learning.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Deepreview: automatic code review using deep multi-instance learning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.168341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:5c930ce45c558db7d28be0c5a1943605e07e76aeae80eead19d517c63ecba31b

Observation 63a96f5a-2e10-4520-ab69-2771ca102633 · outbound

This paper cites Auger: automatically generating review comments with pre-training models.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Auger: automatically generating review comments with pre-training models

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.163066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:eac3410188f9829fa1eb2147352e030f85d4315c42ce703a465c58f30cfd9126

Observation ae3e85f3-b36c-40e9-ac76-72a47a884865 · outbound

This paper cites Automating Code Review Activities by Large-Scale Pre-training.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Automating Code Review Activities by Large-Scale Pre-training

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.832881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:0f6f20ccdf7eaa858c07daa29292e5288b969693db6e1dc2295c6015583358f7

Observation e6fa5cb9-6edc-4a0f-b272-f8e9cca93d97 · outbound

This paper cites Llama-reviewer: Advancing code review automation with large language models through parameter-efficient fine-tuning.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Llama-reviewer: Advancing code review automation with large language models through parameter-efficient fine-tuning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.150163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:286279b1117f87020c78bdea0360947d9cd55332357ec3088e25b77c92199ae3

Observation e367ec25-49a3-4a99-8863-db6ef90130bf · outbound

This paper cites Self-refine: Iterative re- finement with self-feedback.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Self-refine: Iterative re- finement with self-feedback

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.139276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:6680aa5552fd73e56654842b232d8ff83d4b3f079ae52dbd14d590f019ded687

Observation dfda1b42-ccee-417e-b056-dd720816a3d0 · outbound

This paper cites Generative Reward Models.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Generative Reward Models

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.848815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:fe3d2bb95e0738aec9ff190062e18e96daa7086ed5efe8676cee5a8c72a1735e

Observation 48cadce0-43e2-4ac7-863f-7c48297f642b · outbound

This paper cites Crscore: Grounding auto- mated evaluation of code review comments in code claims and smells.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Crscore: Grounding auto- mated evaluation of code review comments in code claims and smells

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.131684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:d97fe4abb8e020ecfd2af67c6727b212402d1275e34c6b3d827ec1db8495852b

Observation 1c8ea467-ef30-4f2f-bfcc-fa2bf454cf94 · outbound

This paper cites Impact of LLM-based Review Comment Generation in Practice: A Mixed Open-/Closed-source User Study.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Impact of LLM-based Review Comment Generation in Practice: A Mixed Open-/Closed-source User Study

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.823412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:c6efafb77007f2ddc65f94f0f4a536aa7be7c9155a1228f0076b5b5f95044a5a

Observation 314b4537-f692-4f89-af73-1cc34104aee4 · outbound

This paper cites Introducing swe-bench verified.https://openai.com/index/ introducing-swe-bench-verified/, August 2024.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Introducing swe-bench verified.https://openai.com/index/ introducing-swe-bench-verified/, August 2024

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.152081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:3ef846a2e96246b1810a4a3a39f78268589553488222c5748828777445d304fd

Observation bc494abb-6b3e-4337-99e5-914d38caf313 · outbound

This paper cites Introducing codex.https://openai.com/zh-Hans-CN/index/ introducing-codex/, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Introducing codex.https://openai.com/zh-Hans-CN/index/ introducing-codex/, 2026

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.115707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:5f4ddb17fb0f2cc1754dc9754aaf49d4ab7f5740f1142fe743f3e6cd0145818c

Observation 41700808-f95c-4ae4-8973-be3a140f27e9 · outbound

This paper cites Introducing gpt-5.4.https://openai.com/zh-Hans-CN/index/ introducing-gpt-5-4/, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Introducing gpt-5.4.https://openai.com/zh-Hans-CN/index/ introducing-gpt-5-4/, 2026

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.112184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:02deb89cde4db537b8a82ee20943e129f6f51dcddea7100850cc888f23aa6db2

Observation bd544596-6edb-472b-a320-21ed708aa429 · outbound

This paper cites Opencode.https://github.com/opencode-ai/opencode, 2025.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Opencode.https://github.com/opencode-ai/opencode, 2025

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.113919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:0d075370c9f99cb199f7314d615a2cfd9f183c1df0dd9a8931c2bacaaf8d1842

Observation 6ca114ef-a57b-420a-86f6-1b98ccca4b01 · outbound

This paper cites Training Software Engineering Agents and Verifiers with SWE-Gym.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Training Software Engineering Agents and Verifiers with SWE-Gym

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.795862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:417af7661d517207d183a54749e93976af74121a177b0e7476d376e0f045b86f

Observation ac4e5169-7279-4d6b-a83f-26be52551b22 · outbound

This paper cites Cr-bench: Evaluating the real-world utility of ai code review agents, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Cr-bench: Evaluating the real-world utility of ai code review agents, 2026

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.121161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:50390241500a92b94405f96d6b5e0ac68f92b81ad459d20431ebe56590bccb15

Observation 5c135848-2c99-40a6-ab8f-6848660d8925 · outbound

This paper cites Pr-agent: Ai-powered pull request analysis and feedback.https://github.com/ The-PR-Agent/pr-agent, 2023.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Pr-agent: Ai-powered pull request analysis and feedback.https://github.com/ The-PR-Agent/pr-agent, 2023

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.110285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:a843e1f87957195cdce25077f88235c9bada2ac9f863c1ccd3296f30ee8692a5

Observation 7759f73e-9177-47e5-90aa-98a34894e135 · outbound

This paper cites Qwen3-coder: Agentic coding in the world.https://qwenlm.github.io/blog/ qwen3-coder/, 2025.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Qwen3-coder: Agentic coding in the world.https://qwenlm.github.io/blog/ qwen3-coder/, 2025

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.173869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:d101bd234e0353e5f5ca58e02ab28cb84b8ef6553950047bcbb7c566861292f1

Observation d400ca8e-5ecf-480c-8025-d499a0801cc8 · outbound

This paper cites Automatic code review by learning the revision of source code, 2019.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Automatic code review by learning the revision of source code, 2019

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.100975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:3a2878539d50dea31bc3fd59faf881b7dd977ebd0e09035449006b1b4e7c0c8a

Observation a8499e84-6990-4d5e-a02c-468ff96ba341 · outbound

This paper cites arXiv preprint arXiv:2512.21919 , year=.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review arXiv preprint arXiv:2512.21919 , year=

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T17:55:20.838302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:2b8d8939fc5420f0676515a0a5032579846a6db62d5203a198732b329730fbc1

Observation 39249031-7346-4da2-959d-094c2b51678c · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.791043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:c811296b4a80800237ec56bfe4bcdbc4083ba2b85799bec8649bceb4132350f5

Observation 22645cf5-ec32-4f87-aaf9-cf80f4d0d30a · outbound

This paper cites Bitsai-cr: Automated code review via llm in practice.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Bitsai-cr: Automated code review via llm in practice

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.166597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:d9ab0ef7ad15767178cae32508b50207d6e7dcce614580f1b5c65b50461c1164

Observation 41ec94e8-a156-4180-9a74-cf792cde3f6d · outbound

This paper cites Codeagent: Autonomous communicative agents for code review.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Codeagent: Autonomous communicative agents for code review

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.170287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:cc6292ba19974c523855ad63db39344135be9b8c6dd5bb7a933a9bb70bc2ad2f

Observation f9730512-064a-4cc8-884c-ef979fae66fb · outbound

This paper cites Swe-lego: Pushing the limits of supervised fine-tuning for software issue resolving.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Swe-lego: Pushing the limits of supervised fine-tuning for software issue resolving

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-07-08T17:55:20.798695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:79e2608ebb8200bc7cae98db18632bdc6ca6b30d4d812f0a58c86b050a23c9ae

Observation 8fb7131a-3dcf-4b08-9943-d79c38c2afab · outbound

This paper cites Towards automating code review activities.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Towards automating code review activities

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.159412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:cb1ef99de21ef0a8a59404dcf56a6cfd21171c75542501e5d6c5d08200f22be5

Observation 7a016e3f-47e4-4383-9166-68476d81dcfe · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.829245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:ebcfc586203f5c5ecf7e792505464e118ecbb7d162603df20128649168011026

Observation c9ab7517-e9ec-4f3d-b535-2616b909265e · outbound

This paper cites Learning to verify ai-generated code.https: //openhands.dev/blog/20260305-learning-to-verify-ai-generated-code, March 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Learning to verify ai-generated code.https: //openhands.dev/blog/20260305-learning-to-verify-ai-generated-code, March 2026

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-07-08T17:55:20.813711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:4ada82ab31230799fd006116a4a5127be2edb955a5ab59533db1ac27d7a8a4ef

Observation 387f3ea0-f6d5-4d0f-8eee-a8abcc6b3982 · outbound

This paper cites Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.816747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:aec35b629ba36ecb5f099ad9412eceb8b911711c60346b5450aae81dd66f1d3a

Observation 44acb350-9455-4106-8960-05e82543de73 · outbound

This paper cites Qwen3 Technical Report.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Qwen3 Technical Report

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.807487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:42c92f9f2f24a7010479a4836d55055b0d69a3cf5c945a5ecd3812390d19b66b

Observation 8ed6a341-e5a8-422b-a1fc-ed3727a70646 · outbound

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

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Swe-agent: Agent-computer interfaces enable automated soft- ware engineering

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.161225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:70904a18d1eb958504085d38e28fd0a2e6a54cafedc1ff77e9a595df464cd0cc

Observation ab4d5ab3-4163-46bf-9c37-ac0ccb75969d · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review SWE-smith: Scaling Data for Software Engineering Agents

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.826298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:5a9a7c88f93c52af4fa05c2f0261e965bfbdcbf90acdc1ebbafc3d65796caa09

Observation 302eb543-17b0-4ab1-b426-3564d0781a70 · outbound

This paper cites Aacr-bench: Evaluating automatic code review with holistic repository-level context.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Aacr-bench: Evaluating automatic code review with holistic repository-level context

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-08T17:55:20.820149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:4a0490d33280e88aa744ffdd231f3df674f66f42c60a02f08e9feba207b4b1cc

Observation 21ec4645-f789-41d5-82c1-2addb9a0f75e · outbound

This paper cites SWE-bench Goes Live!.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review SWE-bench Goes Live!

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-07-08T17:55:20.810137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:59f2f04c7a3b7b86386f3de9f96311e5be9ff170dc5e0e3545c46482595841dc

Observation e7853056-2a2d-4956-b058-1373e2c9badc · outbound

This paper cites Autocoderover: Au- tonomous program improvement.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Autocoderover: Au- tonomous program improvement

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.164833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:1eb5103cf8d6864d175e944247e38c192acee16c9a566a1a92915404ce9f33c0

Observation f1ce1709-adfc-40ed-880d-10877036a4a8 · outbound

This paper cites Code review agent benchmark, 2026.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Code review agent benchmark, 2026

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.175611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:575c1cb485835a5696ecce3cd71651144e759f1bba0c094e44bf14001d8fefa7

Observation 02a5ef73-7f40-4ff0-bb26-dcce11d6bbd5 · outbound

This paper cites Issue-resolution 3k+Review 3k.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Issue-resolution 3k+Review 3k

Reference 48

Resolution
malformed identifier
raw_fallback, observed 2026-07-08T17:55:21.146091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:df2373deac0999288a5b687acb5bb86af20dc66ac13c6cb26970cd38c1ced1bf

Observation 2c68d7a5-f9e8-4926-8a68-bf5aa439622b · outbound

This paper cites 2.tokenizer.apply_chat_template()renders each trajectory into the model’s native chat for- mat with correct special tokens.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review 2.tokenizer.apply_chat_template()renders each trajectory into the model’s native chat for- mat with correct special tokens

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.148182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:93017d1ad49cd89888752f2d701a5963909b1499ed80892ad413a38f375dd7cc

Observation 556afb10-c65a-4a75-80d8-8b23fbb6751b · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.106681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:88d1428c7c04df4f7a5fdf57cd59963b57ac61116d4a57d83ff0df5ffc3a5d63

Observation 76b391b0-4d57-4b1e-8ade-898ef7f7fa82 · outbound

This paper cites <pyshell#4>.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review <pyshell#4>

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.108436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:3102ebe832edbacb07224830111984820f1d55e2869be9c5db0282ab61bbc6e9

Observation 874f73d9-a0a3-4f63-bff9-1c55f2cff0e3 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.123029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:f8b2a0ed98ee4b3f1ce9cd9cd628f7381202d60b7d9a88d33e9f589d9d291436

Observation a2c81f10-d94f-4d06-b85a-b0e5336603ba · outbound

This paper cites import json; open(’/tmp/p.diff’,’w’).write(json.load(open(’/review_data/predicted.json ’))[’patch’]).

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review import json; open(’/tmp/p.diff’,’w’).write(json.load(open(’/review_data/predicted.json ’))[’patch’])

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.177486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:fdf1e6ca196b1d3c5653313518d1434d0fd23152ae67e9f6f611232f3a0589b1

Observation 998fee1f-4522-47aa-883f-3f3746318c26 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.157610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:b6a0aee6ccb8f69728928cef782e6bb29474dc97bb69f6321bf3dc82e9abdf72

Observation 6db011e8-bf39-481a-8890-f8f9fcce4f51 · outbound

This paper cites no exception.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review no exception

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.142473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:f16c5703779d49933a6468954caa7ac2123c3ea1c21c379d84d16b21bdbec118

Observation fcc033db-2e4d-49f2-a94a-9c83093400b4 · outbound

This paper cites import json; r=json.load(open(’/review_report.json’)); print(’OK:’, r[’decision’][’ recommendation’]).

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review import json; r=json.load(open(’/review_report.json’)); print(’OK:’, r[’decision’][’ recommendation’])

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.102949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:aa463a7ac1ccf76dd6d84c31ec62435daab9bcafff69342aa8b6e8d096b9df18

Observation 27bc1be5-0fd2-485a-b44f-da6ebaa141e3 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.104921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:218ee26986fc832b207718f816f1caa6ddfd4fe46f86d755c192bf7178fb33aa

Observation 6ea34bee-ede9-4b00-bb87-cde021452698 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.135617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:7229fbbb32d3c5f0cbc1facd7e22591b5f67e24af4d00e4ed7f3fd9e7e8275d5

Observation 0dc5cb5a-221e-4f97-a349-53b593936488 · outbound

This paper cites decision.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review decision

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.137417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:8ab6c783fb5e113ca228c0e2835eaf893138084da6a5e078e448b42202494fe2

Observation 39f44324-f889-43f0-b6de-f58ec7b28525 · outbound

This paper cites decision.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review decision

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.144346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:cfe2e779374d72d6f76bac89299e73e8367cbb4b2caa45c9f1d518b289cee14d

Observation 513d5771-3413-48ed-a0b4-6f04f392d751 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.133564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:5023348990577b5ee1d719fdfd3f627d92a8d9beb0a819e718ff88ce9bd04a66

Observation 081ca39c-e4e4-4c47-bbb7-1c5cc8cddba7 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.140899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:46b26cad4766f3c8213e7e0f600ddcc12e53ac3f1ef63d760486a256f1f59536

Observation 31a0ef59-bef5-4259-8f37-a5184548d54a · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.128200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:da8dbdc758202c6eb05d216b4ed70f2499deaa4db09bc4a9c18dae80ae53e88a

Observation c93d9b59-ffb5-472d-859d-03a0e86c06f2 · outbound

This paper cites golden patch.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review golden patch

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.119339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:aa7b2a2b3db5b4890ea15afbf1a7cd3403493ddd16a9de31c18e1f6b20b27e1a

Observation 417645f7-1920-4459-9f96-00d88815cfe2 · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.129951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:ebb7b92b4192e27185eb56b46e11422b3e63ceb625168389891be119312310e8

Observation 922d473b-6eff-44d7-95ee-5f5e568778bd · outbound

This paper cites an unresolved cited work.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-07-08T17:55:21.124647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:74838a5c9845c6ffe09316edb341206c9647f0b5eb4cdd257e954c4dbbd119e0

Observation 8a77dd1c-51e0-41fe-a8b2-c4a9c3375531 · outbound

This paper cites reasoning.

SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review reasoning

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-07-08T17:55:21.126415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-07-08T17:51:19.542302Z digest=sha256:afbff138886088f809a8a80fd355541c8f28ded5f4a33708f790b2f76a22ac96

Pith citing papers

Observation c60cff48-9ea5-4601-8fad-7b6d19bd9c86 · inbound

When Policies Change Probabilities: Modular Decision-Making for LLM Code Review cites this paper.

When Policies Change Probabilities: Modular Decision-Making for LLM Code Review SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T00:12:15.734034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-08-06T00:12:15.599903Z digest=sha256:48271e02300a1d034bdb3acbe8fd76007d676332c0de8f17a389d4ee95b88423

Observation ce3330ef-19f1-46f0-9bbd-e8db195f9780 · inbound

BulkPR-Bench: Benchmarking Queue-Level Governance of Interacting Pull Requests cites this paper.

BulkPR-Bench: Benchmarking Queue-Level Governance of Interacting Pull Requests SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T00:14:43.214832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:14:43.214832Z digest=sha256:931ddddb679b5ec9b128abf57a74d007224d90b5d58afea1aa2e41eb702fced4