Pith. sign in

Paper Citation Record · LEDGER

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

As of 10 August 2026, this Paper Citation Record lists 100 of 113 outbound references and 4 inbound Pith citation observations for arXiv:2505.23604.

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

pith.paper-citation-record.v1
2505.23604 v1

Coverage vector

measured 100 of 113 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:47:30.520426Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T00:13:29.838143Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T17:02:40.803918Z

Reference resolution

100 of 113 outbound references displayed

  • verified exact0
  • verified fuzzy27
  • unresolved72
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bbead328-983b-486b-8472-cea077fa6a18 · outbound

This paper cites Introducing claude 3.7 sonnet, 2025., 2025.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Introducing claude 3.7 sonnet, 2025., 2025

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:18.905124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:18.905124Z digest=sha256:26e5a13c0374f23eafe94692bd302e00f3450bec633fb2756373c70f07e98402

Observation f9b5ac18-5a51-45c0-ba9d-6ca589549ebb · outbound

This paper cites SWE-search: Enhancing software agents with monte carlo tree search and iterative refinement.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-search: Enhancing software agents with monte carlo tree search and iterative refinement

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.016872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.016872Z digest=sha256:eac1f4b9f32020f88f0da592c8e47cc003f5bdb48762c7a3d813369e71ef9b4e

Observation 71798fc3-f5e9-44d1-b68e-fb62acc356be · outbound

This paper cites Large Language Monkeys: Scaling Inference Compute with Repeated Sampling.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.191761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.191761Z digest=sha256:54ea93421db74003d9dd88b95805b6e7f1fdfc5133f76af9679ece7a985bc50f

Observation 6c230db2-90eb-402b-b0db-8f5d55f2aa1f · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.401873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.401873Z digest=sha256:b0f56a0859e7572889f3beff5e318b69f6ec38b65c9cea5f73df17bc98729458

Observation 6ecc4e89-71f2-4b1e-be8c-f4c819e5f85d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training Verifiers to Solve Math Word Problems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.540327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.540327Z digest=sha256:f6c2e3dc3db8cc55683987a748c05d771308b9c524673bd02fd98ba88c7e4ad9

Observation 318ca24f-9864-4c25-94c3-2155c5044e92 · outbound

This paper cites CodeMonkeys: Scaling Test-Time Compute for Software Engineering.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.679222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.679222Z digest=sha256:c839ddb84ce574a0c612384c2106d7c87643c255aaad2dda813d1558b7888d80

Observation 850e0e3c-3852-4937-a9b1-22ea779d24e9 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.813751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.813751Z digest=sha256:46d2654d3f5c443489b73faded786aa98c79717b9addb1eda18707efbeb70b78

Observation bf43d90a-b942-4464-ab5d-3df5b1beb249 · outbound

This paper cites The CMA Evolution Strategy: A Tutorial.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering The CMA Evolution Strategy: A Tutorial

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:19.954716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:19.954716Z digest=sha256:3ff26e1af8e615866ceb2371fe048ce26c7ffadb9be4471242fae1305f4f9ab7

Observation 19071a47-a7b4-4997-b348-3dc9c0d49f3a · outbound

This paper cites Training Compute-Optimal Large Language Models.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training Compute-Optimal Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.125621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.125621Z digest=sha256:812b2815d4412e1bffd496d4a110bfccce9e8b0f589527e169d6666971b6c8a8

Observation 46b8be47-46b5-413b-8e41-63335575a420 · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.302618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.302618Z digest=sha256:2eab228626600c3dac1c4f96d945cf5553a7b54fef88db138ce4f256c309ac92

Observation 5cd3acd2-c2ef-4106-bb31-bb1bb1d8e1ef · outbound

This paper cites Reinforce++: An efficient rlhf algorithm with robustness to both prompt and reward models, 2025.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Reinforce++: An efficient rlhf algorithm with robustness to both prompt and reward models, 2025

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.451961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.451961Z digest=sha256:7d5d635606911f2961e194041524bfd027baee2074deacbd78dedb5d85aaebc4

Observation 2890136c-ef41-4851-8a8e-b066237cdad1 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Qwen2.5-Coder Technical Report

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.609019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.609019Z digest=sha256:ed65b33a2b4620443294e9cfc2dd6b87cd08f4fcbf69a5d4900ea94c3847a525

Observation fa492eae-04d3-4f9b-a897-dc04792da3ee · outbound

This paper cites Livecodebench: Holistic and contamination free evaluation of large language models for code.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Livecodebench: Holistic and contamination free evaluation of large language models for code

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.752067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.752067Z digest=sha256:d66990947b2385ee02b6c5317024d15bdbfdef96742a1dc448f36ea59fa4f00f

Observation c02abe50-16a8-4be3-baf9-baf956f3facd · outbound

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

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering R2E-Gym: Procedural Environments and Hybrid Verifiers for Scaling Open-Weights SWE Agents

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:20.932161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:20.932161Z digest=sha256:f85fb014689fd83004a225883c7a8958d09179908699483d9aafbfcc76e44c17

Observation 3a479327-35a8-4677-a8e3-86681da1d8b3 · outbound

This paper cites SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations , 2024

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.164606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.164606Z digest=sha256:e3cbce3cb2153ed8dce94d5a3f51651bac72a37d84525c0deaabcfb139f1fbc4

Observation 3efaabbf-bb22-4097-8d36-e391dbbe99a5 · outbound

This paper cites Going beyond heuristics by imposing policy improvement as a constraint.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Going beyond heuristics by imposing policy improvement as a constraint

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.358355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.358355Z digest=sha256:80b4ee5f6f6bb4144074fdfbdf9bec877c8f40373e872cf902d2f1abe141cfc2

Observation c9e3de6a-d3aa-4b0b-91d7-fd602e017eaa · outbound

This paper cites Let’s verify step by step.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Let’s verify step by step

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.519190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.519190Z digest=sha256:43afdd565a329ce9944ae2d4285d8baa784e1c134e9416420fe867ce3c281dfd

Observation 39d980c3-2b6a-4180-9687-952398cd0da8 · outbound

This paper cites DeepSeek-V3 Technical Report.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeek-V3 Technical Report

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.660494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.660494Z digest=sha256:da8c8f3ffe3289226efcc512188dcac43e5690271fec29ab861632f81b694117

Observation c33af34d-bd30-4182-bea6-6366444d0354 · outbound

This paper cites Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvement

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.761811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.761811Z digest=sha256:4257c6da831bfe5a31b99cb063c8a5daf3c577715e349524326db95cca53d128

Observation 8e2f760e-d27f-4523-8b52-9bd349e40a8a · outbound

This paper cites Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.765458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.765458Z digest=sha256:8605b9563afa8668f70f298379ed5c1fe9b5fbc739ae1566a06cd19f57bc5aee

Observation 96d1d0f0-bcb9-43b5-b264-c53f087468cb · outbound

This paper cites Policy invariance under reward transforma- tions: Theory and application to reward shaping.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Policy invariance under reward transforma- tions: Theory and application to reward shaping

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.770027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.770027Z digest=sha256:a298ec2cfd67957f4160772726244700a11a033ef98831c02867eb486a41e533

Observation 0ac2c697-9a16-4e0b-8085-f5944a7184e0 · outbound

This paper cites Training software engineering agents and verifiers with SWE-gym.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training software engineering agents and verifiers with SWE-gym

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.807661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.807661Z digest=sha256:5b5012084ffb74e6f47cd0e0a2e4292a262cc0e00627ea656a64d72e1d6c36e8

Observation 16f39479-4aa1-4083-8c8f-b02e993fb448 · outbound

This paper cites Evolution Strategies as a Scalable Alternative to Reinforcement Learning.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Evolution Strategies as a Scalable Alternative to Reinforcement Learning

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.891107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.891107Z digest=sha256:36acd0e278b733778cf6e132cc3f53e204dee946d3de57a7c24642b8c048fa79

Observation 2456e290-1415-40f7-b3f4-3671cbf12685 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:21.953615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:21.953615Z digest=sha256:dc43434e913d7194320b228dba7bffb8ce544bbca82af036fcbc18b122b48d93

Observation 8ee32305-6fa0-475b-b2d1-239e7868b9dc · outbound

This paper cites Reliable gradient-free and likelihood-free prompt tuning.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Reliable gradient-free and likelihood-free prompt tuning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.013363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.013363Z digest=sha256:e9cb58147263f2d224197a5d05fca03811eb47b1ca8086f8416095c8a3365014

Observation e4ecac6f-8fb3-4663-a6a9-f731e82367d8 · outbound

This paper cites Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.078456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.078456Z digest=sha256:9318a315de120090e1bdf2d685e6a381f3c7ac79489d977c49ad53439a7aff2d

Observation 494a7c3e-9cc4-406c-94c8-a2059e2a9100 · outbound

This paper cites Hybridflow: A flexible and efficient RLHF framework.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Hybridflow: A flexible and efficient RLHF framework

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.140849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.140849Z digest=sha256:18bedf190eedbd49561049c9bfe1669642e8323b28e19577d3cf294f5cb05bdc

Observation ff771bd6-2981-4717-9259-64d31374c025 · outbound

This paper cites Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Scaling LLM test- time compute optimally can be more effective than scaling parameters for reasoning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.230498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.230498Z digest=sha256:7992b02e494ea1ca3c6e2da9c37ba647751db28f7cfc471c9f88eaf27247b633

Observation 252ffa7e-a086-4bb5-9fa5-9e774ccf7a09 · outbound

This paper cites Reinforcement learning: An introduction.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Reinforcement learning: An introduction

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.320693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.320693Z digest=sha256:4380f3f4953f58eafe7c3418354e8f78e5e7ed0b40e0967339acd18cc6d50444

Observation a08357a1-5038-41f4-ae89-02ea78282f18 · outbound

This paper cites Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.400346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.400346Z digest=sha256:3c59f8b450a50d8ee0eb967dc606d91196640e777a89dc10bdf2d1dc9b3363e5

Observation 26118d6d-e630-4937-9e61-a6968fb99696 · outbound

This paper cites SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.487628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.487628Z digest=sha256:308d5ce33754007f80bd1d231984d55838cb48d69f9ff8704c1bf2d7d7517b43

Observation 7b26bcd7-6d6e-44e5-af06-152fe7fa8288 · outbound

This paper cites Natural evolution strategies.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Natural evolution strategies

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.569703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.569703Z digest=sha256:f2c64d61bb3101ed089597445aadefdf4841c61fcab9b42a7933d33471b6c4da

Observation 717d82f5-1475-4638-b296-8c7f56c01e9d · outbound

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

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Agentless: Demystifying LLM-based Software Engineering Agents

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.654765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.654765Z digest=sha256:6343947d01440a0a20e6383b57a0c42215ce5de488d8b02d95808c2a6b68f74c

Observation b8a8da2d-68e5-40e2-9c27-5302e4dda0e6 · outbound

This paper cites SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.735606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.735606Z digest=sha256:60614593ba5d1b263f8b4925e59b96757933ae3c34506aaba7511b1c63f20fcc

Observation 77f55086-2531-4973-8638-46513b79ebec · outbound

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

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-agent: Agent-computer interfaces enable automated soft- ware engineering

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.820321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.820321Z digest=sha256:b3b8739d31441983d66200ab5949e8e6d4b91b8fa889f0c49efcf009f61d6ec2

Observation bed0f744-fb9e-4939-b364-b22ad9c46bdc · outbound

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

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-smith: Scaling Data for Software Engineering Agents

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:22.895251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:22.895251Z digest=sha256:9b02e38db76aa50239fef0867ac013a566322aa37b6de8d1154ac13e8349bfe5

Observation 3e87c4bb-e484-4f08-a6e8-22b6faca0f7a · outbound

This paper cites Autocoderover: Au- tonomous program improvement.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Autocoderover: Au- tonomous program improvement

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.001583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.001583Z digest=sha256:8285d451aaed4ff2028d303addfb1e77a8f3e21cd95dc7867c6a390a55bf3ee2

Observation ec55c373-f1f8-4b06-8602-ef010460f731 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.104997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.104997Z digest=sha256:09c5dd0ddd271810352539b9d6448be35f96a716b3f1ff1af3cd1933a64e66f3

Observation 4bb7d124-6476-4ed0-980f-75ca15b6c47d · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.177445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.177445Z digest=sha256:b23a4d492739aa42bd65c6a85718192586c4185e1522cf2dae39f1bd29ebd322

Observation da22fc5b-5ad8-42cc-886b-f3b2588446cd · outbound

This paper cites dim_0",.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering dim_0",

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.278279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.278279Z digest=sha256:4bfeb05930e4ee1cd1bfc18467c422934f859c0f65b3e11f8f746061df23c0e5

Observation 6207956c-0bd4-44a7-ab2c-d1185f2a4b79 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.353372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.353372Z digest=sha256:ba02fc12e43aaa45a314b9a39db5691cec4be726937bc008b8b5fb354457d263

Observation 48cbc613-7daa-4bfe-946b-9c0a55e22542 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.452159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.452159Z digest=sha256:eb5265dcf31eca2042ca5349542680c239d42502ea2ee85759ffae96438471eb

Observation 9f2250bd-9c87-4fc9-8a99-8d69d6a5c43f · outbound

This paper cites ,→ ,→ - For single dimension reductions, we can keep the existing behavior of using just mask.shape[axis].

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering ,→ ,→ - For single dimension reductions, we can keep the existing behavior of using just mask.shape[axis]

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.526971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.526971Z digest=sha256:eb8313ceb0717e7863635a43ee6e8c30f2cd595c06ccbfcd8ceb840974e70c0d

Observation b552f2b9-3765-4b68-bf0b-4e7b99de44a8 · outbound

This paper cites "" if hasattr(axis,.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering "" if hasattr(axis,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.626560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.626560Z digest=sha256:8ff36d24a3925c890e2d23274672d7c02db9a4aaaafc685a6aa32d8d61259a18

Observation 9ea2eba9-b2cf-497e-b32b-2ac172111bac · outbound

This paper cites Mul"] - 1 might be too low since we want to group at the same level as MUL args,→ - Patch 2: - Uses PRECEDENCE[.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Mul"] - 1 might be too low since we want to group at the same level as MUL args,→ - Patch 2: - Uses PRECEDENCE[

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.716779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.716779Z digest=sha256:cf59c361f35085948bd75ffd779188c133656169a5791aa81d9da56ae3654bc0

Observation 2bad98ba-e541-423a-9523-acf6075a0ee5 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.817212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.817212Z digest=sha256:979c33f149dce07c53e4745ddc95934ccbabf2ee10fc36533d82f25b7ec0de24

Observation ea4c1a02-bcf9-4214-93c4-c59422cacaa1 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.891586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.891586Z digest=sha256:c41d612665d124a6ed8773288a80bbe732e32baf445e9b4e07a067f8fc3480d6

Observation cc4250ce-776b-45f2-ac4d-53bb69fae406 · outbound

This paper cites <stdin>", line 1, in <module> File.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering <stdin>", line 1, in <module> File

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:23.989940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:23.989940Z digest=sha256:4a33ed65f057a8169b30bb39082de3b2f5ee01faa1be3f0cc814210ee5002824

Observation 4528ee94-7df2-4ed1-875b-64d7d366389a · outbound

This paper cites x is in S.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:24.064971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:24.064971Z digest=sha256:0d91f566da7134cdeadd4b0c00bdca83c889339632eaf3c202c9d897ea070c07

Observation c8130d9a-022f-4b17-a680-d624d28ac196 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:24.170369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:24.170369Z digest=sha256:9991d86fddf367621c43a166d48930e1381d0476039907b5b49f2112f3b81e97

Observation 10866f8d-7b81-435e-8b75-34e6f8271629 · outbound

This paper cites x is in S.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:24.252972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:24.252972Z digest=sha256:1a9f21e97e340495430dfc6e296ab32d9e5c90cafd46532bdc754f1059f761c0

Observation b9209c11-adec-41bf-ba2b-e6689c70e3a8 · outbound

This paper cites x is in S.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S

Reference 52

Resolution
malformed identifier
no resolver link, observed 2026-08-07T12:47:24.381462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:24.381462Z digest=sha256:1d707ca3d7c44e1a30b00d3cb2f22aa317bfd2c1d9727afb3ce46d2edc5b2d4e

Observation bd9837d6-9f72-4d35-9792-8208df350ede · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:44.691563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.460144Z digest=sha256:f1306c1025597f8b71e79674eb6b153d7c82ef27a031a18465e4962d990146b9

Observation 6f6f2639-91a1-4ab1-8115-723fc4d0c706 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:44.520566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.561017Z digest=sha256:db3a37af1a2b9b2813f3cf15d7301f6aef3af1c1382a944158fb1c51e76a9a2b

Observation a0a13e4e-e82f-4779-8b5c-102e1f5adb96 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:44.341228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.641662Z digest=sha256:640694f6c2a9fc7f948fba4c90cb1694add2b55cec38bf1043f68ff536b7ef4d

Observation 0d859156-b5a1-4643-8f44-1a143f7da166 · outbound

This paper cites ""Ensure that file.name is a string.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering ""Ensure that file.name is a string

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:44.174886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.708995Z digest=sha256:52281e6a8736c904ef62be3c0a5df5dfff46ef6b2d00d7c3ccc82e7c2660e759

Observation 8774fd4d-bd78-4cac-a9f7-e890190f49e2 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:43.995462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.811505Z digest=sha256:0b824717192ec6d148266477abda32a8e02ed6b6f039b2d4e48ef2c89fff16f0

Observation 434a8621-4708-48c2-8686-3e4206ac5307 · outbound

This paper cites 4 digits.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering 4 digits

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:43.843531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.904570Z digest=sha256:967e53ac90bd4c5f8e929a44d1ac1f38ffccf924496b86443c04ff5c67787199

Observation 5bc2b78a-009f-4028-8dc8-08345fcfc810 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:43.647769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:24.994308Z digest=sha256:472cee455263e68f4e89d8da7571d66780267398013be02f225f5d8c4f5ea171

Observation 6325c6ba-aa47-49de-9ccb-7bba5e70b91f · outbound

This paper cites Year, 4 digits; e.g. '1999'.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Year, 4 digits; e.g. '1999'

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:43.458705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.060284Z digest=sha256:77a9e2527c7b9952d506aef6f9ffd6ed96aeb3885527811f887693cfea865e82

Observation 045b6c8f-5bd8-4d41-b252-c839f7a38345 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:43.254011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.143498Z digest=sha256:0105482765f1b2df8763065c572f3fba3069cffbffa7c737ca4f88bdcaadcdfd

Observation 3157561e-ad2f-40ef-b2dc-50ed3dd8cbdd · outbound

This paper cites Always return exactly 5 files, Do Not output less than 5 or more than 5 files.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Always return exactly 5 files, Do Not output less than 5 or more than 5 files

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:43.100391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.212359Z digest=sha256:0dbc487402cdf60a11340e00b298e424a0468c10f182cfd67cb5fd831f5fc209

Observation 8b882341-7285-4818-956b-d4b95a2b190f · outbound

This paper cites Wrap all files together within `<file>...</file>`.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Wrap all files together within `<file>...</file>`

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:42.929100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.293174Z digest=sha256:918f5aa6a0ec6e614c4450026ec322e9a7645587e42ea82efec33ca6a87eb9a4

Observation 5eea3b81-a7a0-4ea8-b8ec-43534fdce892 · outbound

This paper cites ### Examples ### <think>.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering ### Examples ### <think>

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:42.776754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.361377Z digest=sha256:b76227c1680b6f8d7f88f1826c8d121f83d0b6398b96a343c5ec967ebb6c400b

Observation c08e4626-3347-4112-ae3b-9491d375eaa1 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:42.605289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.449669Z digest=sha256:a672ff30a1e5dc5c22c9075500399251a1204b6d9d681092918949196eb5b9f9

Observation fd5cfd67-845a-41da-8439-df387e9aed98 · outbound

This paper cites </think> <file> file1.py file2.py file3.py file4.py file5.py </file> --- Please provide your response below.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering </think> <file> file1.py file2.py file3.py file4.py file5.py </file> --- Please provide your response below

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:42.430090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.518856Z digest=sha256:4b0194f26ffcdbb9c06711f33a42d27cab642ab857502e39b08b8c5ff57443c2

Observation 7e1beff9-5a6e-42cf-b9fc-7a9527d67fc9 · outbound

This paper cites - Explain how each snippet relates to the sub-task.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:41.935515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:25.762573Z digest=sha256:a6f2711fc4f5e4959ad9d2f63db7cb814384be2fb397c62262863f71375ff9ca

Observation 2b35e7b7-0bfd-44c7-822a-49246ad39f71 · outbound

This paper cites </think> ```python # Final patch here (must match the oracle patch exactly) ``` --- Please provide your response.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering </think> ```python # Final patch here (must match the oracle patch exactly) ``` --- Please provide your response

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:39.910994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:26.686212Z digest=sha256:57990bd81b2316b07c3c3730483ce5d8138c8bca8f8f1a40028d681a0319a19a

Observation c39e2d34-ce8c-477f-81d9-2f02f32147f3 · outbound

This paper cites Explain what the problem is, why it matters, and what 36 the intended behavior should be.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Explain what the problem is, why it matters, and what 36 the intended behavior should be

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:39.706240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:26.752982Z digest=sha256:627ca9ad1ee5c0b7d4e326e44ce13d68e577db39b5ef5dc1ff89f63cb6554cd1

Observation c8165989-d9f6-483f-a627-dc8ddd2a2257 · outbound

This paper cites Justify the exclusion of any sections that are not relevant.,→.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Justify the exclusion of any sections that are not relevant.,→

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:39.053939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:27.057827Z digest=sha256:133d5cf31324ae92783eb69328d7593d0503b04299a282c90e46c1ed5b1ebc02

Observation 992a2721-154c-4afc-99a3-42de1095863e · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:38.103338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:27.608090Z digest=sha256:9a3733d72f0e1b70e89d20fe19294913ad8724b8ec027b6bd524382c76e1bed8

Observation 9ae40119-6d10-4985-a72c-7a10830e3755 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:37.897001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:27.742645Z digest=sha256:ca0b07c2ac1948d83f78750b41e21640d224a0325fe916e03290d885c2286e8f

Observation 009c0694-b24d-488f-8833-1a98b524616f · outbound

This paper cites Identify whether each patch resolves the issue correctly, partially, or incorrectly.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Identify whether each patch resolves the issue correctly, partially, or incorrectly

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:37.702633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:27.814658Z digest=sha256:111bf6ae1bfb4b07f072f5818c5485d59296c47cee647c2d25535ca780ab6f6c

Observation f5c985d8-fdac-4e2d-956d-bc72736a9341 · outbound

This paper cites Your patch should:,→ - Be grounded solely in the issue description and provided source code.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Your patch should:,→ - Be grounded solely in the issue description and provided source code

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:37.487310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:27.883730Z digest=sha256:88a3b595bab451dc1b51205346a2142d8899f523f415cab2bb52c27159faf4eb

Observation f323cd47-9f3c-4234-a89b-a5c5f65d65aa · outbound

This paper cites - Explain how each snippet relates to the sub-task.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:37.252588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.096623Z digest=sha256:3b48432fa93fb7b34c098a68ed9b21a45ccbca7d261c380748aad867d50d8693

Observation 7248b3db-0717-46f6-8332-ac021066979c · outbound

This paper cites Do not reference or imply knowledge of the oracle patch.,→.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Do not reference or imply knowledge of the oracle patch.,→

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:41.779001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.154213Z digest=sha256:87205fb43c6a6601ee71734469ca9bc0cb14eaf937d7d9dad613eb008f94694d

Observation c857f648-cc4f-4fe5-acf8-eb55028f2f01 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:41.633801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.211332Z digest=sha256:f550fa99cebb554381bc50d2d05b76883ae863613fec46f8dcabde7d613cb75e

Observation 85b1b2fe-2cf9-4670-af3d-1cecbb319d08 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 103

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:41.420748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.299684Z digest=sha256:65a1234fbd6f43df7d5750db5fbe33ef2236eba121c2df510b00c3a561088dd6

Observation 6fc27b98-19cd-49c2-8cce-eebb560ebb14 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 104

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:41.198954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.363780Z digest=sha256:94743338f3dc9a937f54f62d10f1d6b0e5859026b1cf8666980b3e4774ed7f44

Observation 1dc08c3f-09b5-44fd-911c-566c572224d3 · outbound

This paper cites based on the oracle,.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering based on the oracle,

Reference 105

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:40.974003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.422597Z digest=sha256:3bc36486e084c7584c97a38e2bc0a3c1185a5e99114bac9da092902d45bd7c88

Observation 01101c99-d0dc-4cd5-b418-bc306421c98b · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 107

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:40.554828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.591948Z digest=sha256:feef32643609d74e1cab367ba040687c01aebf884fc91c314426531ac2be8cf0

Observation 3f0bfaf8-a00a-41c1-bb53-6b1c76f1365d · outbound

This paper cites Example: <think>.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Example: <think>

Reference 108

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:40.339528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.680341Z digest=sha256:ca2bcae1ca55d82042c3ec771e6c747bf7adc9011f34077798ae0a8e28b0a497

Observation b5b693d6-8e02-4368-b631-70fc6c0a9d17 · outbound

This paper cites - Review of patch-2:.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Review of patch-2:

Reference 109

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:37.055051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.789535Z digest=sha256:cd5fc9e1c9f9b522cd4a27d6c3ec2fc602850494474b1d973c3d03e2d793c861

Observation c44c8b88-b7ac-41bb-a880-ec570de39cfe · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 111

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:36.689509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:28.968887Z digest=sha256:5f33f6b2cf60b3d5373c4b082d0e014de23b2a57756357bc77de839732d206a7

Observation 0cb9df10-b545-45c3-8a4a-532e8b2bbe7c · outbound

This paper cites </think> ```python # Final patch here (must match the oracle patch exactly) ``` --- Please provide your response.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering </think> ```python # Final patch here (must match the oracle patch exactly) ``` --- Please provide your response

Reference 112

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:36.475509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.053351Z digest=sha256:dff30c37f0cebd5d7a2750746a7edde5fc4a2743c89ebd6bcd67cabeb3b95f51

Observation cf0f5132-bcdb-46e5-93c0-23182b55792d · outbound

This paper cites Identify whether each patch resolves the issue correctly, partially, or incorrectly.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Identify whether each patch resolves the issue correctly, partially, or incorrectly

Reference 113

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:36.271303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.142073Z digest=sha256:77cb97c708a1b1aeace57888035b55c55e1fe9bfe29f361e054b01a9f49cd4f1

Observation 62d8b269-b27a-484b-b15b-9f44214e825d · outbound

This paper cites Your patch should:,→ - Be grounded solely in the issue description and provided source code.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Your patch should:,→ - Be grounded solely in the issue description and provided source code

Reference 114

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:36.070630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.208450Z digest=sha256:86c492da18040c28bfcf9305b12d45baf9abde743b8ba9b57aa48804c788ba0f

Observation 84f555d2-4602-4049-be22-ef287be0c8d0 · outbound

This paper cites Explain what the problem is, why it matters, and what the intended behavior should be.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Explain what the problem is, why it matters, and what the intended behavior should be

Reference 115

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:42.288865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.215925Z digest=sha256:68ba455f4f2842af98ff0a1517b4522e7371680161453267136b049a66154fa0

Observation 9d9bbf34-0b41-4852-a397-293ba5401705 · outbound

This paper cites Describe the purpose of each sub-task and how it contributes to solving the overall problem.,→.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Describe the purpose of each sub-task and how it contributes to solving the overall problem.,→

Reference 116

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:42.113026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.252256Z digest=sha256:2865ccf603db186af28b7f9c2954f38b71c4cdccd5a83f9447ac6d74b2892e56

Observation d70406ee-7821-4161-acde-34ceeb61fa61 · outbound

This paper cites - Explain how each snippet relates to the sub-task.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task

Reference 117

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:39.482711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.307152Z digest=sha256:4ca32928ce709003697a4bd08c3b5e87e2515205a3bc07536ec0f575c27edb8d

Observation 83285512-d0f2-4543-aa3c-a1f841129e58 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 118

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:39.245595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.435186Z digest=sha256:c2e9f01f45a3ae376a651c40683d75ace8331e264d61aadc275ef6803ee2295d

Observation 7f1349a0-8cc0-496f-bc64-6d6692dd112c · outbound

This paper cites Justify the exclusion of any sections that are not relevant.,→ 39.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Justify the exclusion of any sections that are not relevant.,→ 39

Reference 119

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:35.861249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.542859Z digest=sha256:6206f8c897209b70b8ce2ed891dce542f345ab91cbf47b0457281ce82c8be303

Observation ffc68ea2-124b-417e-abe2-99c745ba8a34 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 120

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:38.854508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.645996Z digest=sha256:e1b0053fe4338b5f0b09fdb7a1bd2ab049c8fa245f069cfe6baffb1b96095136

Observation ee7434e7-29fd-4dbd-a48c-dcadedd16411 · outbound

This paper cites </think>.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering </think>

Reference 121

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:40.800833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.781674Z digest=sha256:9d7e3f6d35312bf84b8112e000057cccd7c2a035e7199d8f23c56fb0236385b3

Observation 9713c262-b9a5-4402-bf23-61944ed71749 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 122

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:38.663531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:29.862104Z digest=sha256:36670690ce2398ce047fc4ab6fbcf9371c79b69f8426a249527f065a499f06f5

Observation 9cc66f8c-ce40-468d-b1a5-dd2f72c55216 · outbound

This paper cites --- # Patch Format Please generate *SEARCH/REPLACE* edits to fix the issue.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering --- # Patch Format Please generate *SEARCH/REPLACE* edits to fix the issue

Reference 123

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:47:38.470454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:30.021041Z digest=sha256:c0cc2bd92e522b67bf10b44f202b90c74ecff62b2e2647b6ba690bbf1baa5ff9

Observation c3c74534-310f-432b-8cc1-374864212264 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 124

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:30.132060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:30.132060Z digest=sha256:bc1c8a198ea503bb776310961376c829c2136bf38ef0cd3ae3540d8339ba9836

Observation ce905969-1dce-4003-9038-7fef6b6ae3d9 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 125

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:47:38.274276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:47:30.236221Z digest=sha256:57a8438ca76677067a7486ff7cce4a8fd597d636ed56c06d7ec4c11d2c65bd86

Observation 7943047a-eecc-4943-ae8b-d861a3d617c7 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 126

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:30.354753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:30.354753Z digest=sha256:af58dbbbbf57b9bbe2e1d7cc67b4015d1c8264ec1ecfc4a74c52f5059f61359a

Observation 7cdc361d-a5cb-42d2-8268-5e142d68e3a4 · outbound

This paper cites an unresolved cited work.

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work

Reference 127

Resolution
unresolved
no resolver link, observed 2026-08-07T12:47:30.520426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:47:30.520426Z digest=sha256:e3779c2a8bdc7fce2e3be054d69d429b0750a020e73ad9d9983fee45eab279cd

Pith citing papers

Observation 91f78ddb-4cbf-4659-9b2a-0d815ea1ca68 · inbound

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization cites this paper.

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-03T00:13:29.838143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T00:13:29.838143Z digest=sha256:f4c499c17bff188ff8e8000e7367a7240bcdddc4c14a49e556e16295cca24e34

Observation f020d197-5d51-4002-803f-bcddd3104977 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

Reference 120

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:21:29.632782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-07T06:30:09.945371Z digest=sha256:f677f2fdd9dec2be068ea9eb891401a904299e0a6670cb0ebc98778fe843a417

Observation f1403169-e2ca-4a96-b244-86752feb75bb · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

Reference 120

Resolution
verified exact
arxiv_id, observed 2026-05-11T22:11:17.057708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-08T03:12:19.414358Z digest=sha256:22d48b6101bf41ef43b1d97f1052ca5ba5d0a68041ad2dfc0f6995ec999ac6bd

Observation 15cac6a2-1dba-43f5-86b5-50b4fe2fcbf5 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering

Reference 120

Resolution
verified exact
arxiv_id, observed 2026-05-19T17:02:40.805263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T16:58:41.558250Z digest=sha256:512811c5924effb664894736d34a4445e10e18996ca7f0b97431205b5b98a079