Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:47:30.520426Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:47:30.520426Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T00:13:29.838143Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-19T17:02:40.803918Z
100 of 113 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bbead328-983b-486b-8472-cea077fa6a18 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Introducing claude 3.7 sonnet, 2025., 2025
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9b5ac18-5a51-45c0-ba9d-6ca589549ebb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71798fc3-f5e9-44d1-b68e-fb62acc356be · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c230db2-90eb-402b-b0db-8f5d55f2aa1f · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ecc4e89-71f2-4b1e-be8c-f4c819e5f85d · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training Verifiers to Solve Math Word Problems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 318ca24f-9864-4c25-94c3-2155c5044e92 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering CodeMonkeys: Scaling Test-Time Compute for Software Engineering
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 850e0e3c-3852-4937-a9b1-22ea779d24e9 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf43d90a-b942-4464-ab5d-3df5b1beb249 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering The CMA Evolution Strategy: A Tutorial
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19071a47-a7b4-4997-b348-3dc9c0d49f3a · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training Compute-Optimal Large Language Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46b8be47-46b5-413b-8e41-63335575a420 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework
Reference 10
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Unavailable: canonical work link unavailable.
Observation 5cd3acd2-c2ef-4106-bb31-bb1bb1d8e1ef · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2890136c-ef41-4851-8a8e-b066237cdad1 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Qwen2.5-Coder Technical Report
Reference 12
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Unavailable: canonical work link unavailable.
Observation fa492eae-04d3-4f9b-a897-dc04792da3ee · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c02abe50-16a8-4be3-baf9-baf956f3facd · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a479327-35a8-4677-a8e3-86681da1d8b3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3efaabbf-bb22-4097-8d36-e391dbbe99a5 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Going beyond heuristics by imposing policy improvement as a constraint
Reference 16
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Unavailable: canonical work link unavailable.
Observation c9e3de6a-d3aa-4b0b-91d7-fd602e017eaa · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Let’s verify step by step
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39d980c3-2b6a-4180-9687-952398cd0da8 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeek-V3 Technical Report
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c33af34d-bd30-4182-bea6-6366444d0354 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e2f760e-d27f-4523-8b52-9bd349e40a8a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96d1d0f0-bcb9-43b5-b264-c53f087468cb · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ac2c697-9a16-4e0b-8085-f5944a7184e0 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Training software engineering agents and verifiers with SWE-gym
Reference 22
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Unavailable: canonical work link unavailable.
Observation 16f39479-4aa1-4083-8c8f-b02e993fb448 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Reference 23
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Unavailable: canonical work link unavailable.
Observation 2456e290-1415-40f7-b3f4-3671cbf12685 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ee32305-6fa0-475b-b2d1-239e7868b9dc · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Reliable gradient-free and likelihood-free prompt tuning
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4ecac6f-8fb3-4663-a6a9-f731e82367d8 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 494a7c3e-9cc4-406c-94c8-a2059e2a9100 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Hybridflow: A flexible and efficient RLHF framework
Reference 27
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Unavailable: canonical work link unavailable.
Observation ff771bd6-2981-4717-9259-64d31374c025 · outbound
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
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Unavailable: canonical work link unavailable.
Observation 252ffa7e-a086-4bb5-9fa5-9e774ccf7a09 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Reinforcement learning: An introduction
Reference 29
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Unavailable: canonical work link unavailable.
Observation a08357a1-5038-41f4-ae89-02ea78282f18 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26118d6d-e630-4937-9e61-a6968fb99696 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b26bcd7-6d6e-44e5-af06-152fe7fa8288 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Natural evolution strategies
Reference 32
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Unavailable: canonical work link unavailable.
Observation 717d82f5-1475-4638-b296-8c7f56c01e9d · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Agentless: Demystifying LLM-based Software Engineering Agents
Reference 33
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Unavailable: canonical work link unavailable.
Observation b8a8da2d-68e5-40e2-9c27-5302e4dda0e6 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77f55086-2531-4973-8638-46513b79ebec · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-agent: Agent-computer interfaces enable automated soft- ware engineering
Reference 35
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Unavailable: canonical work link unavailable.
Observation bed0f744-fb9e-4939-b364-b22ad9c46bdc · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering SWE-smith: Scaling Data for Software Engineering Agents
Reference 36
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Unavailable: canonical work link unavailable.
Observation 3e87c4bb-e484-4f08-a6e8-22b6faca0f7a · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Autocoderover: Au- tonomous program improvement
Reference 37
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Unavailable: canonical work link unavailable.
Observation ec55c373-f1f8-4b06-8602-ef010460f731 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 38
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Unavailable: canonical work link unavailable.
Observation 4bb7d124-6476-4ed0-980f-75ca15b6c47d · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 39
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Unavailable: canonical work link unavailable.
Observation da22fc5b-5ad8-42cc-886b-f3b2588446cd · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering dim_0",
Reference 40
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Unavailable: canonical work link unavailable.
Observation 6207956c-0bd4-44a7-ab2c-d1185f2a4b79 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 41
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Unavailable: canonical work link unavailable.
Observation 48cbc613-7daa-4bfe-946b-9c0a55e22542 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f2250bd-9c87-4fc9-8a99-8d69d6a5c43f · outbound
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
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Unavailable: canonical work link unavailable.
Observation b552f2b9-3765-4b68-bf0b-4e7b99de44a8 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering "" if hasattr(axis,
Reference 44
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Unavailable: canonical work link unavailable.
Observation 9ea2eba9-b2cf-497e-b32b-2ac172111bac · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bad98ba-e541-423a-9523-acf6075a0ee5 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 46
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Unavailable: canonical work link unavailable.
Observation ea4c1a02-bcf9-4214-93c4-c59422cacaa1 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 47
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Unavailable: canonical work link unavailable.
Observation cc4250ce-776b-45f2-ac4d-53bb69fae406 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering <stdin>", line 1, in <module> File
Reference 48
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Unavailable: canonical work link unavailable.
Observation 4528ee94-7df2-4ed1-875b-64d7d366389a · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S
Reference 49
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Unavailable: canonical work link unavailable.
Observation c8130d9a-022f-4b17-a680-d624d28ac196 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 50
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Unavailable: canonical work link unavailable.
Observation 10866f8d-7b81-435e-8b75-34e6f8271629 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S
Reference 51
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Unavailable: canonical work link unavailable.
Observation b9209c11-adec-41bf-ba2b-e6689c70e3a8 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering x is in S
Reference 52
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Unavailable: canonical work link unavailable.
Observation bd9837d6-9f72-4d35-9792-8208df350ede · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 53
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.
Observation 6f6f2639-91a1-4ab1-8115-723fc4d0c706 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 54
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.
Observation a0a13e4e-e82f-4779-8b5c-102e1f5adb96 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 55
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.
Observation 0d859156-b5a1-4643-8f44-1a143f7da166 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering ""Ensure that file.name is a string
Reference 56
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.
Observation 8774fd4d-bd78-4cac-a9f7-e890190f49e2 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 57
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.
Observation 434a8621-4708-48c2-8686-3e4206ac5307 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering 4 digits
Reference 58
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.
Observation 5bc2b78a-009f-4028-8dc8-08345fcfc810 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 59
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.
Observation 6325c6ba-aa47-49de-9ccb-7bba5e70b91f · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Year, 4 digits; e.g. '1999'
Reference 60
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.
Observation 045b6c8f-5bd8-4d41-b252-c839f7a38345 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 61
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.
Observation 3157561e-ad2f-40ef-b2dc-50ed3dd8cbdd · outbound
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
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.
Observation 8b882341-7285-4818-956b-d4b95a2b190f · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Wrap all files together within `<file>...</file>`
Reference 63
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.
Observation 5eea3b81-a7a0-4ea8-b8ec-43534fdce892 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering ### Examples ### <think>
Reference 64
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.
Observation c08e4626-3347-4112-ae3b-9491d375eaa1 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 65
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.
Observation fd5cfd67-845a-41da-8439-df387e9aed98 · outbound
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
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.
Observation 7e1beff9-5a6e-42cf-b9fc-7a9527d67fc9 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task
Reference 69
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.
Observation 2b35e7b7-0bfd-44c7-822a-49246ad39f71 · outbound
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
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.
Observation c39e2d34-ce8c-477f-81d9-2f02f32147f3 · outbound
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
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.
Observation c8165989-d9f6-483f-a627-dc8ddd2a2257 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Justify the exclusion of any sections that are not relevant.,→
Reference 84
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.
Observation 992a2721-154c-4afc-99a3-42de1095863e · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 93
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.
Observation 9ae40119-6d10-4985-a72c-7a10830e3755 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 95
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.
Observation 009c0694-b24d-488f-8833-1a98b524616f · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Identify whether each patch resolves the issue correctly, partially, or incorrectly
Reference 96
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.
Observation f5c985d8-fdac-4e2d-956d-bc72736a9341 · outbound
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
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.
Observation f323cd47-9f3c-4234-a89b-a5c5f65d65aa · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task
Reference 100
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.
Observation 7248b3db-0717-46f6-8332-ac021066979c · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Do not reference or imply knowledge of the oracle patch.,→
Reference 101
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.
Observation c857f648-cc4f-4fe5-acf8-eb55028f2f01 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 102
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.
Observation 85b1b2fe-2cf9-4670-af3d-1cecbb319d08 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 103
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.
Observation 6fc27b98-19cd-49c2-8cce-eebb560ebb14 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 104
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.
Observation 1dc08c3f-09b5-44fd-911c-566c572224d3 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering based on the oracle,
Reference 105
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.
Observation 01101c99-d0dc-4cd5-b418-bc306421c98b · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 107
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.
Observation 3f0bfaf8-a00a-41c1-bb53-6b1c76f1365d · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Example: <think>
Reference 108
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.
Observation b5b693d6-8e02-4368-b631-70fc6c0a9d17 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Review of patch-2:
Reference 109
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.
Observation c44c8b88-b7ac-41bb-a880-ec570de39cfe · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 111
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.
Observation 0cb9df10-b545-45c3-8a4a-532e8b2bbe7c · outbound
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
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.
Observation cf0f5132-bcdb-46e5-93c0-23182b55792d · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Identify whether each patch resolves the issue correctly, partially, or incorrectly
Reference 113
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.
Observation 62d8b269-b27a-484b-b15b-9f44214e825d · outbound
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
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.
Observation 84f555d2-4602-4049-be22-ef287be0c8d0 · outbound
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
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.
Observation 9d9bbf34-0b41-4852-a397-293ba5401705 · outbound
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
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.
Observation d70406ee-7821-4161-acde-34ceeb61fa61 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering - Explain how each snippet relates to the sub-task
Reference 117
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.
Observation 83285512-d0f2-4543-aa3c-a1f841129e58 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 118
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.
Observation 7f1349a0-8cc0-496f-bc64-6d6692dd112c · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Justify the exclusion of any sections that are not relevant.,→ 39
Reference 119
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.
Observation ffc68ea2-124b-417e-abe2-99c745ba8a34 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 120
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.
Observation ee7434e7-29fd-4dbd-a48c-dcadedd16411 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering </think>
Reference 121
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.
Observation 9713c262-b9a5-4402-bf23-61944ed71749 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 122
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.
Observation 9cc66f8c-ce40-468d-b1a5-dd2f72c55216 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering --- # Patch Format Please generate *SEARCH/REPLACE* edits to fix the issue
Reference 123
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.
Observation c3c74534-310f-432b-8cc1-374864212264 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 124
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce905969-1dce-4003-9038-7fef6b6ae3d9 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 125
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.
Observation 7943047a-eecc-4943-ae8b-d861a3d617c7 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 126
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cdc361d-a5cb-42d2-8268-5e142d68e3a4 · outbound
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Unresolved cited work
Reference 127
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91f78ddb-4cbf-4659-9b2a-0d815ea1ca68 · inbound
Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f020d197-5d51-4002-803f-bcddd3104977 · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
Reference 120
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.
Observation f1403169-e2ca-4a96-b244-86752feb75bb · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
Reference 120
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.
Observation 15cac6a2-1dba-43f5-86b5-50b4fe2fcbf5 · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering
Reference 120
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.