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Paper Citation Record · LEDGER

CodeMonkeys: Scaling Test-Time Compute for Software Engineering

As of 23 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 25 inbound Pith citation observations for arXiv:2501.14723.

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

pith.paper-citation-record.v1
2501.14723 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:57:27.601915Z

measured 89 of 89 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:50:10.477308Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy32
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation a04ffafb-4525-425f-8d6a-0c502afce416 · outbound

This paper cites https://blog.blackbox.ai/posts/ swe-bench, 2025.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering https://blog.blackbox.ai/posts/ swe-bench, 2025

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.212245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.376670Z digest=sha256:bb75220ed3bc4bafb50b53e525d9d669df4c0b900ca46c36bca5e90e73421dc8

Observation 02372003-c3fb-447c-bb4d-3caef18e2bfd · outbound

This paper cites https://devlo.ai/, 2025.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering https://devlo.ai/, 2025

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.200989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.380916Z digest=sha256:96722fb487d86fb33fa00d2cecad6aa281f90024de7566889d55af2f5d1d9cf1

Observation ddbb9f4a-b401-456b-a36d-f66b20a1ebce · outbound

This paper cites Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku, 2024

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.384662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.384662Z digest=sha256:c683bc3e8d6d7cf17b187ced095a4200a593c16e34cab1e55ede0072ab91c3f6

Observation f40f49c3-9bfd-4024-afb7-0e14323bf880 · outbound

This paper cites Swe-search: Enhancing software agents with monte carlo tree search and iterative refinement, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Swe-search: Enhancing software agents with monte carlo tree search and iterative refinement, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.183794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.388469Z digest=sha256:50fd41da5b92075254517a607a0af929a9b587fbcf3c157af7dffb2c5faea344

Observation 866bfd12-3bff-4792-a2ba-5d89902cc72c · outbound

This paper cites Series B and Automating Code, January 2025.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Series B and Automating Code, January 2025

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.172569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.392389Z digest=sha256:d4b875977f1edd162be9fe110d3df37e6dc8a59c1d4e5792c9243074dfaf7737

Observation 1a551ac3-9f08-4b78-b382-eaf7bec9f77c · outbound

This paper cites Language models enable simple systems for generating structured views of heterogeneous data lakes, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Language models enable simple systems for generating structured views of heterogeneous data lakes, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.160470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.395889Z digest=sha256:c484dd64b4ee08334c5b06aeb003b712a24f87760c275657f4723b31289a41f0

Observation 2b8d258e-4a7e-4c1d-bb47-63117fcd9fc5 · outbound

This paper cites Program synthesis with large language models, 2021.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Program synthesis with large language models, 2021

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.399934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.399934Z digest=sha256:680348d474d47479b467c76d00c9b22c0525850ec50aead4535837ead514be0d

Observation 2479ed80-2230-407a-92f4-32e337b50526 · outbound

This paper cites Le, Christopher R´ e, and Azalia Mirhoseini.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Le, Christopher R´ e, and Azalia Mirhoseini

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.142556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.403379Z digest=sha256:b73e7f7cc14ae12fd7274aba6a94d9335a1cf2993b75f731696060986d5a2f34

Observation 50d3425b-e3ad-4bd6-8657-efec6d80df5f · outbound

This paper cites Combining deep reinforcement learning and search for imperfect-information games.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Combining deep reinforcement learning and search for imperfect-information games

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.130970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.406717Z digest=sha256:5524a541229e281001f0f5de477a1e8503c44fa141e01a67be9db2e9ea2eef70

Observation fd815915-4752-4ed8-a91a-a3da04fcaa5d · outbound

This paper cites Joseph Hoane, and Feng-hsiung Hsu.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Joseph Hoane, and Feng-hsiung Hsu

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.118512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.410252Z digest=sha256:b4a6258eb2128b3281ce7d66df94aba12474e92860e2389fa4338e6c863a7a56

Observation f057daf4-6eac-42f8-8eb5-d2674e84f1db · outbound

This paper cites Evaluating large language models trained on code, 2021.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Evaluating large language models trained on code, 2021

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.413671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.413671Z digest=sha256:e5583f0216f0fc61e485f26268c5d8d36c33f391b933b3ba6728b4775ad2c89a

Observation 19ffd2f5-de25-4a32-bd5a-bcfc09fe8f92 · outbound

This paper cites Jimenez, John Yang, Kevin Liu, and Aleksander Madry.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Jimenez, John Yang, Kevin Liu, and Aleksander Madry

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.100819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.416967Z digest=sha256:4fa0bfa756e4c15c2e0c0213abeaabfb894458c5da8b2966b49a61acfe8093f8

Observation bb8bf9af-60be-4025-b3c9-7b5086b5177f · outbound

This paper cites Brown, Miljan Martic, Shane Legg, and Dario Amodei.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Brown, Miljan Martic, Shane Legg, and Dario Amodei

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.420707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.420707Z digest=sha256:be0789d272438c5bd1e4a5d2c28cdaf3ba3d89dc3ad94c7aabe7a031c7ba9069

Observation a0f304e8-7641-480d-8cb8-425bb186a594 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.424049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.424049Z digest=sha256:cea96d768c5b04b5efa5e5a1e7a8c0a702a1d1c97d5ed0a48d4b2d2960481ffa

Observation c97b8dbd-560c-4cce-9570-5349552639c7 · outbound

This paper cites Deepseek-v3 technical report, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Deepseek-v3 technical report, 2024

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.076779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.427259Z digest=sha256:77061aa140406439574a90913509c28b37b9c08f4b9bbaeac7c0292f31cf3b05

Observation cdeced9e-bf2e-488f-9ba1-0adebabe104f · outbound

This paper cites Aider is ai pair programming in your terminal.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Aider is ai pair programming in your terminal

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.430742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.430742Z digest=sha256:8c81e54b3b953d9d860915910fc5d7ca7212ebde7c057b7c8916d2e0c0a8fc5c

Observation bfd012cb-bd04-4d92-9e8a-f3c5a9112b4c · outbound

This paper cites The llama 3 herd of models, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering The llama 3 herd of models, 2024

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.434301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.434301Z digest=sha256:1be49fa65489b15b1da6eab476d0269e5b2e6669a4e8b2d64f09454b656e4bca

Observation 82665e53-15ff-43e7-bd85-20df83c7b6ca · outbound

This paper cites Geting 50 https://www.lesswrong.com/posts/Rdwui3wHxCeKb7feK/ getting-50-sota-on-arc-agi-with-gpt-4o , 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Geting 50 https://www.lesswrong.com/posts/Rdwui3wHxCeKb7feK/ getting-50-sota-on-arc-agi-with-gpt-4o , 2024

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.437701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.437701Z digest=sha256:056549ac7ba32cf45216388cb15fa80b5394823e945963e85a0ecc80d2e85438

Observation 61c2b909-31fc-4852-a84d-bfab6ae4bfdd · outbound

This paper cites The larger the better? improved llm code-generation via budget reallocation, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering The larger the better? improved llm code-generation via budget reallocation, 2024

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.046082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.440946Z digest=sha256:2b128a6c5337aeb72e48123f44134c561784905daeb63962a0b024717e331800

Observation c98269de-1fb0-44fe-9dcb-97c96532a0f6 · outbound

This paper cites Mostofa Ali Patwary, Yang Yang, and Yanqi Zhou.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Mostofa Ali Patwary, Yang Yang, and Yanqi Zhou

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:28.034540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.444493Z digest=sha256:7d22657ca52af822e929710d9058ac2cd1fda78ab7f727be12d258817ea493b5

Observation c3a464c3-6ae8-44c0-b870-6e5d26cd7128 · outbound

This paper cites Rae, Oriol Vinyals, and Laurent Sifre.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Rae, Oriol Vinyals, and Laurent Sifre

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.448490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.448490Z digest=sha256:6e93dee62989c04d3f8f3b05721510d4f71a11d757127ab508a433bd00355de3

Observation bed0c1e4-8578-4109-9f43-b5827b67ac38 · outbound

This paper cites Zhang, Michael Luck, Qingwen Bu, Yuhao Qing, and Heming Cui.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Zhang, Michael Luck, Qingwen Bu, Yuhao Qing, and Heming Cui

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.452555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.452555Z digest=sha256:a61f6b8ce55fc01ce3340a28676e7b6eae8a09d4bab6fd0125af389421155a7f

Observation 05b8f321-9098-40c4-876a-d7c2a4d7a04e · outbound

This paper cites Large language models cannot self-correct reasoning yet, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Large language models cannot self-correct reasoning yet, 2024

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.455952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.455952Z digest=sha256:f4fb7aaa1c986524e19fa1c80bdafde16fbe14fd40badc28360ae9e84e534013

Observation f7123e50-0ee7-479b-bb30-5a8a3a32ec96 · outbound

This paper cites Qwen2.5-Coder Technical Report.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Qwen2.5-Coder Technical Report

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.459469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.459469Z digest=sha256:3f3fc80ae8d2aaa1e5c8cea5534199e7dfe16a8d025b6350d32971b839dcb72b

Observation af069ce2-a80f-42ef-bcdd-af0d6d6ae15f · outbound

This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik Narasimhan

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.463395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.463395Z digest=sha256:ed636b3b22d97297c15f710b68d63bb944323e3b5b90bba8508acc07b2bd7e36

Observation 9478aa5d-1774-4a03-9ecd-c3953a1ddec7 · outbound

This paper cites Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.466999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.466999Z digest=sha256:3863d95fd15214d49d88dca29ac44ed6738a03a227d8d13f0425454f4254f3c6

Observation 07cbebc7-6f28-4e55-98e8-a520387c1e62 · outbound

This paper cites Starcoder: may the source be with you!, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Starcoder: may the source be with you!, 2023

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.990033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.470487Z digest=sha256:487ea143504228c8211c7464b27433d07fe67f43c057e49f9181a1fcfbd7c4b9

Observation d2832cfd-8d05-44d8-86f2-4ef799f10bfd · outbound

This paper cites Dunn, Hao Tang, Michelangelo Naim, Dat Nguyen, Wei-Long Zheng, Zenna Tavares, Yewen Pu, and Kevin Ellis.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Dunn, Hao Tang, Michelangelo Naim, Dat Nguyen, Wei-Long Zheng, Zenna Tavares, Yewen Pu, and Kevin Ellis

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.978285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.474357Z digest=sha256:13077b95051771f49caf8e3559f5129c3971948e1b52bb660acfed98ec0cfc62

Observation 60c796c4-e751-47b2-a230-702e5226a389 · outbound

This paper cites Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, and Oriol Vinyals.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu, and Oriol Vinyals

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.966887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.478185Z digest=sha256:d4a2aa9e3b25cf6edd1c5329414494f9ba22beddada8fe405e405ac3c2fd6207

Observation 49e06df8-25ea-4a4f-8a4f-702c06b3c22d · outbound

This paper cites Let’s verify step by step, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Let’s verify step by step, 2023

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.481930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.481930Z digest=sha256:6439aa4c68323e3ae5bc7f27f7cc0ed57b95e17fff5df6e6040a2a9e9230af44

Observation f292854e-c262-422e-bb11-06f05df27036 · outbound

This paper cites Large language model-based agents for software engineering: A survey, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Large language model-based agents for software engineering: A survey, 2024

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.485597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.485597Z digest=sha256:7652f07e90a62bdcfc7ff4c00badc645aad75d4f052b47e26635fcf1c6b8e987

Observation 6fbb5678-187b-42ff-a2d7-b7e9fd1e9ef4 · outbound

This paper cites 100M token context windows, aug 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering 100M token context windows, aug 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.940882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.489676Z digest=sha256:2fdc73b3d25849926ef5956b8930027d446959bd672b5cf9e9b414330c5bfd9b

Observation 141392b5-9c83-4f18-917f-9d4d3aca8fc2 · outbound

This paper cites The next chapter of the gemini era for developers, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering The next chapter of the gemini era for developers, 2024

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.930087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.493509Z digest=sha256:70d0f3ee7628cf9ac981fba4e8de7458462a95f20a783d4646473896f799e2af

Observation 6760f1c3-2ea0-4bb0-8527-3dad366f2ffa · outbound

This paper cites an unresolved cited work.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:57:27.919632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.496849Z digest=sha256:d84dce13b36a52b6ecdae61c88ff3d79c0dc687ad5ceb107f06564470801c965

Observation 7ec89519-ef2a-42b2-a1c0-6c9060f100da · outbound

This paper cites Nvidia l40s data sheet.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Nvidia l40s data sheet

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.908082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.500500Z digest=sha256:13aa1d6850145db30ffda35015a2df8d19541587decd8c330cb7a947f54f29f3

Observation 122392e4-e3f1-42a3-97f0-3e720e8a5b4c · outbound

This paper cites Show your work: Scratchpads for intermediate computation with language models, 2021.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Show your work: Scratchpads for intermediate computation with language models, 2021

Reference 36

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no resolver link, observed 2026-08-10T14:57:27.504119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.504119Z digest=sha256:4d166d964f5c6a80df6a9de554af90feea3b3a1a713b373aece905ada5dbd62b

Observation 5fb558e9-606c-4e86-be42-2c3977fb86fa · outbound

This paper cites Introducing openai o1, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Introducing openai o1, 2024

Reference 37

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no resolver link, observed 2026-08-10T14:57:27.507669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.507669Z digest=sha256:b6a5aa429d9fbfed25b763b81b01b8b4732457c298afdc13f01690d03f859588

Observation 6ca1527a-6e66-4c63-a264-57231de0089f · outbound

This paper cites Kernelbench: Can llms write gpu kernels?, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Kernelbench: Can llms write gpu kernels?, 2024

Reference 38

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raw_fallback, observed 2026-08-10T14:57:27.882987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.510950Z digest=sha256:1bd47d125a53e0350bea64d3d27cb78204bee18cc91a31f83ae689f2ac745220

Observation 1ecafa6e-5bb8-4050-baf2-7a1fdfdc21ab · outbound

This paper cites Sota on swebench-verified: (re)learning the bitter lesson, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Sota on swebench-verified: (re)learning the bitter lesson, 2024

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.870388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.514555Z digest=sha256:1e3cac08ab88f3df52be992824192391feed14f853a6fa4a8cf18ca0a6e67284

Observation 63ddc32b-b89f-42f1-bcfa-d8639edbebc2 · outbound

This paper cites Microsoft has over a million paying Github Copilot users: CEO Nadella.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Microsoft has over a million paying Github Copilot users: CEO Nadella

Reference 40

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verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.859272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.518192Z digest=sha256:98cb722422d704a3f0be23cad4c1e2e4f840fa2658a566cc6621e8325023cbe2

Observation 6dfe9699-2a8d-4128-bceb-d0613233684d · outbound

This paper cites Specrover: Code intent extraction via llms, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Specrover: Code intent extraction via llms, 2024

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.847923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.521708Z digest=sha256:e059c075510ccf0d4ce06211cbed1586ba73bc1c427a85d15dbc63679b5c62e1

Observation 0ebdb402-7778-42db-a209-4ae5adae418a · outbound

This paper cites Runpod cloud gpu pricing.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Runpod cloud gpu pricing

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.836813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.525232Z digest=sha256:f77e882090da959bc46caf85a3e73b8621ad974afe07c4c7e4b3b100321ee19f

Observation 0fea2e3a-cbce-4e05-b1e1-291991fb6122 · outbound

This paper cites Kelly Buchanan, Mayee Chen, Neel Guha, Christopher R´ e, and Azalia Mirhoseini.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Kelly Buchanan, Mayee Chen, Neel Guha, Christopher R´ e, and Azalia Mirhoseini

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.825680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.528526Z digest=sha256:63b881baa0d9c5bdb261919b6420e8e5f974fb71fa25022bdc8c7790a642879c

Observation a313a45e-92ac-4aa4-a756-dfde70621553 · outbound

This paper cites Beyond chinchilla-optimal: Accounting for inference in language model scaling laws, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Beyond chinchilla-optimal: Accounting for inference in language model scaling laws, 2024

Reference 44

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no resolver link, observed 2026-08-10T14:57:27.532211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.532211Z digest=sha256:693b725f0bc1951bcae1a4c6f6c9cd70c615ed26dddbf8b1c3c178ebc81d193b

Observation c1a76b45-688c-459c-8b56-e0ee9dbe55f1 · outbound

This paper cites Raising the bar on SWE-bench Verified with Claude 3.5 Sonnet.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Raising the bar on SWE-bench Verified with Claude 3.5 Sonnet

Reference 45

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verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.808162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.536187Z digest=sha256:0b2d39530fe33e36875536cf844a3d06883e4d94c62fce4eb61a51ffb9ebbb4a

Observation bc4ef24d-0861-4cdb-bffa-d4805fbf1075 · outbound

This paper cites Mastering chess and shogi by self-play with a general reinforcement learning algorithm, 2017.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Mastering chess and shogi by self-play with a general reinforcement learning algorithm, 2017

Reference 46

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no resolver link, observed 2026-08-10T14:57:27.539830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.539830Z digest=sha256:d17e8e5ddf693f5695b9168630d74a6386005bb6305f5878ec254ad84a7e32fc

Observation 7867d499-05da-48e3-9f11-9919f25db229 · outbound

This paper cites Scaling llm test-time compute optimally can be more effective than scaling model parameters, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Scaling llm test-time compute optimally can be more effective than scaling model parameters, 2024

Reference 47

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no resolver link, observed 2026-08-10T14:57:27.543288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.543288Z digest=sha256:281f3cefdc7c35b0f33ff65efd7d6efbf8cc35fc9501fe8e5663eb333c5c11aa

Observation f668e9cf-9e7f-4571-b101-4fa2b0c96a0b · outbound

This paper cites an unresolved cited work.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:57:27.783525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.546578Z digest=sha256:f71ec7348c0c42552aa9e833e1a8fca77fc78914d7a1d3561028480c45dfcb8e

Observation 8ccbec8b-4532-446d-babe-f3b4cc935c01 · outbound

This paper cites Alphacode 2 technical report, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Alphacode 2 technical report, 2024

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.772818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.550067Z digest=sha256:976a92e81f999ab0b2ad0503e308e9ce1c190101b299b9818d7c02785544333b

Observation ccd597a2-05c5-4f23-85ff-d1c5011ec6e7 · outbound

This paper cites Qwq: Reflect deeply on the boundaries of the unknown, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Qwq: Reflect deeply on the boundaries of the unknown, 2024

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.762228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.553803Z digest=sha256:08fe53df4b02f9296ddf9c34607b89069604e7fa13ca667bebecc891cc93ed98

Observation 055a112a-748e-443b-af51-cc19557c8e21 · outbound

This paper cites Scicode: A research coding benchmark curated by scientists, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Scicode: A research coding benchmark curated by scientists, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.751392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.557335Z digest=sha256:ab98a34164b4cabe9676259babb132ac5b4709d1bf2b92aa19235969308c9ded

Observation 9ef6100c-ac22-449d-9e19-a3ad27310382 · outbound

This paper cites Trinh, Yuhuai Wu, Quoc V.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Trinh, Yuhuai Wu, Quoc V

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.740085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.560632Z digest=sha256:b06014cbc238691f6f6ca8c57d6deddcc330d6d59026a39a1c126461bcf791c8

Observation 04e98002-16cc-4b24-804f-13ebaf9eca86 · outbound

This paper cites Planning in natural language improves llm search for code generation, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Planning in natural language improves llm search for code generation, 2024

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.564414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.564414Z digest=sha256:9980ff4b0cfa3c16e1ffca9723a90d3b68d9f1614559079dfefa2a5689b09c84

Observation 6e0e1594-9991-42f1-85a4-83f706d7d75e · outbound

This paper cites Mixture-of-agents enhances large language model capabilities, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Mixture-of-agents enhances large language model capabilities, 2024

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.568027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.568027Z digest=sha256:82bdeee722210e6fc0fd1e7f85c0c6aaf11a39fd092b39c7da4e31a33ab9cbd3

Observation 0f29e735-cb08-4300-a2ba-999357d7151b · outbound

This paper cites an unresolved cited work.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.571659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.571659Z digest=sha256:6ae8cd0364702f5d80aacae56df4142476a13ed54e7a0cbeeb1c211b0c298672

Observation 47baac66-b220-4105-a6c8-5ea528459b5d · outbound

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

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Xu, Xiangru Tang, Mingchen Zhuge, Jiayi Pan, Yueqi Song, Bowen Li, Jaskirat Singh, Hoang H

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.575092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.575092Z digest=sha256:9b18b7ce2a7252976e5c84c88953603d79a587d6bbda2070aba41574033e4654

Observation b48fab82-d74c-49d3-87ea-d97fb4686bc6 · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Self-consistency improves chain of thought reasoning in language models, 2023

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.578403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.578403Z digest=sha256:a9053ab84f4cf6a618070ddb188bce53b97bdfdf12fa39d0b8a5ccb20865e06c

Observation 225ecf8f-50d3-48f0-ae2d-089cd48c9163 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Chain-of-thought prompting elicits reasoning in large language models, 2023

Reference 58

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unresolved
no resolver link, observed 2026-08-10T14:57:27.581692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.581692Z digest=sha256:90cffc1b2a5a89871ca711f7a6747fed8e0d3b68f5b023f2831138cdab3f07e9

Observation 534be638-f2cc-49e1-91ab-073f925f9e43 · outbound

This paper cites Inference scaling laws: An empirical analysis of compute-optimal inference for problem-solving with language models, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Inference scaling laws: An empirical analysis of compute-optimal inference for problem-solving with language models, 2024

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.688141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.584962Z digest=sha256:7947e6734709bad07ab6cdd99284246aa0909390d4d406468079b527bea56f44

Observation 731e7987-2416-4df0-ba67-60b601f22cf5 · outbound

This paper cites Agentless: Demystifying llm-based software engineering agents, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Agentless: Demystifying llm-based software engineering agents, 2024

Reference 60

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no resolver link, observed 2026-08-10T14:57:27.588266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.588266Z digest=sha256:1dc88e134304fb9b7728b32089005eee44d5ec382bad7483d4bd0e5f9af2e06e

Observation 5b8f50b5-8e9c-4e1b-a257-1a9955c9ddb1 · outbound

This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press

Reference 61

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no resolver link, observed 2026-08-10T14:57:27.591912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.591912Z digest=sha256:92b159f7adf152e24e7f32171da1585cdb9c4bb55d34964b7bb88020bbc0da90

Observation c666a34b-3da3-45ea-9c97-8d548e677eb0 · outbound

This paper cites React: Synergizing reasoning and acting in language models, 2023.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering React: Synergizing reasoning and acting in language models, 2023

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-10T14:57:27.595289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:57:27.595289Z digest=sha256:d212afd69187e1827639260dfc6ec65b9336b2a000dc543a2baf61252a46f0fa

Observation bbf85816-37fe-4647-b277-c8aaa91e8e91 · outbound

This paper cites Commit0: Library generation from scratch, 2024.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Commit0: Library generation from scratch, 2024

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.656049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.598606Z digest=sha256:ec1e0155ed6b7c3f9eff8e554e2706225a1da0d9c3627116020288c5bae5fd2e

Observation 2ae56430-a876-4f22-a979-c18f99dee0b4 · outbound

This paper cites Moatless tools.

CodeMonkeys: Scaling Test-Time Compute for Software Engineering Moatless tools

Reference 64

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verified fuzzy
raw_fallback, observed 2026-08-10T14:57:27.643807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T14:57:27.601915Z digest=sha256:79fd08775ca7fb8b5388c1d8eb4fa2e963720a528b1a0eccd6f427da48b71a64

Pith citing papers

Observation 7f265e26-4bd5-407f-ac99-635c2e12cce4 · inbound

J1: Exploring Simple Test-Time Scaling for LLM-as-a-Judge cites this paper.

J1: Exploring Simple Test-Time Scaling for LLM-as-a-Judge CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 8

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unresolved
no resolver link, observed 2026-08-15T20:50:10.477308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T20:50:10.477308Z digest=sha256:e660a0b056bbdb59e03f7ad224cc5f5bb736b261cecbbab2dab6c2945c9f43e6

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

Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering cites this paper.

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

Reference 6

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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:f9070f864408e7c7a97fab375509f0c4c71297e12646535bbedb079b3948c160

Observation aca9d154-0e07-4303-91e7-a17b63026535 · inbound

Intent Factored Generation: Unleashing the Diversity in Your Language Model cites this paper.

Intent Factored Generation: Unleashing the Diversity in Your Language Model CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 6

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unresolved
no resolver link, observed 2026-08-07T04:47:42.339882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:47:42.339882Z digest=sha256:2586fd2ab36a33035da99c4c11cb57796dd4258072ad9aa78d819fc1d2588e15

Observation e984e6f6-fe80-403c-aa64-3f8bbe667f61 · inbound

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models cites this paper.

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T19:06:38.519265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:06:38.519265Z digest=sha256:105aa6d7f5e8ff4ebe3809371e3ff7b0405c72a6083b4caed794d73548390e19

Observation a506cdaf-03d9-4bbf-8546-4787acd178c7 · inbound

CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks cites this paper.

CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 15

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unresolved
no resolver link, observed 2026-08-06T17:32:30.995056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:32:30.995056Z digest=sha256:30171a085c39703696427721ffcda08f5dac45d598f767c49225fe023a8cdd89

Observation a10257c8-e280-4762-adb2-3e9f6523d534 · inbound

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle cites this paper.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 16

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unresolved
no resolver link, observed 2026-08-06T16:45:47.561662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T16:45:47.561662Z digest=sha256:a5b40d54e0c022e32635e2a5e40b084cb43b2ff1f2908f09631b40bdf2b869c4

Observation 01c79012-8d84-4655-9529-24061f0741e1 · inbound

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution cites this paper.

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 145

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verified exact
arxiv_id, observed 2026-05-16T13:58:58.940024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-16T13:58:58.627748Z digest=sha256:dccfe036d79458c6dc3b094d866fb2f4f83abe752d5fb4127f2e7ed36ebb164b

Observation 5abb4837-31fc-4002-aeb1-549e41fb2ccf · inbound

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer cites this paper.

CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T13:26:48.956858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:26:48.956858Z digest=sha256:c46237bf66cd694e916459381d81339a8827edfa30f2565c1cc8296b173c84f2

Observation e6d35813-61bb-4300-83b3-45b643d4bf2d · inbound

Verifier-free Test-Time Sampling for Vision-Language-Action Models cites this paper.

Verifier-free Test-Time Sampling for Vision-Language-Action Models CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-04T11:20:11.971444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:20:11.971444Z digest=sha256:2f8c962bd44703e5a4845ad51f943bae6fabd6a7fdd85232fc97caf58c0f885e

Observation fbb639a1-b870-46ca-93c2-274b9790d825 · inbound

Can Old Tests Do New Tricks for Resolving SWE Issues? cites this paper.

Can Old Tests Do New Tricks for Resolving SWE Issues? CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-18T05:30:55.297428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-18T05:28:35.528370Z digest=sha256:f026416f2b876031071d64111d054d00fc61e4f78df077e64a10d8f9665006fd

Observation 8f7f4a26-332f-4616-b31f-afa61ab3c5a9 · inbound

Investigating Test Overfitting on SWE-bench cites this paper.

Investigating Test Overfitting on SWE-bench CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-17T20:00:10.756853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-17T19:57:06.015270Z digest=sha256:b162017020c0d742a06351502cbb6f8f7b018cda10aa47e5868a82f722fc4c8d

Observation 407a3704-c63e-45ae-b100-8b33a4868435 · inbound

Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices cites this paper.

Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-17T00:48:45.798189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-17T00:46:48.862313Z digest=sha256:af13e02b8ce087cdc2e2e49733cd42c5bacf20d9887cdc2614f40ff56af7c42d

Observation 264f4f37-8ddd-4d2f-86d7-682097bc010a · inbound

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents cites this paper.

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:37:28.477528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-16T06:36:06.214753Z digest=sha256:6b7919b7fc51db6a1bdb7f3ffc6cf57553973f05db0a05b2fc6c5d3c77b16b20

Observation bb62a13a-681a-4748-9c0c-c9bd28bdd7ec · inbound

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning cites this paper.

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-10T05:41:01.845226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-10T05:40:25.414166Z digest=sha256:35ec11927327bdc340cfee31a0564a3ca0c04db82acd56540aec5cf49890ed4b

Observation 1dfacbf8-abd6-41ef-88b3-be83adc8a4ff · inbound

Reproduction Test Generation for Java SWE Issues cites this paper.

Reproduction Test Generation for Java SWE Issues CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:56:06.478704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-08T16:56:33.346935Z digest=sha256:c706dbb84f35304bd4bd99e1108a4fbc2a19e2da6e51db7827658f1a811d3bcf

Observation 8046cbc4-b207-4bc6-8172-6720c7f0230d · inbound

Reproduction Test Generation for Java SWE Issues cites this paper.

Reproduction Test Generation for Java SWE Issues CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:50:49.897743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-11T00:48:28.794195Z digest=sha256:9d90728769b229519b43633acd06af27bec9eff02847c1bbe8082475a744c108

Observation f47d4017-d3e3-45d4-9eca-2fd78f743d6e · inbound

Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation cites this paper.

Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-20T20:49:00.628738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T20:47:34.673143Z digest=sha256:e431ee25df494aa4151279c459b5a76e64433f73b3247bbf124a41958b365ab7

Observation e8a75c79-9f58-41a2-8fd1-7783cd8443d0 · inbound

Sakana Fugu Technical Report cites this paper.

Sakana Fugu Technical Report CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 179

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:29:38.273223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-26T14:22:37.596720Z digest=sha256:135c426e46f09b09942c1dbbf0752a3ace34cd0d18446a9c7e63e8dad5c8fe72

Observation 7f5e8b7b-80de-4d70-801f-ee7179850d05 · inbound

AlgoEvolve: LLM-driven Meta-evolution of Algorithmic Trading Programs cites this paper.

AlgoEvolve: LLM-driven Meta-evolution of Algorithmic Trading Programs CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-04T15:09:54.457511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-26T01:53:05.638642Z digest=sha256:4dc31dd43365250236accd48ad5cc65d5c47a174a469e52ade64d14bb484464f

Observation 40d7aeb9-0788-49cd-a8dd-5f4851ee30da · inbound

A Single Patch Is Not Enough: Deterministic Fusion of Repair Candidates cites this paper.

A Single Patch Is Not Enough: Deterministic Fusion of Repair Candidates CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 12

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T09:37:49.222290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-03T09:19:36.601968Z digest=sha256:787655da762361ea4c232f66a5d007bc8ca1769b2ee76bfe5db3263771861596

Observation de9ac188-f476-45b8-bceb-9f8cb4095d96 · inbound

PACE: A Proxy for Agentic Capability Evaluation cites this paper.

PACE: A Proxy for Agentic Capability Evaluation CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-03T13:38:18.291828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-07-03T13:34:39.350893Z digest=sha256:f0319108e24199b8e9f77614acb9db302396be7e661778d4cc61d153aba3cca5

Observation bdb07f33-74b2-4c8e-82d6-34bc2760d22f · inbound

PACE: A Proxy for Agentic Capability Evaluation cites this paper.

PACE: A Proxy for Agentic Capability Evaluation CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-12T08:29:58.561496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T08:29:58.561496Z digest=sha256:028211658cc674405a5bcf37fd8c326bb3495d4befb42b52b054fa5f9585bfd9

Observation 3363c944-dfe7-427f-9782-0a8e40b18941 · inbound

SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery cites this paper.

SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-12T06:56:07.062101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T06:56:07.062101Z digest=sha256:55ae10bdefdc0865b237de40f774262ea041d49483b69227e854c64939d8fc43

Observation e33ff6f2-0f24-400a-a52e-da623d906002 · inbound

EvoOtter: Evolutionary Reproduction Test Generator cites this paper.

EvoOtter: Evolutionary Reproduction Test Generator CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-12T06:36:54.612590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T06:36:54.612590Z digest=sha256:97feba2d184d726f9b69d8abe19e822d26585355e2cf86012b70486dc9236b21

Observation 2ce01665-0a88-4705-8408-8ed32ae7acb1 · inbound

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents cites this paper.

PhoenixRepair: Rethinking Repair Strategy Exploration in Software Agents CodeMonkeys: Scaling Test-Time Compute for Software Engineering

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-01T14:11:53.828573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T14:11:53.828573Z digest=sha256:44551d8f2e042efc10a5664dc6325ef06a99160f8039b39c964f29bc4816d431