Paper Citation Record · LEDGER

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning

As of 9 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2511.20613.

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

pith.paper-citation-record.v1
2511.20613 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:17:21.862802Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy0
unresolved52
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 834ac4b9-99ba-4c6a-8634-aba7d47a33b9 · outbound

This paper cites GPT-4 Technical Report.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.106163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cde39a13-5a3d-4e5f-ab9a-c446318642f3 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.199739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb889aa-f14f-42ea-96ad-7cd9fbf593f2 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.464963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98c3b0bb-cdcd-44d5-bcd1-2ae1dfdbe43a · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.539321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f36b9e-a187-4008-babf-483ae126b8ba · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.593625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03546c1-4297-4b61-835d-a3c3df890701 · outbound

This paper cites Program Synthesis with Large Language Models.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Program Synthesis with Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.665429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33906eb-000f-45db-9ed2-0f25a3c67a39 · outbound

This paper cites Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.742519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5487dd0d-75f9-4734-bed4-3a002483bee7 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.810220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6b66b4b-6e5b-499a-968a-a2287f563425 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.869556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ec219ac-45c9-4f88-9798-1b96741b9120 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:16.945695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 086fe8ad-ab0b-4410-b0ce-b6d14a5d5987 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.077371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab3fe86-a963-431a-83a4-d107368c0e5b · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.132101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4787a18f-c9d0-4615-9f37-9ba76f82b5c5 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Evaluating Large Language Models Trained on Code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.204324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0a8d660-1c3f-414e-ba37-2e9bc85bd47a · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.254043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15024c30-2610-4041-95d8-dde495923011 · outbound

This paper cites Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Alek- sander Madry.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Alek- sander Madry

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.356536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80f5949-6539-471c-ab34-7789cd9a3c3e · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.360379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0151287e-0534-409d-90fc-934de682c2cc · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.392613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f16d5c-f481-4a6f-a3d1-39ca7c7ba0f7 · outbound

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

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.509512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 363d079c-39c4-410c-acbd-eae7a17c1757 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.609029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c95ba9a9-aaff-4aea-8d7f-e4f6ccc198bb · outbound

This paper cites A Survey on Code Generation with LLM-based Agents.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning A Survey on Code Generation with LLM-based Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.681630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a8cc1f-98cd-4cdf-b1f4-45f264c9b9c3 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.773813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aff102af-6b50-48a3-9081-ee70b0be0706 · outbound

This paper cites Gauthier.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Gauthier

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.869619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d2312c2-6a2f-4133-a6b8-69d0f8cbd79b · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:17.985063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db216343-896c-42d1-9a88-7968958568d9 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.072076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb1997f3-278d-4f92-bf76-43ea9b365df3 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.211109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ba12a8-fc3b-4695-8800-0b9afeaed53c · outbound

This paper cites Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.361301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369ab24a-bc24-4d35-8a22-553aa0c4c832 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.512764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e07c7087-8f64-47e1-a676-5ba9d771b174 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.684724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0365d698-0055-499f-bfd1-6e8b1f76e1b6 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.822823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd4f4ff7-4795-4bf0-9948-18e90dcb156f · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:18.974175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eac3f62a-2707-4d21-a4dd-8b6779a7a156 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.120882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ea63fe5-a623-466b-98b7-2e68f57fe647 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.317326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e996591-edb0-4e17-90aa-6ad3e4e09c2a · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.451923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56fe8936-6cd9-4872-89cf-7db979e10bb9 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.599676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c716660-2e4d-4be6-9d06-bd0de8d283dd · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.985649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b294c659-c8ec-45f8-89a3-760793ae6782 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.104591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba017eb3-713e-4855-a9ca-8efb73fc53d2 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.210510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ededb187-b9e8-43ef-bebf-19b77fdda515 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.333866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89be4545-ba85-4031-a1d9-6fd7f51b3f92 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.459909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4f20e58-da9f-475e-b3f0-f147e0535466 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.600685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ed5ecb-155b-4e13-a134-2e9f7d076795 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.803194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c8d87b1-1e9f-4e74-9788-812204a71bd4 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:20.947823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6506f35-031a-4495-bed4-8f9be4428445 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.078682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67aa42d6-8bba-423c-b3b9-42e971934b37 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.214791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 728719be-1cb4-45fc-ac80-ee272a982607 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.308754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21da668c-ced5-483b-8409-19305375dca7 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.419919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e5f2004-f695-4942-95fc-aa654037d8cf · outbound

This paper cites The Impact of Large Language Models on Open-source Innovation: Evidence from GitHub Copilot.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning The Impact of Large Language Models on Open-source Innovation: Evidence from GitHub Copilot

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.607920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d480673a-82bf-4e85-9fca-05bbe094f833 · outbound

This paper cites SWE-bench Goes Live!.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning SWE-bench Goes Live!

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.693650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5148ea90-fd7a-493f-b50d-cbe3f7a49267 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.793827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33a13617-a9b8-4c45-ab0d-8c34525d4536 · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.862802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52b27af3-98f7-4249-b2bb-a9fb47008852 · outbound

This paper cites Etri Journal46, 1 (2024), 106–117.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Etri Journal46, 1 (2024), 106–117

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:21.528058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf77523-8846-40e4-8129-72938a672af7 · outbound

This paper cites SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T20:17:19.795085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bf524bb-a67e-4279-baa8-f01dca646c0c · outbound

This paper cites an unresolved cited work.

Can Vibe Coding Beat Graduate CS Students? An LLM vs. Human Coding Tournament on Market-driven Strategic Planning Unresolved cited work

Reference 8987

Resolution: parse uncertain; no resolver link, observed 2026-08-03T20:17:16.337494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.