Benchmark Almanac

DevBench Acceptance Testing

GPT-4-Turbo-0125 29.2% tops its leaderboard GPT-3.5 Turbo Jan 2024 11.7% leads the models we track
Not in model cards

Models generate acceptance tests for repositories. The score is the published oracle-test percentage.

One track of DevBench. The DevBench record keeps lab scores that combine tracks.

Released
March 2024
Kind
Building whole projects
Level
Expert
Scored
Graded by a model
Answers
Agent task
Tasks
All public
Strongest model tested
GPT-3.5 Turbo Jan 2024 #199 on the capability index
Last model added
January 2024
Scores refreshed
November 12th, 2026
8
Entries on its own leaderboard, 2 models we track

GPT-4-Turbo-0125 tops the leaderboard with 29.2%

Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders. The best model we track is GPT-3.5 Turbo, at 11.7%.

  1. 29.2 GPT-4-Turbo-0125
  2. 25.9 GPT-4-Turbo-1106
  3. 13.6 DeepSeek-Coder-33B-Instruct
  4. 11.7 GPT-3.5 Turbo
  5. 4.50 Code Llama 34B Instruct
  6. 0.0 CodeLlama-13B-Instruct
  7. 0.0 CodeLlama-7B-Instruct
  8. 0.0 DeepSeek-Coder-1.3B-Instruct
  1. 1 GPT-4-Turbo-0125 29.2%
  2. 2 GPT-4-Turbo-1106 25.9%
  3. 3 DeepSeek-Coder-33B-Instruct 13.6%
  4. 4 GPT-3.5 Turbo Jan 2024 11.7%
  5. 5 Code Llama 34B Instruct 4.50%
  6. 6 CodeLlama-13B-Instruct 0%
  7. 7 CodeLlama-7B-Instruct 0%
  8. 8 DeepSeek-Coder-1.3B-Instruct 0%

Source: Official DevBench Acceptance Testing leaderboard

#EntryScoreSettingDateSource
1 GPT-4-Turbo-0125 29.2% Official leaderboard
2 GPT-4-Turbo-1106 25.9% Official leaderboard
3 DeepSeek-Coder-33B-Instruct 13.6% Official leaderboard
4 GPT-3.5 Turbo Jan 2024 11.7% Jan 2024 Official leaderboard
5 Code Llama 34B Instruct 4.50% Aug 2023 Official leaderboard
6 CodeLlama-13B-Instruct 0% Official leaderboard
7 CodeLlama-7B-Instruct 0% Official leaderboard
8 DeepSeek-Coder-1.3B-Instruct 0% Official leaderboard

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

On the benchmark’s own leaderboard Best so far
0% 20% 40% 60% 80% 100% 2024 Near the ceiling (85%) GPT-3.5 Turbo Code Llama 34B Instruct 0% 20% 40% 60% 80% 100% 2024 Near the ceiling (85%) GPT-3.5 Turbo Code Llama 34B Instruct

Source: Official DevBench Acceptance Testing leaderboard

No lab model card reports it yet

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.

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