Benchmark Almanac

LeetCode Weekly Contest

DeepSeek LLM 67B 17.5% leads
Dropped

Models solve 126 LeetCode contest problems from July to November 2023. A solution counts only if it passes all of its 20+ test cases.

Made by
DeepSeek
Released
November 2023
Kind
Competitive programming
Level
University
Scored
Checked automatically
Answers
Code
Last in a launch post
November 2023, dropped before it saturated
Last model added
January 2024
Scores refreshed
November 12th, 2026
1
Model scored in lab cards
1
Launch post lists it, from 1 lab
1
System card reports it, from 1 lab

DeepSeek LLM 67B leads with 17.5%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

DeepSeek LLM 67B leads with 17.5% across all independent runs

Best score per model across the official leaderboard, Epoch AI’s own runs and any board Epoch AI copied. Each bar and row names its source.

  1. 1 DeepSeek LLM 67B 17.5%

Source: Labs’ model cards

Source: Official LeetCode Weekly Contest leaderboard

#ModelScoreSettingDateSource
1 DeepSeek LLM 67B 17.5% Jan 2024 Lab model card
#ModelScoreSettingDateSource
1 DeepSeek LLM 67B 17.5% Nov 2023 Official leaderboard
2 ChatGLM3-6B 2.40% Oct 2023 Official leaderboard

The benchmark's own leaderboard has 7 entries, 2 of them models we track. Switch the scores above to rank them together.

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 Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2024 Near the ceiling (85%) DeepSeek LLM 67B ChatGLM3-6B 0% 20% 40% 60% 80% 100% 2024 Near the ceiling (85%) DeepSeek LLM 67B ChatGLM3-6B

Sources: Official LeetCode Weekly Contest leaderboard and labs’ model cards

No launch post has listed it since November 2023

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

DeepSeek
DateLaunch postScoreAs the post writes it
Nov 29, 2023 DeepSeek LLM 67B LeetCode Weekly Contest (pass@1)

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Jan 5, 2024 DeepSeek LLM 67B technical report 17.5 LeetCode Weekly Contest 351-372 and Bi-Weekly 108-117 (Jul to Nov 2023), pass@1, held-out (Table 9) Capabilities

One lab claim next to the leaderboard

Each score a lab reported for its own model, beside the same model's best score on the leaderboard. Gaps mostly come from different harnesses, effort levels and task subsets. 1 of them match, which usually means one side copied the other. Every benchmark.

Model Lab says Board says Gap
DeepSeek LLM 67B 17.5% LeetCode Weekly Contest 351-372 and Bi-Weekly 108-117 (Jul to Nov 2023), pass@1, held-out (Table 9) 17.5% Leaderboard Same

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