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LiveCodeBench Pass@1 with Chain-of-Thought (LiveCodeBench Pass@1-COT)

We show this table for reference; we do not rank on it.

Data verified

This lane contains DeepSeek's LiveCodeBench Pass@1-COT results. The explicit metric and prompting label keeps them separate from generic and version-specific LiveCodeBench rows.

Benchmark score on LiveCodeBench Pass@1-COT — October 29, 2026

We compile the LiveCodeBench Pass@1-COT rows from provider self-reports. DeepSeek V4 Pro 0813 leads the table at 93.5%, followed by DeepSeek V4 Flash 0731 (91.6%) and DeepSeek V4 Pro (High) (89.8%). We do not use these results to rank models overall.

6 modelsCodingCurrentDisplay onlyUpdated October 29, 2026

Benchmark score table (6 models)

Benchmark score results for LiveCodeBench Pass@1-COT
RankModel / configurationScoreParameters (B)Open / closed
1DeepSeek V4 Pro 0813DeepSeek
93.5%
Not reportedOpen
2DeepSeek V4 Flash 0731DeepSeek
91.6%
Not reportedOpen
3DeepSeek V4 Pro (High)DeepSeek
89.8%
Not reportedOpen
4DeepSeek V4 Flash (High)DeepSeek
88.4%
Not reportedOpen
5DeepSeek V4 ProDeepSeek
56.8%
Not reportedOpen
6DeepSeek V4 FlashDeepSeek
55.2%
Not reportedOpen

How to read this leaderboard

Editorial review by Glevd · 2026-07-15

Compare these rows within the published DeepSeek table. Do not merge them with pass@1 values that use another prompt policy, release window, sampling scheme, or execution configuration.

Operator receipt: 6 sourced rows are currently displayable on this page; the leading published row is DeepSeek V4 Pro 0813 at 93.5%.

Honest limit: All current rows come from one provider report and one model family. They show within-family differences under the reported setup, not a broad cross-provider coding ranking or repository-level software-engineering ability.

Among the reported LiveCodeBench Pass@1-COT rows, DeepSeek V4 Pro 0813 is first at 93.5%. The third row is 3.7 points behind. The broader top-10 range is 38.3 points, so the table still separates the published systems.

6 models have been evaluated on LiveCodeBench Pass@1-COT. The benchmark falls in the Coding category. LiveCodeBench Pass@1-COT is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About LiveCodeBench Pass@1-COT

Year

2026

Tasks

DeepSeek-V4 report evaluation window

Format

Pass@1-COT competitive programming results

Difficulty

Competitive programming level

The source reports six reasoning-effort and model variants under a Pass@1-COT column. BenchLM preserves that published metric label and source family without treating the rows as a controlled comparison against generic LiveCodeBench results.

Freshness and provenance

Version

LiveCodeBench Pass@1-COT 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does LiveCodeBench Pass@1-COT measure?

This lane contains DeepSeek's LiveCodeBench Pass@1-COT results. The explicit metric and prompting label keeps them separate from generic and version-specific LiveCodeBench rows.

Which model scores highest on LiveCodeBench Pass@1-COT?

DeepSeek V4 Pro 0813 by DeepSeek currently leads with a score of 93.5% on LiveCodeBench Pass@1-COT.

How many models are evaluated on LiveCodeBench Pass@1-COT?

6 AI models have published results on LiveCodeBench Pass@1-COT in the BenchLM catalog.

Compare top models on LiveCodeBench Pass@1-COT

Last updated: October 29, 2026 · BenchLM version LiveCodeBench Pass@1-COT 2026

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