Coding / Benchmark profile
LiveCodeBench v6 is a named release slice used in provider comparison tables. Keeping it separate prevents v6 results from being mixed into older or rolling LiveCodeBench windows.
Observed results
15 ranked models · higher is better · labels show rank and score
| Model | Rank | Model ID | Provider | Score | Unit |
|---|---|---|---|---|---|
| Sakana Fugu-Ultra | #1 | sakana-fugu-ultra | Sakana AI | 93.2 | percent |
| Sakana Fugu | #2 | sakana-fugu | Sakana AI | 92.9 | percent |
| Kimi K2.6 | #3 | kimi-k2-6 | Moonshot AI | 89.6 | percent |
| Nemotron 3 Ultra | #4 | nemotron-3-ultra | NVIDIA | 89 | percent |
| MAI-Thinking-1 | #5 | mai-thinking-1 | Microsoft | 87.7 | percent |
| Qwen3.6 Plus | #6 | qwen3-6-plus | Alibaba Cloud | 87.1 | percent |
| Kimi K2.5 | #7 | kimi-k2-5 | Moonshot AI | 85 | percent |
| Claude Opus 4.5 | #8 | claude-opus-4-5 | Anthropic | 84.8 | percent |
| Qwen3.5 397B A17B | #9 | qwen3-5-397b | Alibaba Cloud | 83.6 | percent |
| Gemma 4 12B Unified | #10 | gemma-4-12b | 72 | percent | |
| Mellum2-12B-A2.5B-Thinking | #11 | mellum2-12b-a2-5b-thinking | JetBrains | 69.9 | percent |
| ZAYA1-8B | #12 | zaya1-8b | Zyphra | 65.8 | percent |
| ZAYA1-74B-Preview | #13 | zaya1-74b-preview | Zyphra | 65.7 | percent |
| Mellum2-12B-A2.5B-Instruct | #14 | mellum2-12b-a2-5b-instruct | JetBrains | 37.2 | percent |
| MiniCPM5-1B | #15 | minicpm5-1b | OpenBMB | 33.52 | percent |
One best compatible score per canonical product · higher is better
| Rank | Model | Weights | Evidence | Score |
|---|---|---|---|---|
| 01 | Sakana Fugu-UltraSakana AI | Closed weights | Source carrier | 93.2% |
| 02 | Sakana FuguSakana AI | Closed weights | Source carrier | 92.9% |
| 03 | Kimi K2.6Moonshot AI | Open weights | Source carrier | 89.6% |
| 04 | Nemotron 3 UltraNVIDIA | Open weights | Source carrier | 89% |
| 05 | MAI-Thinking-1Microsoft | Not documented | Source carrier | 87.7% |
| 06 | Qwen3.6 PlusAlibaba Cloud | Closed weights | Source carrier | 87.1% |
| 07 | Kimi K2.5Moonshot AI | Open weights | Source carrier | 85% |
| 08 | Claude Opus 4.5Anthropic | Closed weights | Source carrier | 84.8% |
| 09 | Qwen3.5 397B A17BAlibaba Cloud | Open weights | Source carrier | 83.6% |
| 10 | Gemma 4 12B UnifiedGoogle | Open weights | Source carrier | 72% |
Each distinct published measurement is retained. Same-snapshot canonical and configuration projections appear once.
| Published model / configuration | Score | Evidence & protocol | Source & dates |
|---|---|---|---|
Exact BenchLM registry variant Sakana Fugu-Ultra; bulk export does not retain a complete upstream harness configuration.Sakana Fugu-UltraExact identitySource label without a registered configuration ID Canonical product: sakana-fugu-ultra | 93.2% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Sakana Fugu; bulk export does not retain a complete upstream harness configuration.Sakana FuguExact identitySource label without a registered configuration ID Canonical product: sakana-fugu | 92.9% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration.Kimi K2.6Exact identitySource label without a registered configuration ID Canonical product: kimi-k2-6 | 89.6% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration.Nemotron 3 UltraExact identitySource label without a registered configuration ID Canonical product: nemotron-3-ultra | 89% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant MAI-Thinking-1; bulk export does not retain a complete upstream harness configuration.MAI-Thinking-1Exact identitySource label without a registered configuration ID Canonical product: mai-thinking-1 | 87.7% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration.Qwen3.6 PlusExact identitySource label without a registered configuration ID Canonical product: qwen3-6-plus | 87.1% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration.Kimi K2.5Exact identitySource label without a registered configuration ID Canonical product: kimi-k2-5 | 85% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration.Claude Opus 4.5Exact identitySource label without a registered configuration ID Canonical product: claude-opus-4-5 | 84.8% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration.Qwen3.5 397B A17BExact identitySource label without a registered configuration ID Canonical product: qwen3-5-397b | 83.6% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration.Gemma 4 12B UnifiedExact identitySource label without a registered configuration ID Canonical product: gemma-4-12b | 72% | Source carriersource-checkedVersion & system2026 Source-native system | BenchLM public datasets — 2026-08-01Observed Checked |
From result to context
LiveCodeBench v6 is a named release slice used in provider comparison tables. Keeping it separate prevents v6 results from being mixed into older or rolling LiveCodeBench windows.
The summary shows one best compatible source result per canonical product. Versions, effort settings and execution systems remain attached to the underlying records.
Scores from different versions or harnesses may not be interchangeable. The published source rows preserve those distinctions and their original units. A source result is not automatically an input to a current index.
This catalogue entry preserves available source evidence. Current indices admit only their specifically reviewed tracks and configurations.
Contamination risk: Unknown. Lifecycle: Active.
