| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 59.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
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| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 52.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
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| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 52.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
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| Exact BenchLM registry variant Grok 4.20; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Grok 4.20 | 50.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
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| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 59.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
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| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 52.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
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| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 52.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
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| Exact BenchLM registry variant Grok 4.20; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Grok 4.20 | 50.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
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| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 59.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 52.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 52.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Grok 4.20; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Grok 4.20 | 50.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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