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LLM Quality Scores
lm-eval aggregate scores (· run time where known) · reasoning = bbh_cot_zeroshot (flexible) · knowledge = mmlu_pro · math = gsm8k · instruct = ifeval-strict. Run reasoning in think — nothink reasoning is a floor, not capability.
| Model | Mode | Reasoning | Knowledge | Math | Instruct | Date |
|---|
| Qwen-AgentWorld-35B-A3B-GGUF:latest | nothink | — | — | 0.917 | 0.747 | 2026-07-17 |
| agentworld:ctx131k | nothink | 0.593 | 0.829 · 12m | 0.916 | 0.752 | 2026-07-27 |
| agentworld:ctx131k | think | 0.896 · 88m | 0.893 · 17m | — | — | 2026-07-22 |
| apodex:ctx131k | nothink | 0.447 · 21m | 0.763 · 19m | — | — | 2026-08-31 |
| apodex:ctx131k | think | 0.837 · 154m | 0.789 · 118m | — | — | 2026-08-31 |
| gemma-12b:ctx131k | nothink | 0.407 · 5m | 0.714 · 13m | — | — | 2026-07-27 |
| gemma-26b:ctx131k | nothink | 0.430 · 32m | 0.814 · 10m | 0.820 · 24m | 0.869 | 2026-07-27 |
| glm-flash-xl:ctx64k | nothink | — | 0.617 · 21m | — | — | 2026-08-08 |
| glm-flash:ctx64k | nothink | — | 0.614 · 20m | — | 0.793 · 116m | 2026-08-08 |
| glm-flash:ctx64k | think | 0.792 · 237m | — | — | — | 2026-08-04 |
| gpt-oss-20b:ctx131k | nothink | 0.778 | 0.354 · 136m | — | 0.847 | 2026-08-07 |
| gpt-oss:ctx64k | nothink | 0.852 | 0.500 · 16m | 0.379 | 0.763 | 2026-07-27 |
| gpt-oss:ctx64k | think | 0.830 · 63m | 0.571 · 14m | — | — | 2026-07-22 |
| laguna:ctx131k | nothink | 0.399 · 12m | 0.591 · 149m | — | 0.793 · 24m | 2026-08-13 |
| laguna:ctx131k | think | 0.792 · 2029m | — | — | — | 2026-08-01 |
| muse-glimmer:bench8k | nothink | — | 0.753 | — | — | 2026-08-15 |
| nemotron-omni:ctx131k | nothink | — | 0.477 · 28m | 0.797 | 0.808 | 2026-08-08 |
| nemotron-omni:ctx131k | think | 0.733 · 29m | — | — | — | 2026-07-22 |
| nemotron-q5:ctx131k | nothink | — | 0.529 · 28m | — | — | 2026-08-08 |
| ornith15:ctx131k | nothink | — | 0.760 · 12m | — | 0.763 · 48m | 2026-08-22 |
| ornith15:ctx131k | think | 0.882 | — | — | — | 2026-08-21 |
| ornith:ctx131k | nothink | — | 0.743 · 9m | 0.879 | 0.837 | 2026-07-27 |
| ornith:ctx131k | think | 0.889 · 33m | — | — | — | 2026-07-21 |
| qwen3-coder:ctx64k | nothink | 0.593 · 3m | 0.671 · 4m | 0.893 | 0.806 | 2026-07-27 |
| qwen3.6-xl:ctx131k | nothink | — | 0.779 · 52m | — | — | 2026-08-09 |
| qwen3.6:35b-a3b-mtp-q4_K_M | nothink | — | — | 0.898 | 0.813 | 2026-07-17 |
| qwen3.6:bench32k | think | — | 0.815 · 166m | — | — | 2026-08-30 |
| qwen3.6:ctx131k | nothink | 0.351 · 19m | 0.792 · 53m | 0.905 | 0.826 | 2026-08-31 |
| qwen3.6:ctx131k | think | 0.926 · 137m | 0.844 · 168m | — | — | 2026-08-31 |
| qwen3.8ud:bench32k | think | 0.885 | 0.825 · 251m | — | — | 2026-08-29 |
| qwen3.8ud:bench8k | nothink | — | — | — | 0.837 · 132m | 2026-08-22 |
| qwen3.8ud:ctx131k-mtp | nothink | — | 0.779 · 100m | — | — | 2026-08-22 |
| qwen38-flash-next | nothink | 0.396 | 0.821 | — | 0.852 | 2026-08-27 |
| qwen38-flash-next | think | 0.885 | — | — | — | 2026-08-28 |