# Natural Language Understanding on LM Evaluation Harness (MMLU-CoT, GSM8K) Source: [Natural Language Understanding on LM Evaluation Harness (MMLU-CoT, GSM8K)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:01.511Z Evaluation of model performance on the LM Evaluation Harness suite, specifically reporting scores for MMLU (Chain-of-Thought), GSM8K, HellaSwag, WinoGrande, and a custom Recovery metric, aggregated under Natural Language Understanding. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Natural Language Understanding | | Dataset (including any stated split) | LM Evaluation Harness | | Metric | MMLU (CoT) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MMLU (CoT)](): Higher is better; unit: PERCENT. - [GSM8K](): Higher is better; unit: PERCENT. - [HellaSwag](): Higher is better; unit: PERCENT. - [WinoGrande](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Recovery](): Higher is better; unit: PERCENT. ## Recorded results | Method | MMLU (CoT) | Result date | Report paper | | --- | --- | --- | --- | | BF16 Baseline | 72.76 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-WUSH | 69.69 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-H (MR-GPTQ) | 69.12 | Not recorded | 692e72ccd6b0dd3342932564 | | SmoothQuant | 68.9 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-I | 68.85 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-WUSH | 68.83 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-I | 68.26 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-WUSH | 67.79 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-H | 67.41 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-H (MR-GPTQ) | 67.19 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-WUSH | 66.85 | Not recorded | 692e72ccd6b0dd3342932564 | | QuaRot | 66.5 | Not recorded | 692e72ccd6b0dd3342932564 | | SpinQuant | 66.5 | Not recorded | 692e72ccd6b0dd3342932564 | | SmoothQuant | 63.93 | Not recorded | 692e72ccd6b0dd3342932564 | | GPTQ-I | 63.49 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-H | 62.38 | Not recorded | 692e72ccd6b0dd3342932564 | | RTN-I | 62.21 | Not recorded | 692e72ccd6b0dd3342932564 | | SpinQuant | 61.8 | Not recorded | 692e72ccd6b0dd3342932564 | | QuaRot | 49.86 | Not recorded | 692e72ccd6b0dd3342932564 | ### BF16 Baseline MMLU (CoT): 72.76. Result ID: 699999d05698665ec40e52ae. [Reporting paper]() Recorded evaluation configuration: {"Format":"BF16","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-WUSH MMLU (CoT): 69.69. Result ID: 699999d05698665ec40e52b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-H (MR-GPTQ) MMLU (CoT): 69.12. Result ID: 699999d05698665ec40e52b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### SmoothQuant MMLU (CoT): 68.9. Result ID: 699999d05698665ec40e52b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-I MMLU (CoT): 68.85. Result ID: 699999d05698665ec40e52b4. [Reporting paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-WUSH MMLU (CoT): 68.83. Result ID: 699999d05698665ec40e52b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-I MMLU (CoT): 68.26. Result ID: 699999d05698665ec40e52af. [Reporting paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-WUSH MMLU (CoT): 67.79. Result ID: 699999d05698665ec40e52c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-H MMLU (CoT): 67.41. Result ID: 699999d05698665ec40e52b0. [Reporting paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-H (MR-GPTQ) MMLU (CoT): 67.19. Result ID: 699999d05698665ec40e52be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-WUSH MMLU (CoT): 66.85. Result ID: 699999d05698665ec40e52bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### QuaRot MMLU (CoT): 66.5. Result ID: 699999d05698665ec40e52b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### SpinQuant MMLU (CoT): 66.5. Result ID: 699999d05698665ec40e52b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"NVFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### SmoothQuant MMLU (CoT): 63.93. Result ID: 699999d05698665ec40e52ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GPTQ-I MMLU (CoT): 63.49. Result ID: 699999d05698665ec40e52bd. [Reporting paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-H MMLU (CoT): 62.38. Result ID: 699999d05698665ec40e52b9. [Reporting paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### RTN-I MMLU (CoT): 62.21. Result ID: 699999d05698665ec40e52b8. [Reporting paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### SpinQuant MMLU (CoT): 61.8. Result ID: 699999d05698665ec40e52bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### QuaRot MMLU (CoT): 49.86. Result ID: 699999d05698665ec40e52bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Format":"MXFP4","Quantization":"W4A4","Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.