license: llama3.3
base_model:
- shb777/Llama-3.3-8B-Instruct-128K
[!WARNING]
Always take evals with a big grain of salt. Check the correct metric in each eval in detail for the full picture and do not believe charts blindly.
Evaluation Details
- Framework:
lm-evaluation-harness - Eval Task: Leaderboard
- Models: shb777/Llama-3.3-8B-Instruct-128K and meta-llama/Llama-3.1-8B-Instruct
- Hardware: 4 vCPU, 16 GB RAM, H200 GPU
- Total Eval Time: 3h 2m
Results
[!WARNING]
Different evals use different metrics,IFEvalusesavg(prompt_strict + inst_strict),MATH-Hardusesexact_match,BBH,GPQA,MuSRuseacc_normandMMLU-Prousesacc.
- Llama 3.3 8B: 45.4% ±2.2% [43.1%, 47.6%]
- Llama 3.1 8B: 42.3% ±2.3% [40.0%, 44.6%]
| Task | Llama 3.3 8B | Llama 3.1 8B |
|---|---|---|
| BBH | 54.1% ±1.2% | 50.6% ±1.2% |
| GPQA | 29.9% ±2.6% | 29.3% ±2.6% |
| MMLU Pro | 38.0% ±0.9% | 37.7% ±0.9% |
| MuSR | 37.8% ±3.4% | 38.8% ±3.4% |
| IFEval | 85.2% ±3.2% | 77.6% ±3.7% |
| MATH Hard | 27.3% ±2.2% | 19.8% ±2.0% |
Click to expand detailed task results
BBH (Big Bench Hard) Tasks
| Task | Llama 3.3 8B | Llama 3.1 8B |
|---|---|---|
| Bbh Boolean Expressions | 84.0% ±4.6% | 82.0% ±4.8% |
| Bbh Causal Judgement | 58.3% ±7.1% | 56.7% ±7.1% |
| Bbh Date Understanding | 52.8% ±6.2% | 49.6% ±6.2% |
| Bbh Disambiguation Qa | 55.2% ±6.2% | 56.8% ±6.2% |
| Bbh Formal Fallacies | 56.4% ±6.2% | 54.8% ±6.2% |
| Bbh Geometric Shapes | 44.0% ±6.2% | 28.4% ±5.6% |
| Bbh Hyperbaton | 65.2% ±5.9% | 65.2% ±5.9% |
| Bbh Logical Deduction Five Objects | 47.2% ±6.2% | 38.4% ±6.0% |
| Bbh Logical Deduction Seven Objects | 45.2% ±6.2% | 38.8% ±6.1% |
| Bbh Logical Deduction Three Objects | 71.2% ±5.6% | 62.8% ±6.0% |
| Bbh Movie Recommendation | 59.6% ±6.1% | 50.8% ±6.2% |
| Bbh Navigate | 65.2% ±5.9% | 59.2% ±6.1% |
| Bbh Object Counting | 36.0% ±6.0% | 32.8% ±5.8% |
| Bbh Penguins In A Table | 49.3% ±8.1% | 45.2% ±8.1% |
| Bbh Reasoning About Colored Objects | 64.0% ±6.0% | 66.0% ±5.9% |
| Bbh Ruin Names | 78.4% ±5.1% | 63.6% ±6.0% |
| Bbh Salient Translation Error Detection | 53.2% ±6.2% | 52.4% ±6.2% |
| Bbh Snarks | 63.5% ±7.1% | 62.4% ±7.1% |
| Bbh Sports Understanding | 74.8% ±5.4% | 74.4% ±5.4% |
| Bbh Temporal Sequences | 51.6% ±6.2% | 44.8% ±6.2% |
| Bbh Tracking Shuffled Objects Five Objects | 23.2% ±5.2% | 24.0% ±5.3% |
| Bbh Tracking Shuffled Objects Seven Objects | 21.2% ±5.1% | 26.0% ±5.4% |
| Bbh Tracking Shuffled Objects Three Objects | 25.2% ±5.4% | 36.0% ±6.0% |
| Bbh Web Of Lies | 54.4% ±6.2% | 46.4% ±6.2% |
GPQA (Graduate-Level Google-Proof Q&A) Tasks
| Task | Llama 3.3 8B | Llama 3.1 8B |
|---|---|---|
| Gpqa Diamond | 29.3% ±6.4% | 30.8% ±6.4% |
| Gpqa Extended | 30.4% ±3.9% | 29.9% ±3.8% |
| Gpqa Main | 29.7% ±4.2% | 27.9% ±4.2% |
MATH Hard Tasks
| Task | Llama 3.3 8B | Llama 3.1 8B |
|---|---|---|
| Math Algebra Hard | 53.7% ±5.6% | 39.7% ±5.5% |
| Math Counting And Prob Hard | 20.3% ±7.1% | 11.4% ±5.6% |
| Math Geometry Hard | 13.6% ±5.9% | 10.6% ±5.3% |
| Math Intermediate Algebra Hard | 7.1% ±3.0% | 5.7% ±2.7% |
| Math Num Theory Hard | 25.3% ±6.9% | 12.3% ±5.2% |
| Math Prealgebra Hard | 43.5% ±7.0% | 35.2% ±6.8% |
| Math Precalculus Hard | 7.4% ±4.4% | 6.7% ±4.2% |
MuSR (Multistep Soft Reasoning) Tasks
| Task | Llama 3.3 8B | Llama 3.1 8B |
|---|---|---|
| Musr Murder Mysteries | 51.6% ±6.2% | 56.0% ±6.2% |
| Musr Object Placements | 25.0% ±5.3% | 30.1% ±5.6% |
| Musr Team Allocation | 37.2% ±6.0% | 30.4% ±5.7% |
Click to expand tasks with significant improvements
MATH Hard Subtasks:
- Math Algebra Hard: 39.7% → 53.7% (+14.0%)
- Math Num Theory Hard: 12.3% → 25.3% (+13.0%)
- Math Counting And Prob Hard: 11.4% → 20.3% (+8.9%)
- Math Prealgebra Hard: 35.2% → 43.5% (+8.3%)
- Math Geometry Hard: 10.6% → 13.6% (+3.0%)
BBH Subtasks:
- Bbh Geometric Shapes: 28.4% → 44.0% (+15.6%)
- Bbh Ruin Names: 63.6% → 78.4% (+14.8%)
- Bbh Logical Deduction Five Objects: 38.4% → 47.2% (+8.8%)
- Bbh Movie Recommendation: 50.8% → 59.6% (+8.8%)
- Bbh Logical Deduction Three Objects: 62.8% → 71.2% (+8.4%)
- Bbh Web Of Lies: 46.4% → 54.4% (+8.0%)
- Bbh Temporal Sequences: 44.8% → 51.6% (+6.8%)
- Bbh Logical Deduction Seven Objects: 38.8% → 45.2% (+6.4%)
- Bbh Navigate: 59.2% → 65.2% (+6.0%)
- Bbh Penguins In A Table: 45.2% → 49.3% (+4.1%)
- Bbh Date Understanding: 49.6% → 52.8% (+3.2%)
- Bbh Object Counting: 32.8% → 36.0% (+3.2%)
- Bbh Boolean Expressions: 82.0% → 84.0% (+2.0%)
Click to expand tasks where Llama 3.1 leads
- Bbh Tracking Shuffled Objects Three Objects: 36.0% vs 25.2% (Llama 3.1 leads by 10.8%)
- Musr Object Placements: 30.1% vs 25.0% (Llama 3.1 leads by 5.1%)
- Bbh Tracking Shuffled Objects Seven Objects: 26.0% vs 21.2% (Llama 3.1 leads by 4.8%)
- Musr Murder Mysteries: 56.0% vs 51.6% (Llama 3.1 leads by 4.4%)
- Bbh Reasoning About Colored Objects: 66.0% vs 64.0% (Llama 3.1 leads by 2.0%)
- Bbh Disambiguation Qa: 56.8% vs 55.2% (Llama 3.1 leads by 1.6%)
- Gpqa Diamond: 30.8% vs 29.3% (Llama 3.1 leads by 1.5%)
- Bbh Tracking Shuffled Objects Five Objects: 24.0% vs 23.2% (Llama 3.1 leads by 0.8%)
