The Llama 3 Herd of Models

Benchmark Model Rank Results
answerability-prediction-on-peerqaLlama-3-IT-8B-8k#3Macro F1: 0.3112
answerability-prediction-on-peerqaLlama-3-IT-8B-32k#5Macro F1: 0.2881
question-answering-on-peerqaLlama-3-IT-8B-32k#3Prometheus-2 Answer Correctness: 3.1673Rouge-L: 0.2286…
question-answering-on-peerqaLlama-3-IT-8B-8k#4Prometheus-2 Answer Correctness: 3.1102Rouge-L: 0.2295…
video-question-answering-on-perception-test-testLlama 3-V (70B)#4Accuracy: 60.8
visual-question-answering-vqa-on-textvqa-valLlama 3-V (405B)#7Accuracy: 84.8
multi-task-language-understanding-on-mmluDBRX Instruct 132B (5-shot)#20Average (%): 73.7
multi-task-language-understanding-on-mmluLlama 3.1 8B (CoT)#23Average (%): 73.0
visual-question-answering-on-docvqa-testLlama 3-V (405B)#27ANLS: 0.926
chart-question-answering-on-chartqaLlama 3-V (405B)#411:1 Accuracy: 85.8
multimodal-reasoning-on-mmmuLlama 3-V (405B)#51Accuracy: 64.5
math-word-problem-solving-on-mathLlama 3.1 (8B, Instruct)#78Accuracy: 51.9
code-generation-on-humanevalLlama 3.1 (8B, Instruct)#82Pass@1: 72.6
multi-task-language-understanding-on-mmlu-proLlama 3.1 (8B, Instruct)#120Accuracy: 48.3
arithmetic-reasoning-on-gsm8kLlama 3.1 (8B, Instruct)#125Accuracy: 84.5