LFM2 Technical Report

Benchmark Model Rank Results
instruction-following-on-multi-ifLFM2-8B-A1B#9Accuracy: 58.19
visual-question-answering-vqa-on-seed-seedbenchLFM2-VL-3B#10Accuracy: 76.55
visual-question-answering-vqa-on-mmeLFM2-VL-3B#12Score: 2051
multi-task-language-understanding-on-mmmluLFM2-8B-A1B (0-shot)#14Accuracy: 55.26
multi-task-language-understanding-on-mmluLFM2-8B-A1B (5-shot)#40Average (%): 64.84
visual-question-answering-vqa-on-blinkLFM2-VL-3B#44Accuracy: 51.03
visual-question-answering-vqa-on-realworldqaLFM2-VL-3B#44Accuracy: 71.37
instruction-following-on-ifbenchLFM2-8B-A1B#47Accuracy: 25.85
optical-character-recognition-ocr-on-ocrbenchLFM2-VL-3B#47Score: 822
visual-question-answering-on-mm-vetLFM2-VL-1.6B#76GPT-4 score: 48.07
vision-language-understanding-on-mmstarLFM2-VL-3B#85Accuracy: 57.73
multimodal-reasoning-on-mathvistaLFM2-VL-3B#91Accuracy: 62.20
multimodal-reasoning-on-mmmuLFM2-VL-3B#110Accuracy: 45.33
arithmetic-reasoning-on-gsm8kLFM2-8B-A1B (5-shot)#121Accuracy: 84.38
multi-task-language-understanding-on-mmlu-proLFM2-8B-A1B (5-shot CoT)#124Accuracy: 37.42
multiple-choice-question-answering-mcqa-on-gpqa-diamondLFM2-8B-A1B (0-shot)#132Accuracy: 29.29