ResearchBenchmarksNext Location Prediction on GeolifeNext Location Prediction on GeolifeFollow58.51AccuracyMoBLLM24.803633.554342.30551.0557Mar 19, 2025Evaluation resultsMethodMethodLinksAccuracyF1 ScoreMoBLLMMode=PEFT Fine-tunedMode=PEFT Fine-tuned2025.0358.5153.94LLM-MobMode=Zero-shot CoTMode=Zero-shot CoT2025.0345.140.4MHSAMode=Supervised TrainingMode=Supervised Training2025.0331.421.8MobTCastMode=Supervised TrainingMode=Supervised Training2025.0329.517.3DeepMoveMode=Supervised TrainingMode=Supervised Training2025.0326.118.9