This model is based on Llama-3.1-70B-Instruct, fine-tuned on the OfficeBench for multi-step tool-use office tasks.
Training Details
Dataset: OfficeBench – an office automation benchmarks for evaluating current LLM agents' capability to address office tasks in realistic office workflows.
Training Framework: Memento-No-More – a novel framework for teaching models to internalize hints and perform multi-skill reasoning.
For detailed information on the training methodology, architecture, and evaluations, please refer to our paper:
Alakuijala, M., Gao, Y., Ananov, G., Kaski, S., Marttinen, P., Ilin, A., & Valpola, H. (2025). Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization. arXiv preprint arXiv:2502.01562.
