1. The document summarizes a research paper on developing an AI system for negotiation dialogues using end-to-end learning. 2. The system is trained on human-human negotiations to learn strategies like making offers, accepting offers, and gathering information. 3. Evaluation shows the system is better able to have coherent, long-term negotiations compared to baseline models according to metrics like perplexity and rewards from a reinforcement learning model.