DeepRetrieval is a novel approach that uses reinforcement learning (RL) to train Large Language Models (LLMs) for query generation without requiring supervised data. Instead of relying on expensive human-annotated or distilled reference queries, DeepRetrieval enables LLMs to learn through direct trial and error, using retrieval metrics as rewards.
No Supervision Required: Eliminates the need for expensive human-annotated or… See the full description on the dataset page:
https://huggingface.co/datasets/DeepRetrieval/datasets.
