"During RL training, we employ a curriculum-based rollout strategy that incrementally degrades the quality of generated documents, progressively eliciting the model’s reasoning ability by exposing it to increasingly challenging retrieval scenarios. Extensive experiments demonstrate that ZEROSEARCH effectively incentivizes the search capabilities of LLMs using a 3B LLM as

We seem to have cracked the art of distilling information in words and images using large machine learning models. However, our ability to exploit useful information in tabular data using large models is mostly missing. The upshot is that LLMs don't largely encode the knowledge from these tabular

Calibration refers to how well the predicted probabilities of an event match the actual frequencies of that event occurring. For instance, when a calibrated model predicts that an event has a 20% probability of occurring, that event occurs 20% of the time. The intuition extends to continuous values. When a