It has inspired various applications in molecular property prediction and drug design.

We study the implicit bias of optimization in robust empirical risk minimization (robust ERM) and its connection with robust generalization.

To evaluate TSLD's efficiency, we detail training speeds and GPU memory consumption for various Our analysis of confidence disparity in token predictions, detailed in Section 4.2, extends beyond a In fact, this observed trend is consistently present across various GLM models. These errors are visualized using a heatmap plot (Fig. A2 top), For the OPT -6.7B model, quantization error is measured for the 5th and 15th layers. LLaMA-7B model, quantization errors are depicted for input sequence lengths of 128 and 512. From left to right: OPT -6.7B, LLaMA-7B, and LLaMA-2-7B. However, as we delve deeper into the layers of OPT -6.7B or introduce longer input sequences to LLaMA-7B, this phenomenon becomes less pronounced.

Generative Language Models (GLMs) have shown impressive performance in tasks such as text generation, understanding, and reasoning. However, the large model size poses challenges for practical deployment.

Therefore, our labels may contain errors. Is the dataset self-contained, or does it link to or otherwise rely on external resources (e.g., websites, tweets, other datasets)? If it links to or relies on external resources, a) are there guarantees that they will exist, and remain constant, over time; b) are there official archival versions of the complete dataset (i.e., including the external resources as they existed at the time the dataset was created); c) are there any restrictions (e.g., licenses, fees) associated with any of the external resources that might apply to a future user? Please provide descriptions of all external resources and any restrictions associated with them, as well as links or other access points, as appropriate.

Life is cautiously returning to the streets of Dilling, the second largest city in South Kordofan state, after the Sudanese army broke a suffocating siege that had isolated the area for more than two years. For months, the city had been encircled by the paramilitary Rapid Support Forces (RSF) and the Sudan People's Liberation Movement-North (SPLM-N), cutting off vital supply lines and trapping civilians in a severe humanitarian crisis. Al Jazeera Arabic's Hisham Uweit, reporting from Dilling, described a city "recovering slowly" from the economic strangulation. "For over two years, heavy siege conditions were imposed on the city. Movement disappeared, goods vanished and livelihoods narrowed," Uweit said.