Taiwanese politics increasingly revolves around one crucial question: Will China invade? China's ruling party has wanted to seize Taiwan for more than half a century. But in recent years, China's leader, Xi Jinping, has placed greater emphasis on the idea of "taking back" the island (which the Chinese Communist Party, or CCP, has never controlled). Many in Taiwan and elsewhere think one major deterrent has to do with the island's critical role in semiconductor manufacturing. Taiwan produces the majority of the world's semiconductors and more than 90% of the most advanced chips needed for AI applications.

Gym tasks are shown below in Table 8. Hyperparameter V alue Number of layers 3 Number of attention heads 1 Embedding dimension 128 Nonlinearity function ReLU Batch size 64 Context length K 20 HalfCheetah, Hopper, Walker 5 Reacher Return-to-go conditioning 6000 HalfCheetah 3600 Hopper 5000 Walker 50 Reacher Dropout 0 . 1 Learning rate 10 As briefly mentioned in Section 4.2, we found previously reported behavior cloning baselines to be The percentile behavior cloning experiments use the same hyperparameters. We give details of the illustrative example discussed in the introduction. The action is the integer index of the graph node to move to next. In this environment, we use the GPT model as described in Section 3 to generate both actions and return-to-go tokens.

OpenAI's decision to replace 4o with the more straightforward GPT-5 follows a steady drumbeat of news about the potentially harmful effects of extensive chatbot use. Reports of incidents in which ChatGPT sparked psychosis in users have been everywhere for the past few months, and in a blog post last week, OpenAI acknowledged 4o's failure to recognize when users were experiencing delusions. The company's internal evaluations indicate that GPT-5 blindly affirms users much less than 4o did. AI companionship is new, and there's still a great deal of uncertainty about how it affects people. Yet the experts we consulted warned that while emotionally intense relationships with large language models may or may not be harmful, ripping those models away with no warning almost certainly is.

This appendix is organized as follows. In Section A (referred by CheckList), we discuss the societal impact. In Section B.1 (referred by Section 4.1), we summarize the statistics of the datasets used in In Section B.2 (referred by Section 4), we introduce the pre-training and model adaptation In Section B.3, we provide zero-shot retrieval comparison by introducing knowledge. In Section B.4, we provide quantitative analysis on how external knowledge benefit transfer. In Section B.5 (referred by Section 4.2 and 4.3), we provide more visualizations of success In Section B.6, we provide more object detection results by training on larger dataset for We do not anticipate a specific negative impact, but, as with any Machine Learning method, we recommend to exercise caution.

Our code is available at https://github.com/microsoft/klite .

One key failure case was answers in the form of "the answer must be something that is ." Q: What might someone get from learning about science? Answer Choices: (a) headache (b) see things differently (c) increased knowledge (d) accidents (e) appreciation of nature A: The answer must be something that someone would get from learning about science. Learning about science would increase knowledge. Therefore, the answer is increased knowledge (c). These rationales, while perhaps useful to the model, read to us as opaque and unexplanatory. Sometimes the model will imply the answer that it has chosen in its question. Q: The christian rock band was on a large stage, the singer's foot got caught on a wire and he had a small what? Answer Choices: (a) commit sin (b) fail (c) disobey (d) stumble (e) boo boo A: The answer must be something that would cause the singer to stumble. The singer's foot got caught on a wire, so he would stumble.

Generating step-by-step "chain-of-thought" rationales improves language model

Pre-trained vision-language models (e.g., CLIP) have shown promising zero-shot