文章忽略掉 AI 系统内部信息处理的具体差异,从以用户为中心的角度出发,关注于反馈呈现给系统的形式,将反馈的形式进行了区分:奖励 (Reward),演示 (Demonstration),比较 (Comparison)。 奖励:奖励是对人工智能系统单个输出的独立和绝对的评估,以标量分数表示。这种形式的反馈,优势在于引导算法自行探索出最优的策略。然而...
human judgments. To facilitate future research on more robust large language model comparison, we integrate the techniques in the paper into an easy-to-use toolkit FairEval, along with the human annotations. https://arxiv.org/abs/2305.17926 [SI] Twitter's Algorithm: Amplifying Anger, Animosity,...
comparison corpus, evaluation, and detection. arXiv preprint arXiv:2301.07597, 2023. [2] Robin Jia and Percy Liang. Adversarial examples for evaluating reading comprehension systems. In EMNLP, 2017. [3] Irene Solaiman, Miles Brundage, Jack Clark, Amanda Askell, Ariel Herbert-Voss, Jeff Wu, Al...
but their propensity for delivering incorrect information raises significant concern about their usefulness in their current state. Here, we formally test how quickly and accurately an LLM performs in comparison to a human reviewer when tasked
Fig. 4. A comparison of the attention patterns in three mainstream architectures. Here, the blue, green, yellow and grey rounded rectangles indicate the attention between prefix tokens, attention between prefix and target tokens, attention between target tokens, and masked attention respectively. ...
The best AI writing software – comparison TLDR; Rytr– Best for most users. Frase– Best AI SEO writer. #1 – Rytr Rytris the best AI writing software for most users. It offers superb value for money, with an unlimited plan that’s available at a fraction of the price of most comp...
3.6.1. Comparison of before and after quantization ModelSize(GB)Inference Speed(tokens/s)C-EvalCMMLUMMLURACEHellaSwag OrionStar-14B-Base28.013572.870.670.093.378.5 OrionStar-14B-Base-Int48.317871.869.869.293.178.0 4. Model Inference Model weights, source code, and configuration needed for inference ...
Performance Comparison (3rd May 2024) Task:Devise a machine learning model to predict the survival of passengers on the Titanic. The output should include the accuracy of the model and visualizations of the confusion matrix, correlation matrix, and other relevant metrics. ...
·[184] J. Hu, S. Floyd, O. Jouravlev, E. Fedorenko, and E. Gibson.A fine-grained comparison of pragmatic language understanding in humans and language models.In A. Rogers, J. Boyd-Graber, and N. Okazaki, editors, Proceedings of the 61st Annual Meeting of the Association for Computa...
RL Stage：在RL的Stage中也有三个阶段 AI Comparison Evaluations → Preference Model（PM） → ...