作者发现LLMs在这些任务上执行的很差,这其中内在的限制可能是来自于next token prediction task。为了提高它,作者提出了一种全新的任务叫做Next Token Prediction+,这保留了原来的训练格式。 在这个任务里,作者把obfuscated code和line-shuffled code分别当作正样本和负样本。这种方法旨在改变LLM的句子嵌入的分布,同时不...
如何增强next-token prediction models在 真实机器人上执行in-context imitation learning->具体目标是 在不更新机器人底层策略参数的前提下,通过输入阶段提供的上下文信息来执行新任务 提出了In-Context Robot Transformer,一种causal transformer(自回归),可以在不依赖任何语言数据或奖励函数的情况下对sensorimotor(传感器输...
A:论文通过以下步骤来解决和讨论下一个标记预测(next-token prediction)的问题: 区分预测模式:首先,论文明确区分了自回归推理(autoregressive inference)和教师强制训练(teacher-forced training)两种不同的下一个标记预测模式,并指出现有的批评主要集中在自回归推理上,而忽略了教师强制训练可能存在的问题。 提出失败机制:...
In this paper, we explore solutions to a common sense making task in which a model must discern which of two sentences is against common sense. We used a pre-trained language model which we used to calculate perplexity scores for input to discern which sentence contained an unlikely sequence ...
现有的工作都关注基于GPT的 left-to-right 或BERT的Masked Language Model(MLM)的prompt方法(即基于token-level的prompt);本文则使用被RoBERTa等摒弃掉的NSP任务来实现,并应用在Zero-shot场景。 二、贡献: 提出NSP-BERT,基于sentence-level的pre-training任务实现prompt-learning; ...
The cancellation token. Returns Task<IPage<RedisResource>> Applies to ProductVersions Azure SDK for .NETLegacy Collaborate with us on GitHub The source for this content can be found on GitHub, where you can also create and review issues and pull requests. For more information,...
String The NextLink from the previous successful call to List operation. cancellationToken CancellationToken The cancellation token. Returns Task<IPage<QueryStatistic>> Applies to 產品版本 Azure SDK for .NETLegacy 在此文章 Definition Applies to
The operations group for this extension method. nextPageLink String The NextLink from the previous successful call to List operation. cancellationToken CancellationToken The cancellation token. Returns Task<IPage<RecordSetInner>> Applies to ProductVersions Azure SDK for .NET Legacy...
The cancellation token. Returns Task<AzureOperationResponse<IPage<DdosProtectionPlanInner>>> Exceptions CloudException Thrown when the operation returned an invalid status code SerializationException Thrown when unable to deserialize the response ValidationException Thrown ...
Sunrise 微软(中国)有限公司 员工 Next token prediction 有多强大:GPT, AD(IN-CONTEXT REINFORCEMENT LEARNING WITH ALGORITHM DISTILLATION), Othello-GPT (EMERGENT WORLD REPRESENTATIONS: EXPLORING A SEQUENCE MODEL TRAINED ON A SYNTHETIC TASK)