1、GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding 2、SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems 3、LCQMC: A Large-scale Chinese Question Matching Corpus 4、XNLI: Evaluating Cross-lingual Sentence Representations ...
BIG-bench(Big Benchmark for NLP)是一个更大规模的基准测试,旨在评估LLMs在各种NLP任务上的性能。BIG-bench涵盖了数百种任务,包括问答、对话生成、文本分类等。与GLUE、Super GLUE和MMLU不同,BIG-bench注重评估LLMs在现实世界场景中的表现,以更全面地反映模型的实际应用能力。 五、HELM基准测试 HELM(Human Evalua...
Glue数据集,全称为The General Language Understanding Evaluation benchmark,是一个用于评价任务导向的自然语言处理模型的数据集,它包含了多种下游任务,如自然语言推理、情感分析、命名实体识别、问答等。评价指标也是各任务不同的,下面我们来逐一分析。 1.自然语言推理任务的评价指标 自然语言推理任务的评价指标分为准确...
与此同时,随着NLP研究的投入增加,从ALBERT到ERNIE等多个新模型也得到了开发。 由于需要比较这些模型的性能,因此为每个任务建立了许多基准,例如SentEval和最近的General Language Understanding Evaluation benchmark (GLUE) 后者已经成为NLP中最重要的基准之一,它包含各种各样的任务,但最重要的是,因为它提供了人类和模型性...
(Ping An Technology) set a world record in the prestigious General Language Understanding Evaluation (GLUE) benchmark for Natural Language Processing (NLP). As of 30 March 2020, Ping An Technology’s record-breaking score of 90.6 is the highest in the world, with Baidu ...
Language Understanding Evaluation benchmark for Chinese: datasets, baselines, pre-trained models, corpus and leaderboard 中文语言理解测评基准,包括代表性的数据集、基准(预训练)模型、语料库、排行榜。 我们会选择一系列有一定代表性的任务对应的数据集,做为我们测试基准的数据集。这些数据集会覆盖不同的任务、数...
The General Language Understanding Evaluation (GLUE) benchmark is a collection of resources for training, evaluating, and analyzing natural language understanding systems.
The General Language Understanding Evaluation (GLUE) is a well-known benchmark consisting of nine NLU tasks, including question answering, sentiment analysis, text similarity and textual entailment; it is considered well-designed for evaluating the generalization and robustness of NLU models. Since...
LexGLUE: A Benchmark Dataset for Legal Language Understanding in English 2021 4 BigBird 70.5 / 63.888.1 / 76.671.7 / 61.471.8 / 56.687.7 / 82.187.7 / 80.270.4 LexGLUE: A Benchmark Dataset for Legal Language Understanding in English ...
General Language Understanding Evaluation (GLUE) benchmark is a collection of nine natural language understanding tasks, including single-sentence tasks CoLA and SST-2, similarity and paraphrasing tasks MRPC, STS-B and QQP, and natural language inference tasks MNLI, QNLI, RTE and WNLI. Source:...