paper-with-me

Papers Winowhy

“Winowhy” 태그가 달린 논문 5편 · 필터 해제

PaLM: Scaling Language Modeling with Pathways

2022-04-05 · Google Research 2022 4 · Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma 외

Large language models have been shown to achieve remarkable performance across a variety of natural language tasks using few-shot learning, which drastically reduces the number of task-specific training examples needed t…

Auto DebuggingCode GenerationCommon Sense ReasoningCoreference Resolution+19

Training Compute-Optimal Large Language Models

2022-03-29 · Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya 외

We investigate the optimal model size and number of tokens for training a transformer language model under a given compute budget. We find that current large language models are significantly undertrained, a consequence …

AnachronismsAnalogical SimilarityAnalytic EntailmentCausal Judgment+69

Scaling Language Models: Methods, Analysis & Insights from Training Gopher

2021-12-08 · NA 2021 12 · Jack W. Rae, Sebastian Borgeaud, Trevor Cai, Katie Millican 외

Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world. In this paper, we present an analysis o…

Abstract AlgebraAnachronismsAnalogical SimilarityAnalytic Entailment+143

Improving Unsupervised Commonsense Reasoning Using Knowledge-Enabled Natural Language Inference

2021-11-01 · Findings (EMNLP) 2021 11 · Canming Huang, Weinan He, Yongmei Liu

Recent methods based on pre-trained language models have shown strong supervised performance on commonsense reasoning. However, they rely on expensive data annotation and time-consuming training. Thus, we focus on unsupe…

Natural Language InferenceTransfer LearningWinowhy

WinoWhy: A Deep Diagnosis of Essential Commonsense Knowledge for Answering Winograd Schema Challenge

2020-05-12 · ACL 2020 6 · Hongming Zhang, Xinran Zhao, Yangqiu Song

In this paper, we present the first comprehensive categorization of essential commonsense knowledge for answering the Winograd Schema Challenge (WSC). For each of the questions, we invite annotators to first provide reas…

Winowhy
1–5 / 5