NumGPT: Improving Numeracy Ability of Generative Pre-trained Models

NumGPT: Improving Numeracy Ability of Generative Pre-trained Models

7 September 2021

Xin Jiang

Qun Liu

Huamin Qu

Papers citing "NumGPT: Improving Numeracy Ability of Generative Pre-trained Models"

15 / 15 papers shown

Title
Gem: Gaussian Mixture Model Embeddings for Numerical Feature Distributions Hafiz Tayyab Rauf Alex Bogatu N. Paton André Freitas 18 0 0 09 Oct 2024
Is larger always better? Evaluating and prompting large language models for non-generative medical tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng Lifang Liang Yasha Wang Chengwei Pan Ewen M. Harrison Liantao Ma ELM LM&MA AI4MH 51 2 0 26 Jul 2024
Numbers Matter! Bringing Quantity-awareness to Retrieval Systems Satya Almasian Milena Bruseva Michael Gertz 20 0 0 14 Jul 2024
Exploring Internal Numeracy in Language Models: A Case Study on ALBERT Ulme Wennberg G. Henter MILM 33 1 0 25 Apr 2024
Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data Yinghao Zhu Zixiang Wang Junyi Gao Yuning Tong Jingkun An Weibin Liao Ewen M. Harrison Liantao Ma Chengwei Pan LM&MA 41 8 0 25 Jan 2024
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 37 21 0 03 Nov 2023
Movie Box Office Prediction With Self-Supervised and Visually Grounded Pretraining Qin Chao Eunsoo Kim Boyang Albert Li 13 1 0 20 Apr 2023
Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models Alberto Testolin AIMat 25 19 0 14 Mar 2023
Tree-Based Representation and Generation of Natural and Mathematical Language Alexander Scarlatos Andrew S. Lan 6 18 0 15 Feb 2023
Do Language Models Understand Measurements? Sungjin Park Seung-kook Ryu E. Choi ReLM LRM 34 4 0 23 Oct 2022
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Alessandro Stolfo Zhijing Jin Kumar Shridhar Bernhard Schölkopf Mrinmaya Sachan ELM OOD LRM 30 61 0 21 Oct 2022
Unsupervised Numerical Reasoning to Extract Phenotypes from Clinical Text by Leveraging External Knowledge Ashwani Tanwar Jingqing Zhang Julia Ive Vibhor Gupta Yike Guo 9 3 0 19 Apr 2022
Masked Measurement Prediction: Learning to Jointly Predict Quantities and Units from Textual Context Daniel M. Spokoyny Ivan Lee Zhao Jin Taylor Berg-Kirkpatrick 8 8 0 16 Dec 2021
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining Zhoujun Cheng Haoyu Dong Ran Jia Pengfei Wu Shi Han Fan Cheng Dongmei Zhang AIMat ReLM LMTD LRM 22 27 0 15 Sep 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,950 0 20 Apr 2018