Measuring Consistency in Text-based Financial Forecasting Models

v1v2 (latest)

Measuring Consistency in Text-based Financial Forecasting Models

15 May 2023

Yue Zhang

ArXiv (abs)PDF HTML Github (16★)

Papers citing "Measuring Consistency in Text-based Financial Forecasting Models"

15 / 15 papers shown

Title
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 95 66 0 21 Oct 2022
NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-task Financial Forecasting Linyi Yang Jiazheng Li Ruihai Dong Yue Zhang Barry Smyth AI4TS 38 39 0 05 Jan 2022
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 89 244 0 02 Sep 2021
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 331 370 0 01 Feb 2021
Robustness to Spurious Correlations via Human Annotations Megha Srivastava Tatsunori Hashimoto Percy Liang CML OOD 51 90 0 13 Jul 2020
FinBERT: A Pretrained Language Model for Financial Communications Yi Yang Mark Christopher Siy Uy Allen H Huang AIFin AI4CE 78 237 0 15 Jun 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 210 1,110 0 08 May 2020
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering Akari Asai Hannaneh Hajishirzi NAI 97 117 0 21 Apr 2020
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations Oana-Maria Camburu Brendan Shillingford Pasquale Minervini Thomas Lukasiewicz Phil Blunsom AAML GAN 79 97 0 07 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 257 7,554 0 02 Oct 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 98 570 0 26 Sep 2019
FinBERT: Financial Sentiment Analysis with Pre-trained Language Models Dogu Araci AIFin 122 647 0 27 Aug 2019
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Di Jin Zhijing Jin Qiufeng Wang Peter Szolovits SILM AAML 191 1,088 0 27 Jul 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 689 24,557 0 26 Jul 2019
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 158 1,180 0 06 Mar 2018

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.