Realistic Data Augmentation Framework for Enhancing Tabular Reasoning

23 October 2022

Vivek Gupta

Papers citing "Realistic Data Augmentation Framework for Enhancing Tabular Reasoning"

33 / 33 papers shown

Title
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 220 27 0 25 Jan 2024
LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework Mengjie Zhao Fei Mi Yasheng Wang Minglei Li Xin Jiang Qun Liu Hinrich Schütze RALM 61 11 0 14 Dec 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 216 54 0 15 Jul 2021
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training Gowthami Somepalli Micah Goldblum Avi Schwarzschild C. Bayan Bruss Tom Goldstein LMTD 85 325 0 02 Jun 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance Fengbin Zhu Wenqiang Lei Youcheng Huang Chao Wang Shuo Zhang Jiancheng Lv Fuli Feng Tat-Seng Chua AIMat 100 293 0 17 May 2021
TABBIE: Pretrained Representations of Tabular Data H. Iida Dung Ngoc Thai Varun Manjunatha Mohit Iyyer LMTD SSL VLM 65 174 0 06 May 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 129 745 0 18 Apr 2021
Capturing Row and Column Semantics in Transformer Based Question Answering over Tables Michael R. Glass Mustafa Canim A. Gliozzo Saneem A. Chemmengath Vishwajeet Kumar Rishav Chakravarti Avirup Sil FeiFei Pan Samarth Bharadwaj Nicolas Rodolfo Fauceglia LMTD 45 54 0 16 Apr 2021
Incorporating External Knowledge to Enhance Tabular Reasoning J. Neeraja Vivek Gupta Vivek Srikumar LMTD 41 38 0 09 Apr 2021
TAPAS at SemEval-2021 Task 9: Reasoning over tables with intermediate pre-training Thomas Müller Julian Martin Eisenschlos Syrine Krichene LMTD 51 15 0 02 Apr 2021
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko Michael Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 241 88 0 29 Dec 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Wenjie Wang William W. Cohen LMTD RALM 70 200 0 20 Oct 2020
Understanding tables with intermediate pre-training Julian Martin Eisenschlos Syrine Krichene Thomas Müller LMTD 113 121 0 01 Oct 2020
DART: Open-Domain Structured Data Record to Text Generation Linyong Nan Dragomir R. Radev Rui Zhang Amrit Rau Abhinand Sivaprasad ... Y. Tan Xi Lin Caiming Xiong R. Socher Nazneen Rajani 41 202 0 06 Jul 2020
Summarizing and Exploring Tabular Data in Conversational Search Shuo Zhang Zhuyun Dai K. Balog Jamie Callan RALM LMTD 58 40 0 23 May 2020
INFOTABS: Inference on Tables as Semi-structured Data Vivek Gupta Maitrey Mehta Pegah Nokhiz Vivek Srikumar LMTD 48 108 0 13 May 2020
Logic2Text: High-Fidelity Natural Language Generation from Logical Forms Zhiyu Zoey Chen Wenhu Chen Hanwen Zha Xiyou Zhou Yunkai Zhang Sairam Sundaresan William Yang Wang NAI 58 66 0 30 Apr 2020
ToTTo: A Controlled Table-To-Text Generation Dataset Ankur P. Parikh Xuezhi Wang Sebastian Gehrmann Manaal Faruqui Bhuwan Dhingra Diyi Yang Dipanjan Das LMTD 81 364 0 29 Apr 2020
Logical Natural Language Generation from Open-Domain Tables Wenhu Chen Jianshu Chen Yunde Su Zhiyu Zoey Chen William Yang Wang LMTD 62 158 0 22 Apr 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data Wenhu Chen Hanwen Zha Zhiyu Zoey Chen Wenhan Xiong Hong Wang Wenjie Wang 57 302 0 15 Apr 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 88 650 0 05 Apr 2020
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model Wenhan Xiong Jingfei Du William Yang Wang Veselin Stoyanov SSL KELM 87 201 0 20 Dec 2019
Diversify Your Datasets: Analyzing Generalization via Controlled Variance in Adversarial Datasets Ohad Rozen Vered Shwartz Roee Aharoni Ido Dagan AAML 61 38 0 21 Oct 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 84 569 0 26 Sep 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 344 6,448 0 26 Sep 2019
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 88 505 0 05 Sep 2019
Are We Modeling the Task or the Annotator? An Investigation of Annotator Bias in Natural Language Understanding Datasets Mor Geva Yoav Goldberg Jonathan Berant 320 325 0 21 Aug 2019
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval Li Deng Shuo Zhang K. Balog LMTD DRL 37 112 0 31 May 2019
Analyzing Compositionality-Sensitivity of NLI Models Yixin Nie Yicheng Wang Joey Tianyi Zhou CoGe 52 82 0 16 Nov 2018
Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task Tao Yu Rui Zhang Kai-Chou Yang Michihiro Yasunaga Dongxu Wang ... Irene Li Qingning Yao Shanelle Roman Zilin Zhang Dragomir R. Radev RALM 85 1,229 0 24 Sep 2018
Breaking NLI Systems with Sentences that Require Simple Lexical Inferences Max Glockner Vered Shwartz Yoav Goldberg NAI 72 366 0 06 May 2018
Hypothesis Only Baselines in Natural Language Inference Adam Poliak Jason Naradowsky Aparajita Haldar Rachel Rudinger Benjamin Van Durme 227 579 0 02 May 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 140 1,177 0 06 Mar 2018