Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing

7 October 2023

Papers citing "Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing"

39 / 39 papers shown

Title
A Unified Continual Learning Framework with General Parameter-Efficient Tuning Qiankun Gao Chen Zhao Yifan Sun Teng Xi Gang Zhang Guohao Li Shuai Liu CLL 66 94 0 17 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.1K 14,179 0 15 Mar 2023
Specializing Smaller Language Models towards Multi-Step Reasoning Yao Fu Hao-Chun Peng Litu Ou Ashish Sabharwal Tushar Khot ReLM LRM 86 256 0 30 Jan 2023
Learn from Yesterday: A Semi-Supervised Continual Learning Method for Supervision-Limited Text-to-SQL Task Streams Yongrui Chen Xinnan Guo Tongtong Wu Guilin Qi Yongqian Li Yang Dong CLL AI4TS 44 7 0 21 Nov 2022
In-Context Learning for Few-Shot Dialogue State Tracking Yushi Hu Chia-Hsuan Lee Tianbao Xie Tao Yu Noah A. Smith Mari Ostendorf BDL 79 61 0 16 Mar 2022
HIE-SQL: History Information Enhanced Network for Context-Dependent Text-to-SQL Semantic Parsing Yanzhao Zheng Haibin Wang B. Dong Xingjun Wang Changshan Li 56 33 0 14 Mar 2022
Continual Prompt Tuning for Dialog State Tracking Qi Zhu Bing Li Fei Mi Xiaoyan Zhu Minlie Huang CLL KELM 52 59 0 13 Mar 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 84 769 0 16 Dec 2021
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 192 488 0 29 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 285 161 0 15 Oct 2021
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Shafiq Joty CLL 207 103 0 14 Oct 2021
Leveraging Table Content for Zero-shot Text-to-SQL with Meta-Learning Yongrui Chen Xinnan Guo Chaojie Wang Jian Qiu Guilin Qi Meng Wang Huiying Li LMTD VLM 40 10 0 12 Sep 2021
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers Zhuang Li Zhuang Li Gholamreza Haffari CLL 71 15 0 11 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 186 387 0 10 Sep 2021
LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations Ruisheng Cao Lu Chen Zhi Chen Yanbin Zhao Su Zhu Kai Yu 39 164 0 02 Jun 2021
SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising K. Xuan Yongbo Wang Yongliang Wang Zujie Wen Yang Dong VLM 55 52 0 17 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 509 4,021 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 355 1,370 0 17 Jan 2021
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems Fei Mi Liangwei Chen Mengjie Zhao Minlie Huang Boi Faltings CLL KELM 41 70 0 02 Oct 2020
GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing Tao Yu Chien-Sheng Wu Xi Lin Bailin Wang Y. Tan Xinyi Yang Dragomir R. Radev R. Socher Caiming Xiong LMTD 78 254 0 29 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 615 41,736 0 28 May 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 52 301 0 15 Apr 2020
RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson 75 589 0 10 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 369 20,053 0 23 Oct 2019
CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases Tao Yu Rui Zhang H. Er Suyi Li Eric Xue ... Vincent Zhang Caiming Xiong R. Socher Walter S. Lasecki Dragomir R. Radev 48 230 0 11 Sep 2019
Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions Rui Zhang Tao Yu H. Er Sungrok Shim Eric Xue Xi Lin Tianze Shi Caiming Xiong R. Socher Dragomir R. Radev 59 147 0 02 Sep 2019
Zero-shot Text-to-SQL Learning with Auxiliary Task Shuaichen Chang Pengfei Liu Yun Tang Jing-ling Huang Xiaodong He Bowen Zhou 43 31 0 29 Aug 2019
Text-to-SQL Generation for Question Answering on Electronic Medical Records Ping Wang Tian Shi Chandan K. Reddy 37 102 0 28 Jul 2019
SParC: Cross-Domain Semantic Parsing in Context Tao Yu Rui Zhang Michihiro Yasunaga Y. Tan Xi Lin ... Jonathan Kraft Vincent Zhang Caiming Xiong R. Socher Dragomir R. Radev 62 188 0 05 Jun 2019
Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation Jiaqi Guo Zecheng Zhan Yan Gao Yan Xiao Jian-Guang Lou Ting Liu Dongmei Zhang 56 381 0 20 May 2019
Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang CLL 63 133 0 06 Mar 2019
A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization Wonseok Hwang Ji-Yoon Yim Seunghyun Park Minjoon Seo 62 230 0 04 Feb 2019
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 83 1,222 0 24 Sep 2018
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Noam M. Shazeer Mitchell Stern ODL 72 1,043 0 11 Apr 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 93 1,074 0 04 Jan 2018
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning Victor Zhong Caiming Xiong R. Socher RALM 93 1,193 0 31 Aug 2017
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation Daniel Cer Mona T. Diab Eneko Agirre I. Lopez-Gazpio Lucia Specia 344 1,880 0 31 Jul 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 317 7,478 0 02 Dec 2016
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 100 784 0 03 Aug 2015