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Recent advancements in Large Language Models (LLMs) have markedly enhanced the interpretation and processing of tabular data, introducing previously unimaginable capabilities.
Language Models are Few-Shot Learners
Brown, T.; Mann, B.; Ryder, N.; Subbiah, M.; Kaplan, J. D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al. 2020 · 1901
Earlier work this paper cites.
ROUGE: A Package for Automatic Evaluation of Summaries
Lin, C.-Y. 2004 · 2004
Earlier work this paper cites.
Pearson correlation coefficient
Cohen, I.; Huang, Y.; Chen, J.; Benesty, J.; Benesty, J.; Chen, J.; Huang, Y.; and Cohen, I. 2009 · 2009
Earlier work this paper cites.
Compositional Semantic Parsing on Semi-Structured Tables
Pasupat, P.; and Liang, P. 2015 · 2015
Earlier work this paper cites.
Search-based neural structured learning for sequential question answering
Iyyer, M.; Yih, W.-t.; and Chang, M.-W. 2017 · 2017
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Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning
Zhong, V.; Xiong, C.; and Socher, R. 2017 · 2017
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Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task
Yu, T.; Zhang, R.; Yang, K.; Yasunaga, M.; Wang, D.; Li, Z.; Ma, J.; Li, I.; Yao, Q.; Roman, S.; et al. 2018 · 2018
Earlier work this paper cites.
Answering Conversational Questions on Structured Data without Logical Forms
Mueller, T.; Piccinno, F.; Shaw, P.; Nicosia, M.; and Altun, Y. 2019 · 2019
Earlier work this paper cites.
TabFact: A Large-scale Dataset for Table-based Fact Verification
Chen, W.; Wang, H.; Chen, J.; Zhang, Y.; Wang, H.; Li, S.; Zhou, X.; and Wang, W. Y. 2020 · 2020
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ToTTo: A Controlled Table-To-Text Generation Dataset
Parikh, A.; Wang, X.; Gehrmann, S.; Faruqui, M.; Dhingra, B.; Yang, D.; and Das, D. 2020 · 2020
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FinQA: A Dataset of Numerical Reasoning over Financial Data
Chen, Z.; Chen, W.; Smiley, C.; Shah, S.; Borova, I.; Langdon, D.; Moussa, R.; Beane, M.; Huang, T.-H.; Routledge, B. R.; et al. 2021c · 2021
Earlier work this paper cites.
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance
Zhu, F.; Lei, W.; Huang, Y.; Wang, C.; Zhang, S.; Lv, J.; Feng, F.; and Chua, T.-S. 2021 · 2021
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Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Chen, W.; Ma, X.; Wang, X.; and Cohen, W. W. 2022 · 2022
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A survey for in-context learning
Dong, Q.; Li, L.; Dai, D.; Zheng, C.; Wu, Z.; Chang, B.; Sun, X.; Xu, J.; and Sui, Z. 2022 · 2022
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A survey on table question answering: recent advances
Jin, N.; Siebert, J.; Li, D.; and Chen, Q. 2022 · 2022
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AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry
Katsis, Y.; Chemmengath, S.; Kumar, V.; Bharadwaj, S.; Canim, M.; Glass, M.; Gliozzo, A.; Pan, F.; Sen, J.; Sankaranarayanan, K.; et al. 2022 · 2022
Earlier work this paper cites.
The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking
Li, Y.; Zhou, Q.; Li, Y.; Li, Z.; Liu, R.; Sun, R.; Wang, Z.; Li, C.; Cao, Y.; and Zheng, H. 2022a · 2022
Cited alongside, same era.
FeTaQA: Free-form table question answering
Nan, L.; Hsieh, C.; Mao, Z.; Lin, X. V.; Verma, N.; Zhang, R.; Kryściński, W.; Schoelkopf, H.; Kong, R.; Tang, X.; et al. 2022 · 2022
Cited alongside, same era.
Training language models to follow instructions with human feedback
Ouyang, L.; Wu, J.; Jiang, X.; Almeida, D.; Wainwright, C.; Mishkin, P.; Zhang, C.; Agarwal, S.; Slama, K.; Ray, A.; et al. 2022 · 2022
Cited alongside, same era.
Chain-of-thought prompting elicits reasoning in large language models
Wei, J.; Wang, X.; Schuurmans, D.; Bosma, M.; Xia, F.; Chi, E.; Le, Q. V.; Zhou, D.; et al. 2022 · 2022
Cited alongside, same era.
Anil, R.; Dai, A. M.; Firat, O.; Johnson, M.; Lepikhin, D.; Passos, A.; Shakeri, S.; Taropa, E.; Bailey, P.; Chen, Z.; et al. 2023 · 2023
Large Language Models are Complex Table Parsers
Zhao, B.; Ji, C.; Zhang, Y.; He, W.; Wang, Y.; Wang, Q.; Feng, R.; and Zhang, X. 2023 · 2023
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Yi: Open Foundation Models by 01.AI
AI, .; :; Young, A.; Chen, B.; Li, C.; Huang, C.; Zhang, G.; Zhang, G.; Li, H.; et al. 2024 · 2024
Closest in time.
McEval: Massively Multilingual Code Evaluation
Chai, L.; Liu, S.; Yang, J.; Yin, Y.; Jin, K.; Liu, J.; Sun, T.; Zhang, G.; Ren, C.; Guo, H.; Wang, Z.; Wang, B.; Wu, X.; Wang, B.; Li, T.; Yang, L.; Duan, S.; and Li, Z. 2024 · 2024
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DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
DeepSeek-AI; :; Bi, X.; Chen, D.; Chen, G.; Chen, S.; Dai, D.; Deng, C.; Ding, H.; Dong, K.; Du, Q.; Fu, Z.; Gao, H.; et al. 2024 · 2024
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ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools
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Bai, J.; Bai, S.; Chu, Y.; Cui, Z.; Dang, K.; Deng, X.; Fan, Y.; Ge, W.; Han, Y.; et al. 2023 · 2023
Cited alongside, same era.
He, X.; Zhou, M.; Xu, X.; Ma, X.; Ding, R.; Du, L.; et al. 2023 · 2023
Cited alongside, same era.
Tabllm: Few-shot classification of tabular data with large language models
Hegselmann, S.; Buendia, A.; Lang, H.; Agrawal, M.; Jiang, X.; and Sontag, D. 2023 · 2023
Cited alongside, same era.
Jiang, A. Q.; Sablayrolles, A.; Mensch, A.; Bamford, C.; Chaplot, D. S.; de las Casas, D.; Bressand, F.; Lengyel, G.; Lample, G.; et al. 2023 · 2023
Cited alongside, same era.
TableQAKit: A Comprehensive and Practical Toolkit for Table-based Question Answering
Lei, F.; Luo, T.; Yang, P.; Liu, W.; Liu, H.; Lei, J.; Huang, Y.; Wei, Y.; He, S.; Zhao, J.; and Liu, K. 2023 · 2023
Cited alongside, same era.
Tabular Representation, Noisy Operators, and Impacts on Table Structure Understanding Tasks in LLMs
Singha, A.; Cambronero, J.; Gulwani, S.; Le, V.; and Parnin, C. 2023 · 2023
Cited alongside, same era.
Exploring Chain of Thought Style Prompting for Text-to-SQL
Tai, C.-Y.; Chen, Z.; Zhang, T.; Deng, X.; and Sun, H. 2023 · 2023
Cited alongside, same era.
GLM, T.; :; Zeng, A.; Xu, B.; Wang, B.; Zhang, C.; Yin, D.; Zhang, D.; Rojas, D.; Feng, G.; Zhao, H.; Lai, H.; et al. 2024 · 2024
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Grattafiori, A.; Dubey, A.; Jauhri, A.; Pandey, A.; Kadian, A.; Al-Dahle, A.; Letman, A.; Mathur, A.; Schelten, A.; Vaughan, A.; et al. 2024 · 2024
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DeepSeek-Coder: When the Large Language Model Meets Programming – The Rise of Code Intelligence
Guo, D.; Zhu, Q.; Yang, D.; Xie, Z.; Dong, K.; Zhang, W.; Chen, G.; Bi, X.; Wu, Y.; Li, Y. K.; Luo, F.; Xiong, Y.; and Liang, W. 2024 · 2024
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LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles
Huang, S.; Ma, S.; Li, Y.; Huang, M.; Zou, W.; Zhang, W.; and Zheng, H. 2024 · 2024
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Towards Real-World Writing Assistance: A Chinese Character Checking Benchmark with Faked and Misspelled Characters
Li, Y.; Xu, Z.; Chen, S.; Huang, H.; Li, Y.; Ma, S.; Jiang, Y.; Li, Z.; Zhou, Q.; Zheng, H.; and Shen, Y. 2024a · 2024
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Large Language Model for Table Processing: A Survey
Lu, W.; Zhang, J.; Zhang, J.; and Chen, Y. 2024 · 2024
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OpenAI; Achiam, J.; Adler, S.; Agarwal, S.; Ahmad, L.; Akkaya, I.; Aleman, F. L.; Almeida, D.; Altenschmidt, J.; Altman, S.; Anadkat, S.; Avila, R.; Babuschkin, I.; Balaji, S.; Balcom, V.; et al. 2024 · 2024
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Code Llama: Open Foundation Models for Code
Rozière, B.; Gehring, J.; Gloeckle, F.; Sootla, S.; Gat, I.; Tan, X. E.; Adi, Y.; Liu, J.; Sauvestre, R.; Remez, T.; Rapin, J.; et al. 2024 · 2024
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MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Wang, B.; Ren, C.; Yang, J.; Liang, X.; Bai, J.; Chai, L.; Yan, Z.; Zhang, Q.-W.; Yin, D.; Sun, X.; and Li, Z. 2024 · 2024
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Yang, A.; Yang, B.; Hui, B.; Zheng, B.; Yu, B.; Zhou, C.; Li, C.; Li, C.; Liu, D.; Huang, F.; Dong, G.; Wei, H.; et al. 2024 · 2024
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StructLM: Towards Building Generalist Models for Structured Knowledge Grounding
Zhuang, A.; Zhang, G.; Zheng, T.; Du, X.; Wang, J.; Ren, W.; Huang, S. W.; Fu, J.; Yue, X.; and Chen, W. 2024 · 2024
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