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The proliferation of large language models (LLMs) has revolutionized the capabilities of natural language interfaces (NLIs) for data analysis.
A multi-modal natural language interface to an information visualization environment
K. Cox, R. E. Grinter, S. L. Hibino, L. J. Jagadeesan, and D. Mantilla · 2001
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Cross-filtered views for multidimensional visual analysis
C. Weaver · 2009
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Datatone: Managing ambiguity in natural language interfaces for data visualization
T. Gao, M. Dontcheva, E. Adar, Z. Liu, and K. G. Karahalios · 2015
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Prediction of users’ learning curves for adaptation while using an information visualization
S. Lallé, D. Toker, C. Conati, and G. Carenini · 2015
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Sensepath: Understanding the sensemaking process through analytic provenance
P. H. Nguyen, K. Xu, A. Wheat, B. W. Wong, S. Attfield, and B. Fields · 2015
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Characterizing provenance in visualization and data analysis: An organizational framework of provenance types and purposes
E. D. Ragan, A. Endert, J. Sanyal, and J. Chen · 2015
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Guidelines for effective usage of text highlighting techniques
H. Strobelt, D. Oelke, B. C. Kwon, T. Schreck, and H. Pfister · 2015
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Asknow: A framework for natural language query formalization in sparql
M. Dubey, S. Dasgupta, A. Sharma, K. Höffner, and J. Lehmann · 2016
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Athena: an ontology-driven system for natural language querying over relational data stores
D. Saha, A. Floratou, K. Sankaranarayanan, U. F. Minhas, A. R. Mittal, and F. Özcan · 2016
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Applying pragmatics principles for interaction with visual analytics
E. Hoque, V. Setlur, M. Tory, and I. Dykeman · 2017
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Orko: Facilitating multimodal interaction for visual exploration and analysis of networks
A. Srinivasan and J. Stasko · 2017
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Natural language question/answering: Let users talk with the knowledge graph
W. Zheng, H. Cheng, L. Zou, J. X. Yu, and K. Zhao · 2017
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Details-first, show context, overview last: Supporting exploration of viscous fingers in large-scale ensemble simulations
T. Luciani, A. Burks, C. Sugiyama, J. Komperda, and G. E. Marai · 2018
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Augmenting visualizations with interactive data facts to facilitate interpretation and communication
A. Srinivasan, S. M. Drucker, A. Endert, and J. Stasko · 2018
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A comparative survey of recent natural language interfaces for databases
K. Affolter, K. Stockinger, and A. Bernstein · 2019
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Explaining queries over web tables to non-experts
J. Berant, D. Deutch, A. Globerson, T. Milo, and T. Wolfson · 2019
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Quickinsights: Quick and automatic discovery of insights from multi-dimensional data
R. Ding, S. Han, Y. Xu, H. Zhang, and D. Zhang · 2019
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Towards complex text-to-SQL in cross-domain database with intermediate representation
J. Guo, Z. Zhan, Y. Gao, Y. Xiao, J.-G. Lou, T. Liu, and D. Zhang · 2019
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Would you like a chart with that? incorporating visualizations into conversational interfaces
M. Hearst and M. Tory · 2019
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Towards effective foraging by data scientists to find past analysis choices
M. B. Kery, B. E. John, P. O’Flaherty, A. Horvath, and B. A. Myers · 2019
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Analytic provenance in practice: The role of provenance in real-world visualization and data analysis environments
K. Madanagopal, E. D. Ragan, and P. Benjamin · 2019
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Sentence-BERT: Sentence embeddings using Siamese BERT-networks
N. Reimers and I. Gurevych · 2019
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Inferencing underspecified natural language utterances in visual analysis
V. Setlur, M. Tory, and A. Djalali · 2019
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Do what i mean, not what i say! design considerations for supporting intent and context in analytical conversation
M. Tory and V. Setlur · 2019
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Datashot: Automatic generation of fact sheets from tabular data
Y. Wang, Z. Sun, H. Zhang, W. Cui, K. Xu, X. Ma, and D. Zhang · 2019
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Nl4dv: A toolkit for generating analytic specifications for data visualization from natural language queries
A. Narechania, A. Srinivasan, and J. Stasko · 2020
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RAT-SQL: Relation-aware schema encoding and linking for text-to-SQL parsers
B. Wang, R. Shin, X. Liu, O. Polozov, and M. Richardson · 2020
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Exploring the "double-edged sword" effect of auto-insight recommendation in exploratory data analysis
Q. Li, H. Lin, C. F. Tang, X. Wei, Z. Peng, X. Ma, and T. Chen · 2021
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Lumos: Increasing awareness of analytic behavior during visual data analysis
A. Narechania, A. Coscia, E. Wall, and A. Endert · 2021
Cited alongside, same era.
Diy: Assessing the correctness of natural language to sql systems
A. Narechania, A. Fourney, B. Lee, and G. Ramos · 2021
Cited alongside, same era.
Datamations: Animated explanations of data analysis pipelines
X. Pu, S. Kross, J. M. Hofman, and D. G. Goldstein · 2021
Cited alongside, same era.
Snowy: Recommending utterances for conversational visual analysis
A. Srinivasan and V. Setlur · 2021
Cited alongside, same era.
User bias in beyond-accuracy measurement of recommendation algorithms
N. Wang and L. Chen · 2021
Cited alongside, same era.
A software-defined tensor streaming multiprocessor for large-scale machine learning
D. Abts, G. Kimmell, A. Ling, J. Kim, M. Boyd, A. Bitar, S. Parmar, I. Ahmed, R. DiCecco, D. Han, J. Thompson, M. Bye, J. Hwang, J. Fowers, P. Lillian, A. Murthy, E. Mehtabuddin, C. Tekur, T. Sohmers, K. Kang, S. Maresh, and J. Ross · 2022
G-eval: NLG evaluation using gpt-4 with better human alignment
Y. Liu, D. Iter, Y. Xu, S. Wang, R. Xu, and C. Zhu · 2023
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InsightPilot: An LLM-empowered automated data exploration system
P. Ma, R. Ding, S. Wang, S. Han, and D. Zhang · 2023
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On the design of ai-powered code assistants for notebooks
A. M. Mcnutt, C. Wang, R. A. Deline, and S. M. Drucker · 2023
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Structured generation and exploration of design space with large language models for human-ai co-creation
S. Suh, M. Chen, B. Min, T. J.-J. Li, and H. Xia · 2023
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Sensecape: Enabling multilevel exploration and sensemaking with large language models
S. Suh, B. Min, S. Palani, and H. Xia · 2023
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Text classification via large language models
X. Sun, X. Li, J. Li, F. Wu, S. Guo, T. Zhang, and G. Wang · 2023
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Cited alongside, same era.
Understanding how in-visualization provenance can support trade-off analysis
M. Chakhchoukh, N. Boukhelifa, and A. Bezerianos · 2022
Cited alongside, same era.
Crossdata: Leveraging text-data connections for authoring data documents
Z. Chen and H. Xia · 2022
Cited alongside, same era.
Visual auditor: Interactive visualization for detection and summarization of model biases
D. Munechika, Z. J. Wang, J. Reidy, J. Rubin, K. Gade, K. Kenthapadi, and D. H. Chau · 2022
Cited alongside, same era.
Interactive data analysis with next-step natural language query recommendation
X. Wang, F. Cheng, Y. Wang, K. Xu, J. Long, H. Lu, and H. Qu · 2022
Cited alongside, same era.
StickyLand: Breaking the Linear Presentation of Computational Notebooks
Z. J. Wang, K. Dai, and W. K. Edwards · 2022
Cited alongside, same era.
TaCube: Pre-computing data cubes for answering numerical-reasoning questions over tabular data
F. Zhou, M. Hu, H. Dong, Z. Cheng, F. Cheng, S. Han, and D. Zhang · 2022
Cited alongside, same era.
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Llama: Open and efficient foundation language models
H. Touvron, T. Lavril, G. Izacard, X. Martinet, M.-A. Lachaux, T. Lacroix, B. Rozière, N. Goyal, E. Hambro, F. Azhar, et al · 2023
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Prompting large language models for topic modeling
H. Wang, N. Prakash, N. K. Hoang, M. S. Hee, U. Naseem, and R. K.-W. Lee · 2023
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Commonsensevis: Visualizing and understanding commonsense reasoning capabilities of natural language models
X. Wang, R. Huang, Z. Jin, T. Fang, and H. Qu · 2023
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Openagents: An open platform for language agents in the wild
T. Xie, F. Zhou, Z. Cheng, P. Shi, L. Weng, Y. Liu, T. J. Hua, J. Zhao, Q. Liu, C. Liu, L. Z. Liu, Y. Xu, H. Su, D. Shin, C. Xiong, and T. Yu · 2023
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React: Synergizing reasoning and acting in language models
S. Yao, J. Zhao, D. Yu, N. Du, I. Shafran, K. R. Narasimhan, and Y. Cao · 2023
Later among the works it cites.
Siren’s song in the ai ocean: A survey on hallucination in large language models
Y. Zhang, Y. Li, L. Cui, D. Cai, L. Liu, T. Fu, X. Huang, E. Zhao, Y. Zhang, Y. Chen, L. Wang, A. T. Luu, W. Bi, F. Shi, and S. Shi · 2023
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Relic: Investigating large language model responses using self-consistency
F. Cheng, V. Zouhar, S. Arora, M. Sachan, H. Strobelt, and M. El-Assady · 2024
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Bias and fairness in large language models: A survey
I. O. Gallegos, R. A. Rossi, J. Barrow, M. M. Tanjim, S. Kim, F. Dernoncourt, T. Yu, R. Zhang, and N. K. Ahmed · 2024
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Llm-based nlg evaluation: Current status and challenges
M. Gao, X. Hu, J. Ruan, X. Pu, and X. Wan · 2024
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Data interpreter: An llm agent for data science
S. Hong, Y. Lin, B. Liu, B. Liu, B. Wu, C. Zhang, C. Wei, D. Li, J. Chen, J. Zhang, J. Wang, L. Zhang, L. Zhang, M. Yang, M. Zhuge, T. Guo, T. Zhou, W. Tao, X. Tang, X. Lu, X. Zheng, X. Liang, Y. Fei, Y. Cheng, Z. Gou, Z. Xu, and C. Wu · 2024
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The hallmark effect: Supporting provenance and transparent use of large language models in writing with interactive visualization
M. N. Hoque, T. Mashiat, B. Ghai, C. Shelton, F. Chevalier, K. Kraus, and N. Elmqvist · 2024
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Open interpreter
O. Interpreter · 2024
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Improving steering and verification in ai-assisted data analysis with interactive task decomposition
M. Kazemitabaar, J. Williams, I. Drosos, T. Grossman, A. Z. Henley, C. Negreanu, and A. Sarkar · 2024
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Sprout: an interactive authoring tool for generating programming tutorials with the visualization of large language models
Y. Liu, Z. Wen, L. Weng, O. Woodman, Y. Yang, and W. Chen · 2024
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Agentlens: Visual analysis for agent behaviors in llm-based autonomous systems
J. Lu, B. Pan, J. Chen, Y. Feng, J. Hu, Y. Peng, and W. Chen · 2024
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Multimodal feedback methods for advancing the accessibility of immersive virtual reality for people with balance impairments due to multiple sclerosis
M. R. Mahmud, A. Cordova, and J. Quarles · 2024
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Power bi
Microsoft · 2024
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Chatgpt plugins
OpenAI · 2024
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From data to story: Towards automatic animated data video creation with llm-based multi-agent systems
L. Shen, H. Li, Y. Wang, and H. Qu · 2024
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Tableau einstein
Tableau · 2024
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Waitgpt: Monitoring and steering conversational llm agent in data analysis with on-the-fly code visualization
L. Xie, C. Zheng, H. Xia, H. Qu, and C. Zhu-Tian · 2024
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Leva: Using large language models to enhance visual analytics
Y. Zhao, Y. Zhang, Y. Zhang, X. Zhao, J. Wang, Z. Shao, C. Turkay, and S. Chen · 2024
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