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Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study [PDF]
Large language models (LLMs) are becoming attractive as few-shot reasoners to solve Natural Language (NL)-related tasks. However, there is still much to learn about how well LLMs understand structured data, such as tables.
Yuan Sui+4 more
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RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations [PDF]
Despite significant progress having been made in question answering on tabular data (Table QA), it’s unclear whether, and to what extent existing Table QA models are robust to task-specific perturbations, e.g., replacing key question entities or ...
Yilun Zhao+7 more
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LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control [PDF]
Logical Table-to-Text (LT2T) generation is tasked with generating logically faithful sentences from tables. There currently exists two challenges in the field: 1) Faithfulness: how to generate sentences that are factually correct given the table content;
Yilun Zhao+4 more
semanticscholar +1 more source
Front Cover, Publication Information [PDF]
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