LoFT: enhancing faithfulness and diversity for table-to-text generation via logic form control
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 …
from tables. There currently exists two challenges in the field: 1) Faithfulness: how to …
Navigating the Modern Evaluation Landscape: Considerations in Benchmarks and Frameworks for Large Language Models (LLMs)
Abstract General-Purpose Language Models have changed the world of Natural Language
Processing, if not the world itself. The evaluation of such versatile models, while supposedly …
Processing, if not the world itself. The evaluation of such versatile models, while supposedly …
nBIIG: a neural BI insights generation system for table reporting
We present nBIIG, a neural Business Intelligence (BI) Insights Generation system. Given a
table, our system applies various analyses to create corresponding RDF representations …
table, our system applies various analyses to create corresponding RDF representations …
Enhancing diversity for logical table‐to‐text generation with mixture of experts
Logical table‐to‐text generation is a task within the realm of natural language generation
(NLG) that aims to generate coherent and logically faithful sentences based on tables …
(NLG) that aims to generate coherent and logically faithful sentences based on tables …
TabMoE: A General Framework for Diverse Table-Based Reasoning with Mixture-of-Experts.
Tables serve as a widely adopted data format, attracting considerable academic interest
concerning semantic understanding and logical inference of tables. In recent years, the …
concerning semantic understanding and logical inference of tables. In recent years, the …
Three-stage Logical Table-to-Text Generation based on Type Control
W Shi, Y Liu, J Wu, J Liao - Proceedings of the 2022 5th International …, 2022 - dl.acm.org
Table-to-Text generation is to express the information in the table in words. Considering the
simplicity and logic of the statement, the task of logical Table-to-Text generation is derived …
simplicity and logic of the statement, the task of logical Table-to-Text generation is derived …