TaPERA: Enhancing Faithfulness and Interpretability in Long-Form Table QA by Content Planning and Execution-based Reasoning

Y Zhao, L Chen, A Cohan, C Zhao - … of the 62nd Annual Meeting of …, 2024 - aclanthology.org
Abstract Long-form Table Question Answering (LFTQA) requires systems to generate
paragraph long and complex answers to questions over tabular data. While Large language …

PLAN: Summarizing using a Content Plan as Cross-Lingual Bridge

F Huot, J Maynez, C Alberti, RK Amplayo… - arXiv preprint arXiv …, 2023 - arxiv.org
Cross-lingual summarization consists of generating a summary in one language given an
input document in a different language, allowing for the dissemination of relevant content …

Learning to Plan and Generate Text with Citations

C Fierro, RK Amplayo, F Huot, N De Cao… - arXiv preprint arXiv …, 2024 - arxiv.org
The increasing demand for the deployment of LLMs in information-seeking scenarios has
spurred efforts in creating verifiable systems, which generate responses to queries along …

Analysis of Plan-based Retrieval for Grounded Text Generation

A Godbole, N Monath, S Kim, AS Rawat… - arXiv preprint arXiv …, 2024 - arxiv.org
In text generation, hallucinations refer to the generation of seemingly coherent text that
contradicts established knowledge. One compelling hypothesis is that hallucinations occur …