table-to-text

A modular RL library to fine-tune language models to human preferences

A Python package for converting PDFs to markdown while extracting images and tables, generate descriptive text descriptions for extracted tables/images using several LLM clients. And many more functionalities. Markdrop is available on PyPI.

Some papers and datasets about Data-To-Text Generation

A multi-purpose toolkit for table-to-text generation: web interface, Python bindings, CLI commands.

[NAACL 2022] Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning.

[EMNLP'21] Few-Shot Table-to-Text Generation with Prototype Memory

🧐 Code & Data for Fact-based Text Editing (Iso et al; ACL 2020)

Code for "Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation" (ACL 2019)

Code for the paper "Polaris: Learning to Generate Table Descriptions from Retrieval Feedback"

Web demo of an AI model which converts table to text

"Tree-of-Text: A Tree-based Prompting Framework for Table-to-Text Generation in the Sports Domain", ACL SRW 2025 Long Paper (Oral)

A Python package for converting PDFs to markdown while extracting images and tables, generate descriptive text descriptions for extracted tables/images using several LLM clients. And many more functionalities. Markdrop is available on PyPI.

Few-shot table-to-text generation on the ToTTo dataset using Qwen models, evaluated with BLEU and BLEURT.

Thesis scope: Train and Develop a Table-to-Text Transformer-based model for contextual summarization of tabular data. To achieve this T5-small , T5-base, Bart-base and Llama2 7B chat were finetuned on ToTTo and QTSumm. Regarding ToTTo, the models outperformed the benchmark.