activity
20242026
most citedStatements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs

5 citations · 7 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CL2026

Diffusion Drafts, AR Verifies: Accelerating Document OCR with Self-Speculative Decoding

Dohyun Kim, Sungjun Han, Hyungguk Kim +4

Autoregressive OCR vision-language models accurately convert document images into text and structured markup, but require one sequential decoding step per output token, limiting in…

cs.CV2025

Advanced Layout Analysis Models for Docling

Nikolaos Livathinos, Christoph Auer, Ahmed Nassar +16

This technical report documents the development of novel Layout Analysis models integrated into the Docling document-conversion pipeline. We trained several state-of-the-art object…

cs.CV2025

SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion

Ahmed Nassar, Andres Marafioti, Matteo Omenetti +10

We introduce SmolDocling, an ultra-compact vision-language model targeting end-to-end document conversion. Our model comprehensively processes entire pages by generating DocTags, a…

cs.CV2025★ 1 cited

Granite Vision: a lightweight, open-source multimodal model for enterprise Intelligence

Granite Vision Team, Leonid Karlinsky, Assaf Arbelle +60

We introduce Granite Vision, a lightweight large language model with vision capabilities, specifically designed to excel in enterprise use cases, particularly in visual document un…

cs.CL2025★ 1 cited

Docling: An Efficient Open-Source Toolkit for AI-driven Document Conversion

Nikolaos Livathinos, Christoph Auer, Maksym Lysak +14

We introduce Docling, an easy-to-use, self-contained, MIT-licensed, open-source toolkit for document conversion, that can parse several types of popular document formats into a uni…

cs.CL2024★ 5 cited

Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs

Lokesh Mishra, Sohayl Dhibi, Yusik Kim +4

Environment, Social, and Governance (ESG) KPIs assess an organization's performance on issues such as climate change, greenhouse gas emissions, water consumption, waste management,…