mlsanityData to 7 Oct 2026

ESG Accountability Made Easy: DocQA at Your Service

arXiv 2311.18481 ↗First posted 30 Nov 2023cs.CL cs.AI cs.CVcited by 2

Not on the map. Why?

Abstract (arXiv)

We present Deep Search DocQA. This application enables information extraction from documents via a question-answering conversational assistant. The system integrates several technologies from different AI disciplines consisting of document conversion to machine-readable format (via computer vision), finding relevant data (via natural language processing), and formulating an eloquent response (via large language models). Users can explore over 10,000 Environmental, Social, and Governance (ESG) disclosure reports from over 2000 corporations. The Deep Search platform can be accessed at: https://ds4sd.github.io.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 16 of its 22 references that are in the map. First posted on arXiv 30 Nov 2023.

Builds on

16 of 22 references.

References · 16

  1. 2020Language Models are Few-Shot Learnerscited by 32,199
  2. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
  3. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
  4. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,160
  5. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,049
  6. 2021On the Opportunities and Risks of Foundation Modelscited by 3,961
  7. 2022LayoutLMv3: Pre-training for Document AI with Unified Text and Image Maskingcited by 481
  8. 2019PubLayNet: largest dataset ever for document layout analysiscited by 349
  9. 2020DocBank: A Benchmark Dataset for Document Layout Analysiscited by 152
  10. 2022DiT: Self-supervised Pre-training for Document Image Transformercited by 152
  11. 2022DocLayNet: A Large Human-Annotated Dataset for Document-Layout Analysiscited by 146
  12. 2021ClimateBert: A Pretrained Language Model for Climate-Related Textcited by 89
4 more
  1. 2023Optimized Table Tokenization for Table Structure Recognitioncited by 34
  2. 2023ICDAR 2023 Competition on Robust Layout Segmentation in Corporate Documentscited by 6
  3. 2020ESG2Risk: A Deep Learning Framework from ESG News to Stock Volatility Predictioncited by 5
  4. 2023WeLayout: WeChat Layout Analysis System for the ICDAR 2023 Competition on Robust Layout Segmentation in Corporate Documentscited by 5

Built on by

Cited by year

Citing papers per year: 2024: 1; 2025: 1.

2 papers.