Information Extraction from Contracts Using Large Language Models

C Geerligs - 2024 - fse.studenttheses.ub.rug.nl
… This second experiment builds upon the initial DORA … a more nuanced study on the extraction
of obligations from contracts, … LLM needs to extract for this entry from the stringified contract

Enhancing Contract Negotiations with LLM-Based Legal Document Comparison

S Narendra, K Shetty… - Proceedings of the Natural …, 2024 - aclanthology.org
… efficiency and accuracy of contract review. Our initial experiments with the ContractNLI dataset
… The input documents for our tool were PDF documents, and we begin with extracting text …

Retrieve-Enhance-Verify: A Novel Approach for Procedural Knowledge Extraction from Construction Contracts Via Large Language Models

C Zheng, X Su, Y Tang, J Li, M Kassem - Available at SSRN 4883720 - papers.ssrn.com
… 2.3 Knowledge-enhanced LLM for information extraction The emergence of conversational
… This study proposes an REV prompting approach to extract procedural relation from …

ContractTinker: LLM-Empowered Vulnerability Repair for Real-World Smart Contracts

C Wang, J Zhang, J Gao, L Xia, Z Guan… - Proceedings of the 39th …, 2024 - dl.acm.org
… After learning the procedure of attacks, we aim to extract … results into prompts to reduce LLM’s
randomness. Specifically, we … We conduct an experiment, that uses the intermediate result …

PropertyGPT: LLM-driven Formal Verification of Smart Contracts through Retrieval-Augmented Property Generation

Y Liu, Y Xue, D Wu, Y Sun, Y Li, M Shi, Y Liu - arXiv preprint arXiv …, 2024 - arxiv.org
contracts (§4) and a dedicated prover for property verification(§6). • We conducted extensive
experiments and … In PropertyGPT’s scenario, we do not aim to extract “knowledge” from the …

Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications

W Ma, D Wu, Y Sun, T Wang, S Liu, J Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
… , a recent systematic evaluation study [15] shows that even when equipping the LLM-based …
the training format, and we need to extract labels from the output via keyword matching, …

FELLMVP: An Ensemble LLM Framework for Classifying Smart Contract Vulnerabilities

Y Luo, W Xu, K Andersson… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
… Additionally, a case study using ChatGPT-4 to locate vulnerable code in smart … vulnerability
types in smart contracts across six steps. (1) It starts by extracting contracts and their labels …

The Use of LLMs in the Legal Field: Optimizing Contract Management with Generative Artificial Intelligence.

A Mongoli - 2024 - webthesis.biblio.polito.it
… (LLM) to support legal staff and reduce document management time. The aim of this research
is to study… Consequently, we decided to focus on extracting key points from the documents. …

A Study on Large Language Model-Based Approach for Construction Contract Risk Detection

Y He, Y Tang, T Chen - … of the 2024 International Conference on Big …, 2024 - dl.acm.org
study introduces a Large Language Model (LLM)-based approach for automating the
identification of risks in construction contracts… construction contracts through information extraction

Towards Understanding Contracts Grammar: A Large Language Model-Based Extractive Question-Answering Approach

G Rejithkumar, PR Anish… - 2024 IEEE 32nd …, 2024 - ieeexplore.ieee.org
contractual clause by extracting its Contracts Grammar. Through an exploratory study, we first
identify the constituents of Contracts … Llama2 is an LLM developed by Meta AI, available in …