Zero-shot-Fact-Verification-by-Claim-Generation
This repository contains code and models for the paper: Zero-shot Fact Verification by Claim Generation (ACL-IJCNLP 2021).
-
We explore the possibility of automatically generating large-scale (evidence, claim) pairs to train the fact verification model.
-
We propose a simple yet general framework Question Answering for Claim Generation (QACG) to generate three types of claims from any given evidence: 1) claims that are supported by the evidence, 2) claims that are refuted by the evidence, and 3) claims that the evidence does Not have Enough Information (NEI) to verify.
-
We show that the generated training data can greatly benefit the fact verification system in both zero-shot and few-shot learning settings.
General Framework of QACG
Example of Generated Claims
Requirements
- Python 3.7.3
- torch 1.7.1
- tqdm 4.49.0
- transformers 4.3.3
- stanza 1.1.1
- nltk 3.5
- scikit-learn 0.23.2
Reference
Please cite the paper in the following format if you use this dataset during your research.
@inproceedings{pan-etal-2021-Zero-shot-FV,
title={Zero-shot Fact Verification by Claim Generation},
author={Liangming Pan, Wenhu Chen, Wenhan Xiong, Min-Yen Kan, William Yang Wang},
booktitle = {The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021)},
address = {Online},
month = {August},
year = {2021}
}
Q&A
If you encounter any problem, please either directly contact the first author or leave an issue in the github repo.
75 Nov 6, 2022
10 Dec 6, 2022
![[NAACL & ACL 2021] SapBERT: Self-alignment pretraining for BERT.](https://github.com/cambridgeltl/sapbert/raw/main/sapbert_front_graphs_v6.png?raw=true)
104 Dec 7, 2022
51 Oct 8, 2022
25 Oct 30, 2022
14 Aug 24, 2022
52 Dec 27, 2022
43 Nov 11, 2022
70 Nov 27, 2022
71 Dec 8, 2022
124 Dec 27, 2022
478 Dec 25, 2022
22 Dec 12, 2022
150 Dec 12, 2022
5 Jun 16, 2022
63 Jan 5, 2023
68 Dec 15, 2022
190 Jan 3, 2023
81 Dec 27, 2022