Abstract
We present a corrected version of a subset of the FactBank data set. Previously published results on FactBank are no longer valid. We perform experiments on FactBank using multiple training paradigms, data smoothing techniques, and polarity classifiers. We argue that f-measure is an important alternative evaluation metric for factuality. We provide new state-of-the-art results for four corpora including FactBank. We perform an error analysis on Factbank combined with two similar corpora.- Anthology ID:
- 2022.coling-1.66
- Volume:
- Proceedings of the 29th International Conference on Computational Linguistics
- Month:
- October
- Year:
- 2022
- Address:
- Gyeongju, Republic of Korea
- Editors:
- Nicoletta Calzolari, Chu-Ren Huang, Hansaem Kim, James Pustejovsky, Leo Wanner, Key-Sun Choi, Pum-Mo Ryu, Hsin-Hsi Chen, Lucia Donatelli, Heng Ji, Sadao Kurohashi, Patrizia Paggio, Nianwen Xue, Seokhwan Kim, Younggyun Hahm, Zhong He, Tony Kyungil Lee, Enrico Santus, Francis Bond, Seung-Hoon Na
- Venue:
- COLING
- SIG:
- Publisher:
- International Committee on Computational Linguistics
- Note:
- Pages:
- 786–796
- Language:
- URL:
- https://aclanthology.org/2022.coling-1.66
- DOI:
- Bibkey:
- Cite (ACL):
- John Murzaku, Peter Zeng, Magdalena Markowska, and Owen Rambow. 2022. Re-Examining FactBank: Predicting the Author’s Presentation of Factuality. In Proceedings of the 29th International Conference on Computational Linguistics, pages 786–796, Gyeongju, Republic of Korea. International Committee on Computational Linguistics.
- Cite (Informal):
- Re-Examining FactBank: Predicting the Author’s Presentation of Factuality (Murzaku et al., COLING 2022)
- Copy Citation:
- PDF:
- https://aclanthology.org/2022.coling-1.66.pdf
- Data
- MegaVeridicality
Export citation
@inproceedings{murzaku-etal-2022-examining,
title = "Re-Examining {F}act{B}ank: Predicting the Author{'}s Presentation of Factuality",
author = "Murzaku, John and
Zeng, Peter and
Markowska, Magdalena and
Rambow, Owen",
editor = "Calzolari, Nicoletta and
Huang, Chu-Ren and
Kim, Hansaem and
Pustejovsky, James and
Wanner, Leo and
Choi, Key-Sun and
Ryu, Pum-Mo and
Chen, Hsin-Hsi and
Donatelli, Lucia and
Ji, Heng and
Kurohashi, Sadao and
Paggio, Patrizia and
Xue, Nianwen and
Kim, Seokhwan and
Hahm, Younggyun and
He, Zhong and
Lee, Tony Kyungil and
Santus, Enrico and
Bond, Francis and
Na, Seung-Hoon",
booktitle = "Proceedings of the 29th International Conference on Computational Linguistics",
month = oct,
year = "2022",
address = "Gyeongju, Republic of Korea",
publisher = "International Committee on Computational Linguistics",
url = "https://aclanthology.org/2022.coling-1.66",
pages = "786--796",
abstract = "We present a corrected version of a subset of the FactBank data set. Previously published results on FactBank are no longer valid. We perform experiments on FactBank using multiple training paradigms, data smoothing techniques, and polarity classifiers. We argue that f-measure is an important alternative evaluation metric for factuality. We provide new state-of-the-art results for four corpora including FactBank. We perform an error analysis on Factbank combined with two similar corpora.",
}
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%0 Conference Proceedings %T Re-Examining FactBank: Predicting the Author’s Presentation of Factuality %A Murzaku, John %A Zeng, Peter %A Markowska, Magdalena %A Rambow, Owen %Y Calzolari, Nicoletta %Y Huang, Chu-Ren %Y Kim, Hansaem %Y Pustejovsky, James %Y Wanner, Leo %Y Choi, Key-Sun %Y Ryu, Pum-Mo %Y Chen, Hsin-Hsi %Y Donatelli, Lucia %Y Ji, Heng %Y Kurohashi, Sadao %Y Paggio, Patrizia %Y Xue, Nianwen %Y Kim, Seokhwan %Y Hahm, Younggyun %Y He, Zhong %Y Lee, Tony Kyungil %Y Santus, Enrico %Y Bond, Francis %Y Na, Seung-Hoon %S Proceedings of the 29th International Conference on Computational Linguistics %D 2022 %8 October %I International Committee on Computational Linguistics %C Gyeongju, Republic of Korea %F murzaku-etal-2022-examining %X We present a corrected version of a subset of the FactBank data set. Previously published results on FactBank are no longer valid. We perform experiments on FactBank using multiple training paradigms, data smoothing techniques, and polarity classifiers. We argue that f-measure is an important alternative evaluation metric for factuality. We provide new state-of-the-art results for four corpora including FactBank. We perform an error analysis on Factbank combined with two similar corpora. %U https://aclanthology.org/2022.coling-1.66 %P 786-796
Markdown (Informal)
[Re-Examining FactBank: Predicting the Author’s Presentation of Factuality](https://aclanthology.org/2022.coling-1.66) (Murzaku et al., COLING 2022)
- Re-Examining FactBank: Predicting the Author’s Presentation of Factuality (Murzaku et al., COLING 2022)
ACL
- John Murzaku, Peter Zeng, Magdalena Markowska, and Owen Rambow. 2022. Re-Examining FactBank: Predicting the Author’s Presentation of Factuality. In Proceedings of the 29th International Conference on Computational Linguistics, pages 786–796, Gyeongju, Republic of Korea. International Committee on Computational Linguistics.