Question Answering on FEVER

Metric: EM (higher is better)

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#	Model↕	EM▼	Extra Data	Paper	Date↕	Code
1	CoA	68.9	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
2	Self-Ask	64.2	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
3	Self-Ask	64.2	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
4	DSP	62.2	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
5	DSP	62.2	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
6	CoA w/o actions	54.2	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
7	Zero-shot	50	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code
8	Zero-shot	50	No	Chain-of-Action: Faithful and Multimodal Questio...	2024-03-26	Code

#1CoASOTA
68.9
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#2Self-Ask
64.2
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#3Self-Ask
64.2
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#4DSP
62.2
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#5DSP
62.2
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#6CoA w/o actions
54.2
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#7Zero-shot
50
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code
#8Zero-shot
50
EM· 2024-03-26
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Code