FiE+PAQ

Reported on 4 benchmarks across 2 tasks · 1 paper · 1 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing4 results

Question AnsweringonWebQuestions
EM· uses extra data· 2022-11-18
56.3
best: 84.6 (PoG-GPT4 (Tan et al., 2024))
SOTA
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering arXiv:2211.10147
Question AnsweringonTriviaQA
EM· 2022-11-18
72.6
best: 87.5 (Claude 2 (few-shot, k=5))
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering arXiv:2211.10147
Question AnsweringonWebQuestions
Exact Match· uses extra data· 2022-11-18
56.3
best: 57.7 (UniK-QA)
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering arXiv:2211.10147
Open-Domain Question AnsweringonWebQuestions
Exact Match· uses extra data· 2022-11-18
56.3
best: 57.7 (UniK-QA)
FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering arXiv:2211.10147