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Models/REX

REX

Reported on 31 benchmarks across 3 tasks · 1 paper · 15 SOTA

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

Natural Language Processing23 results

Visual Question Answering (VQA)onSME
#Learning Samples (N)· 2022-03-11
16
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question Answering (VQA)onSME
ACC· 2022-03-11
17.77
best: 51.45 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question Answering (VQA)onSME
CIDEr· 2022-03-11
0.89
best: 510.44 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question Answering (VQA)onSME
METEOR· 2022-03-11
4.37
best: 50.55 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question Answering (VQA)onSME
ROUGE-L· 2022-03-11
23.23
best: 79.41 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question AnsweringonSME
#Learning Samples (N)· 2022-03-11
16
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question AnsweringonSME
ACC· 2022-03-11
17.77
best: 51.45 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question AnsweringonSME
CIDEr· 2022-03-11
0.89
best: 510.44 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question AnsweringonSME
METEOR· 2022-03-11
4.37
best: 50.55 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question AnsweringonSME
ROUGE-L· 2022-03-11
23.23
best: 79.41 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Visual Question Answering (VQA)onGQA Test2019
Accuracy
57.77
best: 89.3 (human)
Visual Question Answering (VQA)onGQA Test2019
Binary
75.78
best: 91.2 (human)
Visual Question Answering (VQA)onGQA Test2019
Consistency
86.85
best: 98.4 (human)
Visual Question Answering (VQA)onGQA Test2019
Distribution
5.36
best: 93.08 (GlobalPrior)
Visual Question Answering (VQA)onGQA Test2019
Open
41.86
best: 87.4 (human)
Visual Question Answering (VQA)onGQA Test2019
Plausibility
84.97
best: 97.2 (human)
Visual Question Answering (VQA)onGQA Test2019
Validity
96.44
best: 98.9 (human)
Visual Question Answering (VQA)onSME
BLEU-4
0
best: 67.91 (MEAgent)
Visual Question Answering (VQA)onSME
Detection
0
best: 29.09 (MEAgent)
Visual Question Answering (VQA)onSME
SPICE
0
best: 64.09 (MEAgent)
Visual Question AnsweringonSME
BLEU-4
0
best: 67.91 (MEAgent)
Visual Question AnsweringonSME
Detection
0
best: 29.09 (MEAgent)
Visual Question AnsweringonSME
SPICE
0
best: 64.09 (MEAgent)

Computer Vision8 results

Explanatory Visual Question AnsweringonSME
#Learning Samples (N)· 2022-03-11
16
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Explanatory Visual Question AnsweringonSME
ACC· 2022-03-11
17.77
best: 51.45 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Explanatory Visual Question AnsweringonSME
CIDEr· 2022-03-11
0.89
best: 510.44 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Explanatory Visual Question AnsweringonSME
METEOR· 2022-03-11
4.37
best: 50.55 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Explanatory Visual Question AnsweringonSME
ROUGE-L· 2022-03-11
23.23
best: 79.41 (MEAgent)
SOTA
REX: Reasoning-aware and Grounded Explanation arXiv:2203.06107
Explanatory Visual Question AnsweringonSME
BLEU-4
0
best: 67.91 (MEAgent)
Explanatory Visual Question AnsweringonSME
Detection
0
best: 29.09 (MEAgent)
Explanatory Visual Question AnsweringonSME
SPICE
0
best: 64.09 (MEAgent)