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Showing 1781–1790 of 2177 papers

Title	Date	Tasks	Status	Hype
Large-Scale Adversarial Training for Vision-and-Language Representation Learning	Jun 11, 2020	Image-text RetrievalQuestion Answering	CodeCode Available	1
Exploring Weaknesses of VQA Models through Attribution Driven Insights	Jun 11, 2020	Question AnsweringVisual Question Answering	—Unverified	0
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning	Jun 11, 2020	Question AnsweringReinforcement Learning (RL)	CodeCode Available	1
Estimating semantic structure for the VQA answer space	Jun 10, 2020	General ClassificationQuestion Answering	—Unverified	0
Roses Are Red, Violets Are Blue... but Should Vqa Expect Them To?	Jun 9, 2020	Question AnsweringVisual Question Answering	CodeCode Available	1
Attention-Based Context Aware Reasoning for Situation Recognition	Jun 1, 2020	Action RecognitionFine-grained Action Recognition	CodeCode Available	1
Counterfactual Vision and Language Learning	Jun 1, 2020	counterfactualQuestion Answering	—Unverified	0
TA-Student VQA: Multi-Agents Training by Self-Questioning	Jun 1, 2020	DiversityQuestion Answering	—Unverified	0
Multimodal grid features and cell pointers for Scene Text Visual Question Answering	Jun 1, 2020	Question AnsweringVisual Question Answering	—Unverified	0
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law	May 19, 2020	Model SelectionQuestion Answering	—Unverified	0

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All datasets MM-Vet ViP-Bench VQA v2 test-dev BenchLMM MMBench V*bench VQA v2 val MSRVTT-QA VQA v2 test-std MMHal-Bench MSVD-QA PlotQA-D1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MMCTAgent (GPT-4 + GPT-4V)	GPT-4 score	74.24	—	Unverified
2	Qwen2-VL-72B	GPT-4 score	74	—	Unverified
3	InternVL2.5-78B	GPT-4 score	72.3	—	Unverified
4	GPT-4o +text rationale +IoT	GPT-4 score	72.2	—	Unverified
5	Lyra-Pro	GPT-4 score	71.4	—	Unverified
6	GLM-4V-Plus	GPT-4 score	71.1	—	Unverified
7	Phantom-7B	GPT-4 score	70.8	—	Unverified
8	InternVL2.5-38B	GPT-4 score	68.8	—	Unverified
9	InternVL2-26B (SGP, token ratio 64%)	GPT-4 score	65.6	—	Unverified
10	Baichuan-Omni (7B)	GPT-4 score	65.4	—	Unverified