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Papers

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Showing 321–330 of 2177 papers

Title	Date	Tasks	Status	Hype	Score
A Survey of Medical Vision-and-Language Applications and Their Techniques	Nov 19, 2024	Decision MakingDiagnostic	CodeCode Available	1	5
Coarse-to-Fine Reasoning for Visual Question Answering	Oct 6, 2021	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Does Vision-and-Language Pretraining Improve Lexical Grounding?	Sep 21, 2021	Question AnsweringVisual Question Answering	CodeCode Available	1	5
ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models	Oct 7, 2024	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases	Sep 9, 2019	Natural Language InferenceQuestion Answering	CodeCode Available	1	5
Knowledge-Routed Visual Question Reasoning: Challenges for Deep Representation Embedding	Dec 14, 2020	Question AnsweringVisual Question Answering	CodeCode Available	1	5
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning	Jun 11, 2020	Question AnsweringReinforcement Learning (RL)	CodeCode Available	1	5
DocVQA: A Dataset for VQA on Document Images	Jul 1, 2020	Question AnsweringReading Comprehension	CodeCode Available	1	5
JDocQA: Japanese Document Question Answering Dataset for Generative Language Models	Mar 28, 2024	HallucinationQuestion Answering	CodeCode Available	1	5
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs	Dec 4, 2024	Visual Question Answering	CodeCode Available	1	5

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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