Video-based Generative Performance Benchmarking (Correctness of Information) on VideoInstruct

Metric: gpt-score (higher is better)

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#	Model↕	gpt-score▼	Extra Data	Paper	Date↕	Code
1	PPLLaVA-7B	3.85	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
2	PLLaVA-34B	3.6	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
3	TS-LLaVA-34B	3.55	No	TS-LLaVA: Constructing Visual Tokens through Thu...	2024-11-17	Code
4	SlowFast-LLaVA-34B	3.48	No	SlowFast-LLaVA: A Strong Training-Free Baseline ...	2024-07-22	Code
5	VideoChat2_HD_mistral	3.4	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
6	VideoGPT+	3.27	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
7	ST-LLM	3.23	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
8	MiniGPT4-video-7B	3.08	No	MiniGPT4-Video: Advancing Multimodal LLMs for Vi...	2024-04-04	Code
9	VideoChat2	3.02	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
10	Chat-UniVi	2.89	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
11	VTimeLLM	2.78	No	VTimeLLM: Empower LLM to Grasp Video Moments	2023-11-30	Code
12	MovieChat	2.76	No	MovieChat: From Dense Token to Sparse Memory for...	2023-07-31	Code
13	BT-Adapter	2.68	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
14	Video-ChatGPT	2.4	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
15	Video Chat	2.32	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
16	BT-Adapter (zero-shot)	2.16	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
17	LLaMA Adapter	2.03	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
18	Video LLaMA	1.96	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code