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Models/PPLLaVA-7B

PPLLaVA-7B

Reported on 34 benchmarks across 6 tasks · 1 paper · 4 SOTA

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

Reasoning28 results

Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-11-04
4.21
SOTA
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-11-04
4.21
SOTA
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonMSVD-QA
Accuracy· 2024-11-04
77.1
best: 80.3 (Tarsier (34B))
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonMSVD-QA
Confidence Score· 2024-11-04
4
best: 2.5 (Video LLaMA-7B)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonMSRVTT-QA
Accuracy· 2024-11-04
64.3
best: 72.4 (Flash-VStream)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonMSRVTT-QA
Confidence Score· 2024-11-04
3.5
best: 1.8 (Video LLaMA-7B)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonActivityNet-QA
Accuracy· 2024-11-04
60.7
best: 61.6 (Tarsier (34B))
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video Question AnsweringonActivityNet-QA
Confidence Score· 2024-11-04
3.6
best: 1.1 (Video LLaMA)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
Consistency· 2024-11-04
3.2
best: 3.81 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
Contextual Understanding· 2024-11-04
3.88
best: 4.21 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
Correctness of Information· 2024-11-04
3.32
best: 3.85 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
Detail Orientation· 2024-11-04
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
Temporal Understanding· 2024-11-04
3
best: 3.23 (VLM-RLAIF)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
mean· 2024-11-04
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-11-04
3.85
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-11-04
3.56
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-11-04
3.21
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Generative Visual Question AnsweringonVideoInstruct
gpt-score· 2024-11-04
3.81
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
Consistency· 2024-11-04
3.2
best: 3.81 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
Contextual Understanding· 2024-11-04
3.88
best: 4.21 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
Correctness of Information· 2024-11-04
3.32
best: 3.85 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
Detail Orientation· 2024-11-04
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
Temporal Understanding· 2024-11-04
3
best: 3.23 (VLM-RLAIF)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
mean· 2024-11-04
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-11-04
3.85
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-11-04
3.56
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-11-04
3.21
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Video-based Generative Performance BenchmarkingonVideoInstruct
gpt-score· 2024-11-04
3.81
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327

Natural Language Processing17 results

Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-11-04
4.21
SOTA
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonMSVD-QA
Accuracy· 2024-11-04
77.1
best: 80.3 (Tarsier (34B))
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonMSVD-QA
Confidence Score· 2024-11-04
4
best: 2.5 (Video LLaMA-7B)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonMSRVTT-QA
Accuracy· 2024-11-04
64.3
best: 72.4 (Flash-VStream)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonMSRVTT-QA
Confidence Score· 2024-11-04
3.5
best: 1.8 (Video LLaMA-7B)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonActivityNet-QA
Accuracy· 2024-11-04
60.7
best: 61.6 (Tarsier (34B))
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Question AnsweringonActivityNet-QA
Confidence Score· 2024-11-04
3.6
best: 1.1 (Video LLaMA)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
Consistency· 2024-11-04
3.2
best: 3.81 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
Contextual Understanding· 2024-11-04
3.88
best: 4.21 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
Correctness of Information· 2024-11-04
3.32
best: 3.85 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
Detail Orientation· 2024-11-04
3.2
best: 3.56 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
Temporal Understanding· 2024-11-04
3
best: 3.23 (VLM-RLAIF)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
mean· 2024-11-04
3.32
best: 3.73 (PPLLaVA-7B-dpo)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-11-04
3.85
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-11-04
3.56
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-11-04
3.21
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327
Visual Question Answering (VQA)onVideoInstruct
gpt-score· 2024-11-04
3.81
best: 4.21
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327

Other1 result

Video-based Generative Performance Benchmarking (Correctness of Information)onVideoInstruct
gpt-score· 2024-11-04
3.85
SOTA
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance arXiv:2411.02327