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Models/PPLLaVA-7B-dpo

PPLLaVA-7B-dpo

Reported on 18 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.

Reasoning12 results

  • Generative Visual Question AnsweringonVideoInstruct
    Consistency· 2024-11-04
    3.81
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Generative Visual Question AnsweringonVideoInstruct
    Contextual Understanding· 2024-11-04
    4.21
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Generative Visual Question AnsweringonVideoInstruct
    Correctness of Information· 2024-11-04
    3.85
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Generative Visual Question AnsweringonVideoInstruct
    Detail Orientation· 2024-11-04
    3.56
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Generative Visual Question AnsweringonVideoInstruct
    mean· 2024-11-04
    3.73
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    Consistency· 2024-11-04
    3.81
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    Contextual Understanding· 2024-11-04
    4.21
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    Correctness of Information· 2024-11-04
    3.85
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    Detail Orientation· 2024-11-04
    3.56
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    mean· 2024-11-04
    3.73
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Generative Visual Question AnsweringonVideoInstruct
    Temporal Understanding· 2024-11-04
    3.21
    best: 3.23 (VLM-RLAIF)
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Video-based Generative Performance BenchmarkingonVideoInstruct
    Temporal Understanding· 2024-11-04
    3.21
    best: 3.23 (VLM-RLAIF)
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327

Natural Language Processing6 results

  • Visual Question Answering (VQA)onVideoInstruct
    Consistency· 2024-11-04
    3.81
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Visual Question Answering (VQA)onVideoInstruct
    Contextual Understanding· 2024-11-04
    4.21
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Visual Question Answering (VQA)onVideoInstruct
    Correctness of Information· 2024-11-04
    3.85
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Visual Question Answering (VQA)onVideoInstruct
    Detail Orientation· 2024-11-04
    3.56
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Visual Question Answering (VQA)onVideoInstruct
    mean· 2024-11-04
    3.73
    SOTA
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327
  • Visual Question Answering (VQA)onVideoInstruct
    Temporal Understanding· 2024-11-04
    3.21
    best: 3.23 (VLM-RLAIF)
    PPLLaVA: Varied Video Sequence Understanding With Prompt GuidancearXiv:2411.02327