Peng Jin
Peng Jin has 2 papers in our library, in 2023–2024, most of them on Language models & pretraining, Vision & language; often with Li Yuan, Bin Zhu, Hao Li.
OpenAlex · h-index 1 · 1 works · 44 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 289 times in our library · ⭐ Paper Stars ranking: #3240
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksArts and Humanities · 1 workEngineering · 1 workControl and Systems Engineering · 1 workLanguage and Linguistics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workVision & language · 1 work
Works by year
2020s
Papers
- Video-LLaVA: Learning United Visual Representation by Alignment Before Projection (2023 · 627 citations)
Video-LLaVA targets a weakness of earlier vision-language assistants. Images and videos were usually encoded into different feature spaces and then pushed into an LLM through separate or weak projection layers. The authors argue that this "misalignment before projection" makes it hard for the LLM to learn how the two… - LLaVA-CoT: Let Vision Language Models Reason Step-by-Step (2024 · 138 citations)
Vision-language models (VLMs) often answer complex visual questions without first organizing the task. Even with chain-of-thought prompting, they tend to commit to an answer early and then rationalize it, which produces errors and hallucinations. LLaVA-CoT addresses this by training a VLM to reason through a fixed…
Co-authors here
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2023
- IEEE/CVF International Conference on Computer Vision (ICCV): ICCV 2024
Cited by
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