Mohammadreza Salehi
Mohammadreza Salehi has 2 papers in our library, in 2022–2024, most of them on Language models & pretraining, Vision & language; often with Akari Asai, Christopher Clark, Hannaneh Hajishirzi.
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📄 2 works in our library · 🔗 Cited 171 times in our library · ⭐ Paper Stars ranking: #4162
Concepts, shelves and topics
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workVision & language · 1 work
Works by year
2020s
Papers
- Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models (2024 · 184 citations)
The strongest vision-language models (VLMs) are closed. Most capable open-weight alternatives are trained on captions or answers produced by proprietary systems such as GPT-4V. In effect they distill closed models, so it remains unclear how to build a strong VLM from scratch. The authors release Molmo, a family of… - ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts (2022 · 121 citations)
Parameter-efficient tuning methods such as prompt tuning change only a tiny share of a language model's weights. However, they often trail full fine-tuning and learn each task in isolation, missing what large, well-resourced datasets could offer.
Co-authors here
- Akari Asai
- Christopher Clark
- Hannaneh Hajishirzi
- Jiasen Lu
- Kyle Lo
- Luca Soldaini
- Matthew Peters
- Niklas Muennighoff
- Yue Yang
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2022
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition: IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2024
Cited by
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