ChatSpot: Bootstrapping Multimodal LLMs via Precise Referring Instruction Tuning; Liang Zhao et al Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning; Lili Yu et al The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World; Weiyun Wang...
While the language model objective allows for vastly more flexible outputs, CLIP authors noted this objective made the training difficult. They hypothesized that this is because the model tries to generateexactlythe text accompanying each image, while many possible texts can accompany an image: alt-t...
Collection of papers and related works for Large Language Models (ChatGPT, GPT-3, Codex etc.). Contributors This repository is contributed by the following contributors. Organizers:Guilin Qi (漆桂林),Xiaofang Qi (戚晓芳) Paper Collectors: Zafar Ali,Sheng Bi (毕胜),Yongrui Chen (陈永锐), Zizhuo...
Transfer Learning: LLMs leverage their pre-trained knowledge from textual data to bootstrap their understanding of other modalities. This transfer learning approach allows them to jumpstart their ability to process multi-modal inputs effectively. Fine-Tuning: LLMs can be fine-tuned on specific multi...
Inferential statistics were estimated with 10,000 bootstraps. The correlations and mediation analyses were performed using the entire sample of participants (n = 480, M/F = 199/281). Following these experiments, we performed a breakpoint analysis using a piece-wise linear regression to...
クエリとテキストの相互作用をコントロールするために、UniLMで使用されているMulti-modal Causal Self-Attention Maskを使用します。 Image-Text Matching (ITM) 画像とテキスト表現間のきめ細かな整合を学習することを目的とする、画像とテキストのペアが正(一致)か負(非一致)かを予測するタスクで...
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[5] Li J, Li D, Savarese S, et al. Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models[J]. arXiv preprint arXiv:2301.12597, 2023. [6] Du Y, Li C, Guo R, et al. Pp-ocr: A practical ultra lightweight ocr system[J]. arXiv ...
The resources related to the trustworthiness of large models (LMs) across multiple dimensions (e.g., safety, security, and privacy), with a special focus on multi-modal LMs (e.g., vision-language models and diffusion models). This repo is in progress 🌱 (currently manually collected). Ba...
[2023/05] X-LLM: Bootstrapping Advanced Large Language Models by Treating Multi-Modalities as Foreign Languages. Feilong Chen et al. arXiv. [paper] [2023/05] InternGPT: Solving Vision-Centric Tasks by Interacting with ChatGPT Beyond Language. Zhaoyang Liu et al. arXiv. [paper] [2023/04...