Retrieve Anything To Augment Large Language Models Replug: Retrieval-augmented black-box language models When Language Model Meets Private Library EditSum: {A} Retrieve-and-Edit Framework for Source Code Summarization Synchromesh: Reliable Code Generation from Pre-trained Language Models ...
Concretely, RAMP treats the retrieved captions as reference captions to augment the discriminator during adversarial training, encouraging the image captioning model (generator) to incorporate informative content in retrieved captions into the generated caption. In addition, a retrieval-enhanced dynamic ...
Use an LLM to augment text dataset with all possible questions that can be asked to each document.🚀 Advanced Retrieval MethodsFusion Retrieval 🔗 LangChain LlamaIndex Runnable Script Overview 🔎 Optimizing search results by combining different retrieval methods. Implementation 🛠️ Combine ...
2. For all experiments, we use the AdamW optimizer with a base learning rate of 1e-4 and augmenta- tion of random horizontal flipping and random augmenta- tion [16]. We pre-train for 80 epochs on 40 NVIDIA Tesla V100 GPUs and finetune for another 10 ...
Zhong, Z., Zheng, L., Kang, G., Li, S., Yang, Y.: Random erasing data augmenta- tion. arXiv preprint arXiv: 1708.04896 (2017) 50. Zhong, Z., Zheng, L., Zheng, Z., Li, S., Yang, Y.: Camera style adaptation for person re-identification. arXiv preprint arXiv:1711.10295 (...
To further augment the training faces, random horizontal flipping and up to 10◦ rotation is performed. At test time, faces are resized so that the smallest dimension is 224 and the central crop is taken. Dataset Retrieval. Suppose we wish to retrieve images containing multiple query faces (...
Zhong, Z., Zheng, L., Kang, G., Li, S., Yang, Y.: Random erasing data augmenta- tion. arXiv preprint arXiv: 1708.04896 (2017) 50. Zhong, Z., Zheng, L., Zheng, Z., Li, S., Yang, Y.: Camera style adaptation for person re-identification. arXiv preprint arXiv:1711.10295 (...
Many tech-niques have been proposed in this literature to automati-cally augment images with captions or labels and to retrieveand classify imagery augmented with information from thesemodalities [26, 21, 29, 28, 6, 31, 14, 8, 32].An important requirement for further progress in theseareas ...
sent2rolegraph.augment.json: {sent: (graph_nodes, graph_edges)} vocabularies: annotation/RET directory int2word.npy: [word] word2int.json: {word: int} data splits: public_split directory trn_names.npy, val_names.npy, tst_names.npy ...
Use an LLM to augment text dataset with all possible questions that can be asked to each document.🚀 Advanced Retrieval MethodsFusion Retrieval 🔗 LangChain LlamaIndex Runnable Script Overview 🔎 Optimizing search results by combining different retrieval methods. Implementation 🛠️ Combine ...