output stringlengths 3 49k | topic stringclasses 2
values | RAG stringclasses 2
values | prompt stringlengths 2.18k 20.1k | formated_prompt stringlengths 2.33k 20.2k |
|---|---|---|---|---|
```json
{
"SyntheticPhasedData"": {
"Problem Statement": "Current synthetic data generation for language models struggles with effectively simulating diverse and realistic data while maintaining task relevance and quality. This results in limitations in the adaptability and robustness of models when exposed to no... | synthetic_data | True | You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on this topic just for your background knowledge:
title: Scaling Speech-Text Pre-training with Synthetic Interleaved D... | <|im_start|>system
You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>
<|im_start|>user
You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on ... |
```json
{
"SyntheticDataCausalInference": {
"Problem Statement": "Current synthetic data generation approaches for large language models (LLMs) often fail to ensure that the generated data maintains the correct causal relationships inherent in real-world data. This lack of causal consistency can lead to models th... | synthetic_data | True | You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on this topic just for your background knowledge:
title: Self-Boosting Large Language Models with Synthetic Preferenc... | <|im_start|>system
You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>
<|im_start|>user
You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on ... |
```json
{
"SyntheticDataForLLMAdversarialDefenses": {
"Problem Statement": "Current large language models face a significant challenge of memorizing and reproducing verbatim sequences of their training data, even when not directly prompted for it. While some methods have explored adversarial defenses, non-a... | synthetic_data | True | You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on this topic just for your background knowledge:
title: On the Diversity of Synthetic Data and its Impact on Training... | <|im_start|>system
You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>
<|im_start|>user
You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on ... |
```json
{
"SyntheticDataDynamicAdaptation": {
"Problem Statement": "Synthetic data often lacks the variability and context richness found in real-world data, leading to poor model adaptation and performance degradation, especially as models scale. The challenge is to design a mechanism that can dynamically adjust... | synthetic_data | True | You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on this topic just for your background knowledge:
title: On the Diversity of Synthetic Data and its Impact on Training... | <|im_start|>system
You are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>
<|im_start|>user
You are an expert researcher. Now I want you to help me brainstorm some new research project proposals on the topic of: synthetic data for training large language models.
Here are some relevant papers on ... |
"```json\n{\n \"SyntheticParallelDomains\": {\n \"Problem Statement\": \"Current synthetic data (...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
"```json\n{\n \"SyntheticDataEvolvers\": {\n \"Problem Statement\": \"Current synthetic da(...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
"```json\n{\n \"SyntheticDataForContextualComprehension\": {\n \"Problem Statement\": \"Current (...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
"```json\n{\n \"SynDataEvol-Meta\": {\n \"Problem Statement\": \"Existing methods for generating(...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
"```json\n{\n \"SyntheticDataForBiasMitigation\": {\n \"Problem Statement\": \"Large language mo(...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
"```json\n{\n \"EnhancedSyntheticDataThroughInteractiveLearning\": {\n \"Problem Statement\": \"(...TRUNCATED) | synthetic_data | True | "You are an expert researcher. Now I want you to help me brainstorm some new research project propos(...TRUNCATED) | "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\(...TRUNCATED) |
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