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awesome-instruction-selector

Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning
https://github.com/Bolin97/awesome-instruction-selector

Last synced: 6 days ago
JSON representation

Instruction Selections Methods
- Trainable LLMs as data selector
  - PDF
  - PDF
  - PDF - IT)
  - PDF
  - PDF
  - PDF - Sys/DiverseEvol)
  - PDF
  - PDF
  - PDF - Sys/DiverseEvol)
  - PDF
  - PDF - IT)
- System of indicators as data selector
  - PDF
  - PDF - 4)
  - PDF - research/Dataset_Quantization)
  - PDF
  - PDF - 4)
- Powerful LLMs like ChatGPT as data selector
  - PDF
  - PDF - nlp/deita)
  - PDF
  - PDF - Sys/InsTag)
  - PDF - chen.github.io/AlpaGasus/)
  - PDF - nlp/deita)
  - PDF
- Small Reward Models as data selector
  - PDF - LM/MoDS)
  - PDF - LM/MoDS)
Useful instruction sets
- PDF
- PDF
- Blog - dolly-15k)
- PDF - instruct)
- PDF - workshop/promptsource)
- PDF
- PDF - instruct)
- PDF - workshop/promptsource)
- Blog - lab/stanford_alpaca#data-release)

Categories

Instruction Selections Methods 25 Useful instruction sets 9

Sub Categories

Trainable LLMs as data selector 11 Powerful LLMs like ChatGPT as data selector 7 System of indicators as data selector 5 Small Reward Models as data selector 2