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Collections including paper arxiv:2402.13064

Data-efficient LLMs

dataset pruning for advancing the capabilities of LLMs

Effective pruning of web-scale datasets based on complexity of concept clusters

Paper • 2401.04578 • Published Jan 9
How to Train Data-Efficient LLMs

Paper • 2402.09668 • Published Feb 15 • 38
A Survey on Data Selection for LLM Instruction Tuning

Paper • 2402.05123 • Published Feb 4 • 3
LESS: Selecting Influential Data for Targeted Instruction Tuning

Paper • 2402.04333 • Published Feb 6 • 3

Data Efficient Approaches

How to Train Data-Efficient LLMs

Paper • 2402.09668 • Published Feb 15 • 38
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement

Paper • 2403.15042 • Published Mar 22 • 24
MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets

Paper • 2403.03194 • Published Mar 5 • 12
Orca-Math: Unlocking the potential of SLMs in Grade School Math

Paper • 2402.14830 • Published Feb 16 • 24

AutoMathText: Autonomous Data Selection with Language Models for Mathematical Texts

Paper • 2402.07625 • Published Feb 12 • 11
Rethinking Data Selection for Supervised Fine-Tuning

Paper • 2402.06094 • Published Feb 8 • 1
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20 • 46
TnT-LLM: Text Mining at Scale with Large Language Models

Paper • 2403.12173 • Published Mar 18 • 19

Data Generation

Genie: Achieving Human Parity in Content-Grounded Datasets Generation

Paper • 2401.14367 • Published Jan 25 • 6
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20 • 46

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18 • 142
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17 • 27
Tuning Language Models by Proxy

Paper • 2401.08565 • Published Jan 16 • 20
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10 • 64

SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention

Paper • 2312.07987 • Published Dec 13, 2023 • 40
SubGen: Token Generation in Sublinear Time and Memory

Paper • 2402.06082 • Published Feb 8 • 10
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20 • 46
SaulLM-7B: A pioneering Large Language Model for Law

Paper • 2403.03883 • Published Mar 6 • 74

Text to image papers

UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANs

Paper • 2311.09257 • Published Nov 14, 2023 • 45
VideoPoet: A Large Language Model for Zero-Shot Video Generation

Paper • 2312.14125 • Published Dec 21, 2023 • 44
TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones

Paper • 2312.16862 • Published Dec 28, 2023 • 30
VideoDrafter: Content-Consistent Multi-Scene Video Generation with LLM

Paper • 2401.01256 • Published Jan 2 • 19

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