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Discover the best community collections!

Collections including paper arxiv:2402.13064

Speculative Streaming: Fast LLM Inference without Auxiliary Models

Paper • 2402.11131 • Published Feb 16, 2024 • 43
Generative Representational Instruction Tuning

Paper • 2402.09906 • Published Feb 15, 2024 • 54
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15, 2024 • 105
BitDelta: Your Fine-Tune May Only Be Worth One Bit

Paper • 2402.10193 • Published Feb 15, 2024 • 20

Synthetic Dataset

DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows

Paper • 2402.10379 • Published Feb 16, 2024 • 31
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20, 2024 • 48

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, 2024
How to Train Data-Efficient LLMs

Paper • 2402.09668 • Published Feb 15, 2024 • 41
A Survey on Data Selection for LLM Instruction Tuning

Paper • 2402.05123 • Published Feb 4, 2024 • 3
LESS: Selecting Influential Data for Targeted Instruction Tuning

Paper • 2402.04333 • Published Feb 6, 2024 • 3

Data Efficient Approaches

How to Train Data-Efficient LLMs

Paper • 2402.09668 • Published Feb 15, 2024 • 41
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement

Paper • 2403.15042 • Published Mar 22, 2024 • 26
MAGID: An Automated Pipeline for Generating Synthetic Multi-modal Datasets

Paper • 2403.03194 • Published Mar 5, 2024 • 14
Orca-Math: Unlocking the potential of SLMs in Grade School Math

Paper • 2402.14830 • Published Feb 16, 2024 • 24

AutoMathText: Autonomous Data Selection with Language Models for Mathematical Texts

Paper • 2402.07625 • Published Feb 12, 2024 • 14
Rethinking Data Selection for Supervised Fine-Tuning

Paper • 2402.06094 • Published Feb 8, 2024 • 1
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20, 2024 • 48
TnT-LLM: Text Mining at Scale with Large Language Models

Paper • 2403.12173 • Published Mar 18, 2024 • 20

Data Generation

Genie: Achieving Human Parity in Content-Grounded Datasets Generation

Paper • 2401.14367 • Published Jan 25, 2024 • 8
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20, 2024 • 48

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17, 2024 • 30
Tuning Language Models by Proxy

Paper • 2401.08565 • Published Jan 16, 2024 • 22
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention

Paper • 2312.07987 • Published Dec 13, 2023 • 41
SubGen: Token Generation in Sublinear Time and Memory

Paper • 2402.06082 • Published Feb 8, 2024 • 11
Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models

Paper • 2402.13064 • Published Feb 20, 2024 • 48
SaulLM-7B: A pioneering Large Language Model for Law

Paper • 2403.03883 • Published Mar 6, 2024 • 79

Text to image papers

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

Paper • 2311.09257 • Published Nov 14, 2023 • 47
VideoPoet: A Large Language Model for Zero-Shot Video Generation

Paper • 2312.14125 • Published Dec 21, 2023 • 45
TinyGPT-V: Efficient Multimodal Large Language Model via Small Backbones

Paper • 2312.16862 • Published Dec 28, 2023 • 31
VideoDrafter: Content-Consistent Multi-Scene Video Generation with LLM

Paper • 2401.01256 • Published Jan 2, 2024 • 21

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