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Collections including paper arxiv:2310.00898

Dataset generation

Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs

Paper • 2310.13961 • Published Oct 21, 2023 • 4
ZeroGen: Efficient Zero-shot Learning via Dataset Generation

Paper • 2202.07922 • Published Feb 16, 2022 • 1
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 17
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4

Garages and Mechanics

Collection of posts about self-improvement and self-learning

Enable Language Models to Implicitly Learn Self-Improvement From Data

Paper • 2310.00898 • Published Oct 2, 2023 • 22

LLMs SELF-IMPROVEMENT

Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models

Paper • 2312.06585 • Published Dec 11, 2023 • 27
Enable Language Models to Implicitly Learn Self-Improvement From Data

Paper • 2310.00898 • Published Oct 2, 2023 • 22
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Paper • 2312.10003 • Published Dec 15, 2023 • 33
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Paper • 2401.01335 • Published Jan 2 • 62

Moral Foundations of Large Language Models

Paper • 2310.15337 • Published Oct 23, 2023 • 1
Specific versus General Principles for Constitutional AI

Paper • 2310.13798 • Published Oct 20, 2023 • 2
Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 22
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 46

BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 96
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 68
In-Context Learning Creates Task Vectors

Paper • 2310.15916 • Published Oct 24, 2023 • 39
Matryoshka Diffusion Models

Paper • 2310.15111 • Published Oct 23, 2023 • 39

Large Language Models Cannot Self-Correct Reasoning Yet

Paper • 2310.01798 • Published Oct 3, 2023 • 32
Enable Language Models to Implicitly Learn Self-Improvement From Data

Paper • 2310.00898 • Published Oct 2, 2023 • 22

LLM Optimization

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 51
Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 37
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 75
Language Modeling Is Compression

Paper • 2309.10668 • Published Sep 19, 2023 • 82

Efficient RLHF: Reducing the Memory Usage of PPO

Paper • 2309.00754 • Published Sep 1, 2023 • 13
Statistical Rejection Sampling Improves Preference Optimization

Paper • 2309.06657 • Published Sep 13, 2023 • 13
Aligning Large Multimodal Models with Factually Augmented RLHF

Paper • 2309.14525 • Published Sep 25, 2023 • 30
Stabilizing RLHF through Advantage Model and Selective Rehearsal

Paper • 2309.10202 • Published Sep 18, 2023 • 9

LLM Interactions

Teach LLMs to Personalize -- An Approach inspired by Writing Education

Paper • 2308.07968 • Published Aug 15, 2023 • 24
YaRN: Efficient Context Window Extension of Large Language Models

Paper • 2309.00071 • Published Aug 31, 2023 • 59
Enable Language Models to Implicitly Learn Self-Improvement From Data

Paper • 2310.00898 • Published Oct 2, 2023 • 22

LMDX: Language Model-based Document Information Extraction and Localization

Paper • 2309.10952 • Published Sep 19, 2023 • 63
LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

Paper • 2309.12307 • Published Sep 21, 2023 • 84
A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models

Paper • 2309.11674 • Published Sep 20, 2023 • 30
Boolformer: Symbolic Regression of Logic Functions with Transformers

Paper • 2309.12207 • Published Sep 21, 2023 • 11

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