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Collections including paper arxiv:2305.11206

It is a collection of papers that are useful in studying LLM.

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 34
LoRA: Low-Rank Adaptation of Large Language Models

Paper • 2106.09685 • Published Jun 17, 2021 • 24
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 37
Lost in the Middle: How Language Models Use Long Contexts

Paper • 2307.03172 • Published Jul 6, 2023 • 31

LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 17
Garment3DGen: 3D Garment Stylization and Texture Generation

Paper • 2403.18816 • Published Mar 27 • 18
EgoLifter: Open-world 3D Segmentation for Egocentric Perception

Paper • 2403.18118 • Published Mar 26 • 7
The Unreasonable Ineffectiveness of the Deeper Layers

Paper • 2403.17887 • Published Mar 26 • 74

Papers - Fine-tuning

Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 15
SELF: Language-Driven Self-Evolution for Large Language Model

Paper • 2310.00533 • Published Oct 1, 2023 • 2
QLoRA: Efficient Finetuning of Quantized LLMs

Paper • 2305.14314 • Published May 23, 2023 • 39
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Paper • 2309.14717 • Published Sep 26, 2023 • 43

Papers - Pre-training

Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 15
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15 • 90
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement

Paper • 2403.15042 • Published Mar 22 • 23
LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 17

Papers - Training Research

Measuring the Effects of Data Parallelism on Neural Network Training

Paper • 1811.03600 • Published Nov 8, 2018 • 2
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost

Paper • 1804.04235 • Published Apr 11, 2018 • 2
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Paper • 1905.11946 • Published May 28, 2019 • 2
Yi: Open Foundation Models by 01.AI

Paper • 2403.04652 • Published Mar 7 • 57

Large Language Model Alignment: A Survey

Paper • 2309.15025 • Published Sep 26, 2023 • 2
Aligning Large Language Models with Human: A Survey

Paper • 2307.12966 • Published Jul 24, 2023 • 1
Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Paper • 2305.18290 • Published May 29, 2023 • 37
SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF

Paper • 2310.05344 • Published Oct 9, 2023 • 1

LLM variants, usecases etc

Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 69
LLaMA: Open and Efficient Foundation Language Models

Paper • 2302.13971 • Published Feb 27, 2023 • 11
Finetuned Language Models Are Zero-Shot Learners

Paper • 2109.01652 • Published Sep 3, 2021 • 2
LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 17

BLOOM: A 176B-Parameter Open-Access Multilingual Language Model

Paper • 2211.05100 • Published Nov 9, 2022 • 23
CsFEVER and CTKFacts: Acquiring Czech data for fact verification

Paper • 2201.11115 • Published Jan 26, 2022
Training language models to follow instructions with human feedback

Paper • 2203.02155 • Published Mar 4, 2022 • 11
FinGPT: Large Generative Models for a Small Language

Paper • 2311.05640 • Published Nov 3, 2023 • 26

LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 17

LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

Paper • 2309.12307 • Published Sep 21, 2023 • 82
LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 17
LMSYS-Chat-1M: A Large-Scale Real-World LLM Conversation Dataset

Paper • 2309.11998 • Published Sep 21, 2023 • 22
Identifying Mislabeled Data using the Area Under the Margin Ranking

Paper • 2001.10528 • Published Jan 28, 2020

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