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生成式AI導論 2024

https://www.youtube.com/@HungyiLeeNTU

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Paper • 2210.06774 • Published Oct 13, 2022 • 2
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 2
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Paper • 2312.11514 • Published Dec 12, 2023 • 256
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 13

Detecting Pretraining Data from Large Language Models

Paper • 2310.16789 • Published Oct 25, 2023 • 10
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 • 18
AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 14

Efficient Memory Management for Large Language Model Serving with PagedAttention

Paper • 2309.06180 • Published Sep 12, 2023 • 25
LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models

Paper • 2308.16137 • Published Aug 30, 2023 • 39
Scaling Transformer to 1M tokens and beyond with RMT

Paper • 2304.11062 • Published Apr 19, 2023 • 2
DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Paper • 2309.14509 • Published Sep 25, 2023 • 17

LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Paper • 2310.08659 • Published Oct 12, 2023 • 22
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Paper • 2309.14717 • Published Sep 26, 2023 • 43
ModuLoRA: Finetuning 3-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers

Paper • 2309.16119 • Published Sep 28, 2023 • 1
LoRA ensembles for large language model fine-tuning

Paper • 2310.00035 • Published Sep 29, 2023 • 2

TRAMS: Training-free Memory Selection for Long-range Language Modeling

Paper • 2310.15494 • Published Oct 24, 2023 • 1
A Long Way to Go: Investigating Length Correlations in RLHF

Paper • 2310.03716 • Published Oct 5, 2023 • 9
YaRN: Efficient Context Window Extension of Large Language Models

Paper • 2309.00071 • Published Aug 31, 2023 • 65
Giraffe: Adventures in Expanding Context Lengths in LLMs

Paper • 2308.10882 • Published Aug 21, 2023 • 1

OS Week Highlights - Oct 2 - 8

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Mistral-7B-OpenOrca
Open-Orca/Mistral-7B-OpenOrca

Text Generation • Updated Nov 18, 2023 • 27.3k • 667
teknium/CollectiveCognition-v1.1-Mistral-7B

Text Generation • Updated Oct 7, 2023 • 35 • 78
stabilityai/stablelm-3b-4e1t

Text Generation • Updated Mar 7 • 116k • 306

attention and long context

Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 13
Effective Long-Context Scaling of Foundation Models

Paper • 2309.16039 • Published Sep 27, 2023 • 30
allenai/longformer-base-4096

Updated Apr 5, 2023 • 5.52M • 161
google/bigbird-roberta-base

Updated Jun 2, 2021 • 78.6k • 47

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18 • 140
Exponentially Faster Language Modelling

Paper • 2311.10770 • Published Nov 15, 2023 • 118
Fine-tuning Language Models for Factuality

Paper • 2311.08401 • Published Nov 14, 2023 • 28
NEFTune: Noisy Embeddings Improve Instruction Finetuning

Paper • 2310.05914 • Published Oct 9, 2023 • 14

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

Paper • 2309.12307 • Published Sep 21, 2023 • 86
Effective Long-Context Scaling of Foundation Models

Paper • 2309.16039 • Published Sep 27, 2023 • 30
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 13

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