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Collections including paper arxiv:2203.02155

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 17
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 1

Training language models to follow instructions with human feedback

Paper • 2203.02155 • Published Mar 4, 2022 • 17

Papers (I want) To Read

A list of papers on my reading list.

Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

Paper • 2304.09842 • Published Apr 19, 2023 • 1
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 24
Gorilla: Large Language Model Connected with Massive APIs

Paper • 2305.15334 • Published May 24, 2023 • 5
Reflexion: Language Agents with Verbal Reinforcement Learning

Paper • 2303.11366 • Published Mar 20, 2023 • 5

LLM Post Training

Instruction Tuning for Large Language Models: A Survey

Paper • 2308.10792 • Published Aug 21, 2023 • 1
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Paper • 2403.14608 • Published Mar 21, 2024
Efficient Large Language Models: A Survey

Paper • 2312.03863 • Published Dec 6, 2023 • 3
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17, 2024 • 30

LLM Tech Report

Qwen2.5 Technical Report

Paper • 2412.15115 • Published Dec 19, 2024 • 352
Qwen2.5-Coder Technical Report

Paper • 2409.12186 • Published Sep 18, 2024 • 141
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Paper • 2409.12122 • Published Sep 18, 2024 • 3
Qwen2.5-VL Technical Report

Paper • 2502.13923 • Published 22 days ago • 162

LLM-Alignment Papers

Concrete Problems in AI Safety

Paper • 1606.06565 • Published Jun 21, 2016 • 1
The Off-Switch Game

Paper • 1611.08219 • Published Nov 24, 2016 • 1
Learning to summarize from human feedback

Paper • 2009.01325 • Published Sep 2, 2020 • 4
Truthful AI: Developing and governing AI that does not lie

Paper • 2110.06674 • Published Oct 13, 2021 • 1

Llama 2: Open Foundation and Fine-Tuned Chat Models

Paper • 2307.09288 • Published Jul 18, 2023 • 244
Training language models to follow instructions with human feedback

Paper • 2203.02155 • Published Mar 4, 2022 • 17
nlpaueb/legal-bert-base-uncased

Fill-Mask • Updated Apr 28, 2022 • 554k • • 215

LLM Fundamental papers

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 55
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 13
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Paper • 2305.13245 • Published May 22, 2023 • 5
Llama 2: Open Foundation and Fine-Tuned Chat Models

Paper • 2307.09288 • Published Jul 18, 2023 • 244

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 55
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 17
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Paper • 1910.01108 • Published Oct 2, 2019 • 14
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 13

Must Reads On Transformers and Diffusers

Explore the cutting-edge of AI with our curated list of must reads on Transformers & Diffusers, driving innovation in generative-AI and beyond.

Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Paper • 1701.06538 • Published Jan 23, 2017 • 6
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 55
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Paper • 2005.11401 • Published May 22, 2020 • 10
Language Model Evaluation Beyond Perplexity

Paper • 2106.00085 • Published May 31, 2021

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