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Collections including paper arxiv:2009.03300

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 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 1
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

Benchmarks and Evals

Awesome Collection of Benchmarks and Evaluation Papers

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Paper • 2406.01574 • Published Jun 3, 2024 • 51
GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Paper • 2311.12022 • Published Nov 20, 2023 • 33
HellaSwag: Can a Machine Really Finish Your Sentence?

Paper • 1905.07830 • Published May 19, 2019 • 6

Smarter LLMs Research

RARR: Researching and Revising What Language Models Say, Using Language Models

Paper • 2210.08726 • Published Oct 17, 2022 • 1
Hypothesis Search: Inductive Reasoning with Language Models

Paper • 2309.05660 • Published Sep 11, 2023 • 2
In-context Learning and Induction Heads

Paper • 2209.11895 • Published Sep 24, 2022 • 2
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 30

gemma_knowledg_tree

Gemini: A Family of Highly Capable Multimodal Models

Paper • 2312.11805 • Published Dec 19, 2023 • 47
Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
HellaSwag: Can a Machine Really Finish Your Sentence?

Paper • 1905.07830 • Published May 19, 2019 • 6
PIQA: Reasoning about Physical Commonsense in Natural Language

Paper • 1911.11641 • Published Nov 26, 2019 • 3

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
mistralai/Mistral-7B-v0.1

Text Generation • 7B • Updated Jul 24 • 536k • 4k

Humanity's Last Exam

Paper • 2501.14249 • Published Jan 24 • 76
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Paper • 2206.04615 • Published Jun 9, 2022 • 5
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Paper • 2210.09261 • Published Oct 17, 2022 • 1
BIG-Bench Extra Hard

Paper • 2502.19187 • Published Feb 26 • 10

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3

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 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

Interesting AI papers

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 94
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
Universal Language Model Fine-tuning for Text Classification

Paper • 1801.06146 • Published Jan 18, 2018 • 7
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 17

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 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 1
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

Humanity's Last Exam

Paper • 2501.14249 • Published Jan 24 • 76
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Paper • 2206.04615 • Published Jun 9, 2022 • 5
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them

Paper • 2210.09261 • Published Oct 17, 2022 • 1
BIG-Bench Extra Hard

Paper • 2502.19187 • Published Feb 26 • 10

Benchmarks and Evals

Awesome Collection of Benchmarks and Evaluation Papers

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Paper • 2406.01574 • Published Jun 3, 2024 • 51
GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Paper • 2311.12022 • Published Nov 20, 2023 • 33
HellaSwag: Can a Machine Really Finish Your Sentence?

Paper • 1905.07830 • Published May 19, 2019 • 6

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3

Smarter LLMs Research

RARR: Researching and Revising What Language Models Say, Using Language Models

Paper • 2210.08726 • Published Oct 17, 2022 • 1
Hypothesis Search: Inductive Reasoning with Language Models

Paper • 2309.05660 • Published Sep 11, 2023 • 2
In-context Learning and Induction Heads

Paper • 2209.11895 • Published Sep 24, 2022 • 2
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 30

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 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

gemma_knowledg_tree

Gemini: A Family of Highly Capable Multimodal Models

Paper • 2312.11805 • Published Dec 19, 2023 • 47
Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
HellaSwag: Can a Machine Really Finish Your Sentence?

Paper • 1905.07830 • Published May 19, 2019 • 6
PIQA: Reasoning about Physical Commonsense in Natural Language

Paper • 1911.11641 • Published Nov 26, 2019 • 3

Interesting AI papers

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 94
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 23
Universal Language Model Fine-tuning for Text Classification

Paper • 1801.06146 • Published Jan 18, 2018 • 7
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 17

Measuring Massive Multitask Language Understanding

Paper • 2009.03300 • Published Sep 7, 2020 • 3
mistralai/Mistral-7B-v0.1

Text Generation • 7B • Updated Jul 24 • 536k • 4k

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