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Collections including paper arxiv:2110.14168

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

Papers - Reasoning - Math

MAWPS paper: https://aclanthology.org/N16-1136.pdf

Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems

Paper • 1705.04146 • Published May 11, 2017 • 1
Training Verifiers to Solve Math Word Problems

Paper • 2110.14168 • Published Oct 27, 2021 • 4
Explaining Math Word Problem Solvers

Paper • 2307.13128 • Published Jul 24, 2023 • 1
MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

Paper • 1905.13319 • Published May 30, 2019 • 2

Papers - OpenAI

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Paper • 1801.03924 • Published Jan 11, 2018 • 2
Fine-Tuning Language Models from Human Preferences

Paper • 1909.08593 • Published Sep 18, 2019 • 3
Training Verifiers to Solve Math Word Problems

Paper • 2110.14168 • Published Oct 27, 2021 • 4
Learning Transferable Visual Models From Natural Language Supervision

Paper • 2103.00020 • Published Feb 26, 2021 • 11

Papers - Math - GSM8K

Training Verifiers to Solve Math Word Problems

Paper • 2110.14168 • Published Oct 27, 2021 • 4
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Paper • 2309.12284 • Published Sep 21, 2023 • 18
LiteSearch: Efficacious Tree Search for LLM

Paper • 2407.00320 • Published Jun 29, 2024 • 39
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Paper • 2309.03883 • Published Sep 7, 2023 • 35

gemma_knowledg_tree

Gemini: A Family of Highly Capable Multimodal Models

Paper • 2312.11805 • Published Dec 19, 2023 • 45
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 • 4
PIQA: Reasoning about Physical Commonsense in Natural Language

Paper • 1911.11641 • Published Nov 26, 2019 • 2

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 • 53
SteerLM: Attribute Conditioned SFT as an (User-Steerable) Alternative to RLHF

Paper • 2310.05344 • Published Oct 9, 2023 • 1

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