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Collections including paper arxiv:2305.11738

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

CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Paper • 2305.11738 • Published May 19, 2023 • 8

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Paper • 2308.08155 • Published Aug 16, 2023 • 7
GAIA: a benchmark for General AI Assistants

Paper • 2311.12983 • Published Nov 21, 2023 • 192
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace

Paper • 2303.17580 • Published Mar 30, 2023 • 11
More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 53

Papers - Reasoning - Critic Pattern

CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Paper • 2305.11738 • Published May 19, 2023 • 8
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

Paper • 2402.14809 • Published Feb 22, 2024 • 3
DRLC: Reinforcement Learning with Dense Rewards from LLM Critic

Paper • 2401.07382 • Published Jan 14, 2024 • 2

Papers - Training - Critic Model

CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Paper • 2305.11738 • Published May 19, 2023 • 8
Shepherd: A Critic for Language Model Generation

Paper • 2308.04592 • Published Aug 8, 2023 • 32
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

Paper • 2402.14809 • Published Feb 22, 2024 • 3
DRLC: Reinforcement Learning with Dense Rewards from LLM Critic

Paper • 2401.07382 • Published Jan 14, 2024 • 2

Papers - Critic Models

CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Paper • 2305.11738 • Published May 19, 2023 • 8
Shepherd: A Critic for Language Model Generation

Paper • 2308.04592 • Published Aug 8, 2023 • 32
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

Paper • 2402.14809 • Published Feb 22, 2024 • 3

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 • 3
Yi: Open Foundation Models by 01.AI

Paper • 2403.04652 • Published Mar 7, 2024 • 63

Collection of papers about ML for using tools!

Internet-Augmented Dialogue Generation

Paper • 2107.07566 • Published Jul 15, 2021 • 2
Multi-hop Question Answering via Reasoning Chains

Paper • 1910.02610 • Published Oct 7, 2019 • 2
LaMDA: Language Models for Dialog Applications

Paper • 2201.08239 • Published Jan 20, 2022 • 4
WebGPT: Browser-assisted question-answering with human feedback

Paper • 2112.09332 • Published Dec 17, 2021 • 2

CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing

Paper • 2305.11738 • Published May 19, 2023 • 8
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Paper • 2309.17452 • Published Sep 29, 2023 • 3

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