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Seminal AI Papers

A collection of top AI papers.

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 44
You Only Look Once: Unified, Real-Time Object Detection

Paper • 1506.02640 • Published Jun 8, 2015 • 1
HEp-2 Cell Image Classification with Deep Convolutional Neural Networks

Paper • 1504.02531 • Published Apr 10, 2015
Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training

Paper • 2401.05566 • Published Jan 10 • 25

Dataset generation

Ensemble-Instruct: Generating Instruction-Tuning Data with a Heterogeneous Mixture of LMs

Paper • 2310.13961 • Published Oct 21, 2023 • 4
ZeroGen: Efficient Zero-shot Learning via Dataset Generation

Paper • 2202.07922 • Published Feb 16, 2022 • 1
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
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMs

Paper • 2309.09582 • Published Sep 18, 2023 • 4

KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval

Paper • 2310.15511 • Published Oct 24, 2023 • 4
HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(ision), LLaVA-1.5, and Other Multi-modality Models

Paper • 2310.14566 • Published Oct 23, 2023 • 25
SmartPlay : A Benchmark for LLMs as Intelligent Agents

Paper • 2310.01557 • Published Oct 2, 2023 • 12
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18

KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval

Paper • 2310.15511 • Published Oct 24, 2023 • 4
ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Paper • 2310.13227 • Published Oct 20, 2023 • 12
Reverse Chain: A Generic-Rule for LLMs to Master Multi-API Planning

Paper • 2310.04474 • Published Oct 6, 2023 • 2
AgentTuning: Enabling Generalized Agent Abilities for LLMs

Paper • 2310.12823 • Published Oct 19, 2023 • 35

Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning

Paper • 2309.02591 • Published Sep 5, 2023 • 14
LMDX: Language Model-based Document Information Extraction and Localization

Paper • 2309.10952 • Published Sep 19, 2023 • 65
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18
Lemur: Harmonizing Natural Language and Code for Language Agents

Paper • 2310.06830 • Published Oct 10, 2023 • 30

FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18
Prompt2Model: Generating Deployable Models from Natural Language Instructions

Paper • 2308.12261 • Published Aug 23, 2023 • 1

FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18
SteP: Stacked LLM Policies for Web Actions

Paper • 2310.03720 • Published Oct 5, 2023 • 7
Large Language Models Cannot Self-Correct Reasoning Yet

Paper • 2310.01798 • Published Oct 3, 2023 • 33
Mixtral of Experts

Paper • 2401.04088 • Published Jan 8 • 157

FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18
Stabilizing RLHF through Advantage Model and Selective Rehearsal

Paper • 2309.10202 • Published Sep 18, 2023 • 9

Information Retrieval

UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers

Paper • 2303.00807 • Published Mar 1, 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation

Paper • 2310.03214 • Published Oct 5, 2023 • 18

Large Language Models as Optimizers

Paper • 2309.03409 • Published Sep 7, 2023 • 75
One Wide Feedforward is All You Need

Paper • 2309.01826 • Published Sep 4, 2023 • 31
Self-Alignment with Instruction Backtranslation

Paper • 2308.06259 • Published Aug 11, 2023 • 40
Shepherd: A Critic for Language Model Generation

Paper • 2308.04592 • Published Aug 8, 2023 • 29

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