The Rise and Potential of Large Language Model Based Agents: A Survey

woooodyy/llm-agent-paper-list 14 Sep 2023

Many efforts have been made to develop intelligent agents, but they mainly focus on advancement in algorithms or training strategies to enhance specific capabilities or performance on particular tasks.

Language Modelling Large Language Model

4.37 stars / hour

LongLoRA: Efficient Fine-tuning of Long-Context Large Language Models

dvlab-research/longlora 21 Sep 2023

LongLoRA adopts LLaMA2 7B from 4k context to 100k, or LLaMA2 70B to 32k on a single 8x A100 machine.

3.69 stars / hour

ProPainter: Improving Propagation and Transformer for Video Inpainting

sczhou/propainter 7 Sep 2023

We also propose a mask-guided sparse video Transformer, which achieves high efficiency by discarding unnecessary and redundant tokens.

Optical Flow Estimation Video Inpainting

3.23 stars / hour

Agents: An Open-source Framework for Autonomous Language Agents

aiwaves-cn/agents 14 Sep 2023

Recent advances on large language models (LLMs) enable researchers and developers to build autonomous language agents that can automatically solve various tasks and interact with environments, humans, and other agents using natural language interfaces.

3.16 stars / hour

NExT-GPT: Any-to-Any Multimodal LLM

NExT-GPT/NExT-GPT 11 Sep 2023

While recently Multimodal Large Language Models (MM-LLMs) have made exciting strides, they mostly fall prey to the limitation of only input-side multimodal understanding, without the ability to produce content in multiple modalities.

3.10 stars / hour

Communicative Agents for Software Development

openbmb/chatdev 16 Jul 2023

At the core of this paradigm lies ChatDev, a virtual chat-powered software development company that mirrors the established waterfall model, meticulously dividing the development process into four distinct chronological stages: designing, coding, testing, and documenting.

Decision Making

1.90 stars / hour

Kani: A Lightweight and Highly Hackable Framework for Building Language Model Applications

zhudotexe/kani 11 Sep 2023

Language model applications are becoming increasingly popular and complex, often including features like tool usage and retrieval augmentation.

Language Modelling Management +1

1.78 stars / hour

The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A"

lukasberglund/reversal_curse 21 Sep 2023

This shows a failure of logical deduction that we hypothesize is caused by the Reversal Curse.

Data Augmentation

1.43 stars / hour

DreamLLM: Synergistic Multimodal Comprehension and Creation

RunpeiDong/DreamLLM 20 Sep 2023

This paper presents DreamLLM, a learning framework that first achieves versatile Multimodal Large Language Models (MLLMs) empowered with frequently overlooked synergy between multimodal comprehension and creation.

1.12 stars / hour

AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors in Agents

openbmb/agentverse 21 Aug 2023

Autonomous agents empowered by Large Language Models (LLMs) have undergone significant improvements, enabling them to generalize across a broad spectrum of tasks.

0.95 stars / hour