awesome-language-agents

Language agents

A curated collection of language agent architectures and their applications

List of language agents based on paper "Cognitive Architectures for Language Agents"

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🐨CoALA: Awesome Language Agents

https://arxiv.org/abs/2309.02427 CoALA Paper (16 pages of main content):
https://twitter.com/ShunyuYao12/status/1699396834983362690 CoALA Tweet (6 threads):
CoALA.bib CoALA BibTex file with 300+ related citations:

🐨CoALA: Awesome Language Agents / Papers

AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts (2021-10) (reasoning)
SILG: The Multi-environment Symbolic Interactive Language Grounding Benchmark (2021-10) (environment)
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents (2022-01) (grounding)
PromptChainer: Chaining Large Language Model Prompts through Visual Programming (2022-03) (grounding)
ScienceWorld: Is your Agent Smarter than a 5th Grader? (2022-03) (environment)
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances (2022-04) (grounding)
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language (2022-04) (grounding)
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents (2022-07) (environment)
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models (2022-09) (grounding)
Decomposed Prompting: A Modular Approach for Solving Complex Tasks (2022-10) (reasoning)
Mind's Eye: Grounded Language Model Reasoning through Simulation (2022-10) (grounding)
ReAct: Synergizing Reasoning and Acting in Language Models (2022-10) (grounding, reasoning)
Large Language Models Are Human-Level Prompt Engineers (2022-11) (reasoning)
LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models (2022-12) (grounding)
Don’t Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments (2022-12) (grounding)
Chain of Hindsight Aligns Language Models with Feedback (2023-02) (learning)
Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task Agents (2023-02) (grounding, reasoning)
Toolformer: Language Models Can Teach Themselves to Use Tools (2023-02) (grounding)
Foundation Models for Decision Making: Problems, Methods, and Opportunities (2023-03) (survey)
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face (2023-03) (grounding)
PaLM-E: An Embodied Multimodal Language Model (2023-03) (grounding)
Reflexion: Language Agents with Verbal Reinforcement Learning (2023-03) (grounding, reasoning, learning)
Self-Refine: Iterative Refinement with Self-Feedback (2023-03) (reasoning)
Self-planning Code Generation with Large Language Models (2023-03) (reasoning)
Generative Agents: Interactive Simulacra of Human Behavior (2023-04) (grounding, reasoning, retrieval, learning)
Emergent autonomous scientific research capabilities of large language models (2023-04) (grounding, reasoning)
LLM+P: Empowering Large Language Models with Optimal Planning Proficiency (2023-04) (grounding, reasoning)
REFINER: Reasoning Feedback on Intermediate Representations (2023-04) (reasoning)
Teaching Large Language Models to Self-Debug (2023-04) (reasoning)
GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical Information (2023-04) (grounding, reasoning)
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing (2023-05) (grounding, reasoning, retrieval)
Augmenting Autotelic Agents with Large Language Models (2023-05) (grounding, reasoning, retrieval, learning)
ChatCoT: Tool-Augmented Chain-of-Thought Reasoning on Chat-based Large Language Models (2023-05) (grounding, reasoning)
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings (2023-05) (grounding, reasoning)
Decomposition Enhances Reasoning via Self-Evaluation Guided Decoding (2023-05) (reasoning)
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate (2023-05) (grounding, reasoning)
Improving Factuality and Reasoning in Language Models through Multiagent Debate (2023-05) (grounding, reasoning)
AdaPlanner: Adaptive Planning from Feedback with Language Models (2023-05) (grounding, retrieval, learning)
Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models (2023-05) (reasoning)
ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models (2023-05) (grounding, reasoning)
SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks (2023-05) (grounding, reasoning)
Tree of Thoughts: Deliberate Problem Solving with Large Language Models (2023-05) (reasoning)
Voyager: An Open-Ended Embodied Agent with Large Language Models (2023-05) (grounding, reasoning, retrieval, learning)
InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback (2023-06) (grounding, reasoning)
ToolQA: A Dataset for LLM Question Answering with External Tools (2023-06) (grounding)
Mind2Web: Towards a Generalist Agent for the Web (2023-06) (environment)
RestGPT: Connecting Large Language Models with Real-World RESTful APIs (2023-06) (grounding, reasoning)
ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases (2023-06) (grounding, reasoning)
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis (2023-07) (grounding, reasoning)
RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control (2023-07) (grounding)
RoCo: Dialectic Multi-Robot Collaboration with Large Language Models (2023-07) (grounding)
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners (2023-07) (grounding)
S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents (2023-07) (grounding, reasoning)
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs (2023-07) (grounding, reasoning, retrieval)
Understanding the Benefits and Challenges of Using Large Language Model-based Conversational Agents for Mental Well-being Support (2023-07) (grounding)
Unleashing Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration (2023-07) (grounding, reasoning)
WebArena: A Realistic Web Environment for Building Autonomous Agents (2023-07) (environment)
AgentBench: Evaluating LLMs as Agents (2023-08) (environment)
AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors in Agents (2023-08) (environment)
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework (2023-08) (grounding, reasoning)
CGMI: Configurable General Multi-Agent Interaction Framework (2023-08) (grounding, reasoning)
ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate (2023-08) (grounding, reasoning)
Cumulative Reasoning with Large Language Models (2023-08) (reasoning)
ExpeL: LLM Agents Are Experiential Learners (2023-08) (grounding, reasoning, retrieval, learning)
GPT-in-the-Loop: Adaptive Decision-Making for Multiagent Systems (2023-08) (grounding, reasoning)
Gentopia: A Collaborative Platform for Tool-Augmented LLMs (2023-08) (environment)
MetaGPT: Meta Programming for Multi-Agent Collaborative Framework (2023-08) (grounding, reasoning)
ProAgent: Building Proactive Cooperative AI with Large Language Models (2023-08) (grounding, reasoning)
Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization (2023-08) (grounding, reasoning, learning)
SAPIEN: Affective Virtual Agents Powered by Large Language Models (2023-08) (grounding, reasoning)
Synergistic Integration of Large Language Models and Cognitive Architectures for Robust AI: An Exploratory Analysis (2023-08) (grounding, reasoning, retrieval, learning)
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving (2023-09) (grounding, reasoning, learning)
Identifying the Risks of LM Agents with an LM-Emulated Sandbox (2023-09) (environment)
Suspicion Agent: Playing Imperfect Information Games with Theory of Mind Aware GPT-4 (2023-09) (grounding, reasoning)
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives (2024-01) (reasoning, reflection)
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization (2024-02) (reasoning, reflection, learning)
LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning. (2024-03) (planning, reasoning)
Empowering Biomedical Discovery with AI Agents (2024-04) (AI scientist, biomedical research)
TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models (2024-05) (reasoning, retrieval)

🐨CoALA: Awesome Language Agents / Resources

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