MoreAgentsIsAllYouNeed / AgentForest
We present the first systematic study on the scaling property of raw agents instantiated by LLMs. We find that performance scales with the increase in the number of agents, using the simple(st) way of sampling and voting. Our method is called Agent Forest, as a tribute to the classic Random Forest.
β86Updated last month
Related projects β
Alternatives and complementary repositories for AgentForest
- Beating the GAIA benchmark with Transformers Agents. πβ62Updated 2 weeks ago
- β116Updated 5 months ago
- My implementation of "Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models"β92Updated last year
- Source code of the paper: RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering [Fβ¦β58Updated 5 months ago
- Building Open LLM Web Agents with Self-Evolving Online Curriculum RLβ166Updated this week
- β102Updated 2 months ago
- Data preparation code for CrystalCoder 7B LLMβ42Updated 6 months ago
- Environments, tools, and benchmarks for general computer agentsβ172Updated 2 weeks ago
- The Library for LLM-based multi-agent applicationsβ63Updated this week
- π€ Agent-as-a-Judge and DevAI datasetβ185Updated last week
- β41Updated 2 months ago
- KnowAgent: Knowledge-Augmented Planning for LLM-Based Agentsβ171Updated 3 weeks ago
- Resources for our paper: "EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms"β75Updated 3 weeks ago
- FuseAI Projectβ76Updated 2 months ago
- Repository for βPlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makersβ, NAACL24β124Updated 4 months ago
- β51Updated 3 months ago
- An implemtation of Everyting of Thoughts (XoT).β129Updated 8 months ago
- Reformatted Alignmentβ112Updated last month
- β35Updated last year
- AI for all: Build the large graph of the language modelsβ238Updated 5 months ago
- β283Updated last month
- Expert Specialized Fine-Tuningβ144Updated last month
- Official implementation of paper "On the Diagram of Thought" (https://arxiv.org/abs/2409.10038)β169Updated last month
- FireAct: Toward Language Agent Fine-tuningβ254Updated last year
- This repository contains the code for the paper: SirLLM: Streaming Infinite Retentive LLMβ55Updated 5 months ago
- Meta-CoT: Generalizable Chain-of-Thought Prompting in Mixed-task Scenarios with Large Language Modelsβ87Updated last year
- Code for Paper: Harnessing Webpage Uis For Text Rich Visual Understandingβ37Updated 3 weeks ago
- Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agentsβ109Updated 4 months ago
- Offical Repo for "Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale"β190Updated 3 weeks ago
- CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents. https://crab.camel-ai.org/β187Updated this week