Tree Search
Tree Search for Language Model Agents introduces an inference-time best-first tree search algorithm that enables LM-powered autonomous agents to perform explicit exploration and multi-step planning within real interactive web environments. It is complementary to existing agents and demonstrates significant performance gains on benchmarks like VisualWebArena and WebArena when applied on top of models such as GPT-4o. The project includes a preprint, code, and talk, targeting researchers working on improving LM agent capabilities.
Open SourceMITWeb
223stars
24forks
4features
2024since
Overview
4 featuresTree Search sits in PulseGate's AI & ML category. Language models struggling with multi-step reasoning, planning, and environmental feedback in realistic computer tasks. It is built as an open-source project for AI researchers. The project is open source (MIT). It ships for the web.
Carnegie Mellon University builds and maintains Tree Search, and it first shipped in 2024. The project is developed in the open on GitHub with 223 stars. Key capabilities include Tree Search, Multi-step Planning, and Web Environment Interaction.
Summary written by a language model from the project’s public pages.
- Tree Search
- Multi-step Planning
- Web Environment Interaction
- Best-first Search
Tags
tree-searchlm-agentsweb-automationmulti-step-reasoningvisualwebarena
AI capabilities
Text
Inference: Cloud API
Built with & integrations
AI providers
openaigoogle_geminimeta_llama
Runs on
Browser
Detected from
- openai
- bgpt- in the HTML
- meta_llama
- llama- in the HTML
Trust & compliance
License
MIT
Verified signals
Indexing history
1What PulseGate has recorded for this listing
- Indexed27 Jul · 21:43 UTCkohjingyu/search-agents verified against its public sourceSource: PulseGate · Open
Frequently asked questions about Tree Search
- What does Tree Search do?
- Language models struggling with multi-step reasoning, planning, and environmental feedback in realistic computer tasks. It is catalogued under AI & ML on PulseGate.
- Who is Tree Search for?
- Tree Search is an open-source project built for AI researchers.
- Is Tree Search free?
- Yes — Tree Search is open source under the MIT license and free to use.
- What platforms does Tree Search run on?
- Tree Search runs on the web.
- Is Tree Search still active?
- Unverified. Tree Search has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
- What projects are similar to Tree Search?
- Similar projects tracked by PulseGate include Cliprise, chi-ai, and AI DocuChat.Cliprisechi-aiAI DocuChat
- Who develops Tree Search?
- Tree Search is developed by Carnegie Mellon University, based in the United States.
- When did Tree Search launch?
- Tree Search first shipped in 2024.
Also in AI & ML
Same category — not a similarity match