98ed2f67b44eee96b2bbdc296ba6daee58860788
base_model, language, library_name, license, tags, pipeline_tag
| base_model | language | library_name | license | tags | pipeline_tag | |||
|---|---|---|---|---|---|---|---|---|
|
|
transformers | mit |
|
text-generation |
🔍 WebExplorer-8B
A state-of-the-art 8B parameter web agent model designed for complex information-seeking tasks and long-horizon reasoning.
🌟 Overview
WebExplorer-8B is an advanced web navigation agent trained on WebExplorer-QA. The model demonstrates exceptional performance on challenging information-seeking benchmarks while maintaining efficiency with only 8 billion parameters.
✨ Key Features
- 🌐 Long-horizon Reasoning: Supports up to 128K context length and 100 tool calling turns
- 🛠️ Tool Utilization: Masters search and browse functionalities
- 🏆 State-of-the-art Performance: Achieves best-in-class results among models under 10B parameters
🏗️ Model Architecture
Built on Qwen3-8B base model and trained through a two-phase approach:
- Supervised Fine-tuning (SFT): Cold-start initialization with high-quality trajectories
- Reinforcement Learning (RL): Enhanced using GRPO algorithm with progressive context expansion
📊 Performance
WebExplorer-8B achieves state-of-the-art performance across multiple information-seeking benchmarks:
| Benchmark | Score |
|---|---|
| BrowseComp-en | 15.7 |
| BrowseComp-zh | 32.0 |
| GAIA | 50.0 |
| WebWalkerQA | 62.7 |
| FRAMES | 75.7 |
| XBench-DeepSearch | 53.7 |
| HLE | 17.3 |
🛠️ Tool Schema
WebExplorer-8B supports two tools for web interaction:
1. Browse Tool
{
"name": "browse",
"type": "function",
"description": "Extract specific information from a webpage",
"parameters": {
"type": "object",
"properties": {
"url": {
"type": "string",
"description": "Target URL to browse. The webpage content will be processed by the LLM for information extraction."
},
"query": {
"type": "string",
"description": "Specific query about the webpage content. The LLM will analyze the content to answer this query."
}
},
"required": ["url", "query"]
}
}
2. Search Tool
{
"name": "search",
"type": "function",
"description": "Perform web search queries",
"parameters": {
"type": "object",
"properties": {
"queries": {
"type": "array",
"items": {
"type": "string"
},
"description": "List of search queries. Returns search results containing title, URL, and snippet for each query."
}
},
"required": ["queries"]
}
}
Description