Web Browsing on BrowseComp-zh
83.4AccuracyArgus-35B-A3B (Parallel)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Argus-35B-A3B (Parallel)Category=Parallel Agents, Mode=Parallel2026.05 | 83.4 | — | — | |
| Seed-2.0-ProCategory=Proprietary Agents2026.05 | 82.4 | — | — | |
| MiroThinker-1.7Category=Open-Source Deep Research Agents2026.05 | 75.3 | — | — | |
| Argus-35B-A3B (Solo)Category=Parallel Agents, Mode=Solo2026.05 | 74.4 | — | — | |
| Gemini-3.1-ProCategory=Proprietary Agents2026.05 | 74 | — | — | |
| GLM-5.0Category=Open-Source Agents2026.05 | 73 | — | — | |
| Qwen3.5-397B-A17BCategory=Open-Source Agents2026.05 | 70.3 | — | — | |
| Claude-4.6-OpusCategory=Proprietary Agents2026.05 | 66.8 | — | — | |
| DS V3.2-Thinking2026.02 | 65 | — | — | |
| ERNIE 5.02026.02 | 64.71 | — | — | |
| Gemini 3-Pro2026.02 | 63.67 | — | — | |
| Searcher-35B-A3BCategory=Parallel Agents2026.05 | 62.3 | — | — | |
| GPT-5 (High)2026.02 | 61.9 | — | — | |
| Tongyi-DeepResearch HeavyCategory=Parallel Agents2026.05 | 55 | — | — | |
| InfoSeekerReasoning (Reas.)=Y, Browsing (Brow.)=Y2026.04 | 52.9 | — | — | |
| GLM-4.5 HeavyCategory=Parallel Agents2026.05 | 49 | — | — | |
| Qwen3.5-35B-A3BCategory=Open-Source Agents2026.05 | 47.8 | — | — | |
| Tongyi-DRcrawl(s)=✓, visual=✗, file=✗, browser=✗, Backbone=TongyiDR-30B-A3B† + GPT-4o2026.03 | 46.7 | — | — | |
| Tongyi-DeepResearchCategory=Open-Source Deep Research Agents2026.05 | 46.7 | — | — | |
| BrowseMasterReasoning (Reas.)=Y, Browsing (Brow.)=Y2026.04 | 46.5 | — | — | |
| OpenAI DeepResearchReasoning (Reas.)=–, Browsing (Brow.)=Y2026.04 | 42.9 | — | — | |
| Claude-4-OpusReasoning (Reas.)=Y, Browsing (Brow.)=N2026.04 | 37.4 | — | — | |
| DDv2crawl(s)=✓, visual=✗, file=✗, browser=✗, Backbone=Pangu-38B2026.03 | 34.6 | — | — | |
| DeepDiver-V2-38BReasoning (Reas.)=Y, Browsing (Brow.)=Y2026.04 | 34.6 | — | — | |
| UIS-Digger (Pangu)crawl(s)=✓, visual=✓, file=✓, browser=✓, Backbone=PanGu-38B2026.03 | 32.5 | — | — | |
| UIS-Digger (Qwen)crawl(s)=✓, visual=✓, file=✓, browser=✓, Backbone=Qwen3-32B2026.03 | 32.5 | — | — | |
| WebExplorer-8BReasoning (Reas.)=Y, Browsing (Brow.)=Y2026.04 | 32 | — | — | |
| WebSailor-72BReasoning (Reas.)=Y, Browsing (Brow.)=Y2026.04 | 30.1 | — | — | |
| OpenAI o1Reasoning (Reas.)=Y, Browsing (Brow.)=N2026.04 | 29.1 | — | — | |
| Gemini 2.5-Pro2026.02 | 28.7 | — | — | |
| Gemini 2.5 ProReasoning (Reas.)=Y, Browsing (Brow.)=N2026.04 | 27.3 | — | — | |
| Doubao DeepResearchReasoning (Reas.)=–, Browsing (Brow.)=Y2026.04 | 26 | — | — | |
| WebSailorcrawl(s)=✓, visual=✗, file=✗, browser=✗, Backbone=WebSailor-32B + Qwen3-72B2026.03 | 25.5 | — | — | |
| DeepSeek-R1Reasoning (Reas.)=Y, Browsing (Brow.)=N2026.04 | 23.2 | — | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 12026.06 | — | 3.5 | 2.4 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 22026.06 | — | 2.1 | 1 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 32026.06 | — | 0.7 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 12026.06 | — | 5.2 | 5.5 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 22026.06 | — | 4.5 | 5.2 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=Qwen-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 32026.06 | — | 5.9 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 12026.06 | — | 1.7 | 1.4 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 22026.06 | — | 1.7 | 1.4 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=Off-policy distillation, Iteration=iter 32026.06 | — | 1.4 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=On-policy distillation, Iteration=iter 12026.06 | — | 3.1 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=On-policy distillation, Iteration=iter 22026.06 | — | 3.8 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Global injection, Distillation Regime=On-policy distillation, Iteration=iter 32026.06 | — | 3.5 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 12026.06 | — | 5.2 | 5.2 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 22026.06 | — | 4.4 | 6.2 | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 32026.06 | — | 5.9 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 12026.06 | — | 3.8 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 22026.06 | — | 6.6 | — | |
| Experience InternalizationBase Model=Qwen3-4B-Instruct-2507, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 32026.06 | — | 3.8 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 12026.06 | — | 4.8 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 22026.06 | — | 4.2 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=Off-policy distillation, Iteration=iter 32026.06 | — | 6.6 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 12026.06 | — | 4.5 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 22026.06 | — | 1.4 | — | |
| Experience InternalizationBase Model=Qwen3-8B-Instruct, Experience Source=DeepSeek-generated, Injection Pattern=Step-wise injection, Distillation Regime=On-policy distillation, Iteration=iter 32026.06 | — | 1.4 | — | |
| Qwen3-4B-Instruct-2507Experience Status=w/o experience2026.06 | — | 4.5 | — | |
| Qwen3-4B-Instruct-2507Experience Source=Qwen-generated experience2026.06 | — | — | 3.1 | |
| Qwen3-4B-Instruct-2507Experience Source=DeepSeek-generated experience2026.06 | — | — | 3.8 | |
| Qwen3-8B-InstructExperience Status=w/o experience2026.06 | — | 4.5 | — | |
| Qwen3-8B-InstructExperience Source=DeepSeek-generated experience2026.06 | — | — | 4.2 |