BlogLLM Benchmark Scores as Published, Side by Side

WideSearch: Results as Published

Every result the catalog holds for WideSearch: 20 models from 6 developers, read from 6 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Web Search and ResearchMaintainer ByteDance SeedIntroduced 2025Data version 2026103001, as of 2026-10-30

WideSearch tests whether AI search agents can gather a large amount of information completely and accurately, such as a full table of facts about many entities, rather than a single answer. It has 200 questions in English and Chinese across more than 15 domains, drawn from real user queries, and each asks for many facts that are checked one at a time. The main score is an exact match to the reference table, and most systems scored close to zero while the best scored about 5 percent.

WideSearch (metric not stated)

ModelValuePrinted bySetup as printed
GPT-5.2OpenAI, released 2025-12-1176.8Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
GPT-5 miniOpenAI, released 2025-08-0747.2Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
gpt-oss-120bOpenAI, released 2025-08-0540.4Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Claude Fable 5Anthropic, released 2026-06-0981.2Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Claude Opus 4.8Anthropic, released 2026-05-2872.9Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Claude Opus 4.5Anthropic, released 2025-11-2476.4Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Gemma 4 26B A4BGoogle, released 2026-04-0238.3Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Gemma 4 31BGoogle, released 2026-04-0235.2Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Gemini 3 ProGoogle, released 2025-11-1868Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Qwen3.8-MaxAlibaba, released 2026-08-0381.9Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Qwen3.6-35B-A3BAlibaba, released 2026-04-1660.1Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15-
Qwen3.5-122B-A10BAlibaba, released 2026-02-2460.5Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Qwen3.5-27BAlibaba, released 2026-02-2461.1Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more pageTools: enabled; search; Context: 256000
Qwen3.5-35B-A3BAlibaba, released 2026-02-2457.1Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more pageTools: enabled; search; Context: 256000
Qwen3.5-397B-A17BAlibaba, released 2026-02-1674Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Qwen3-Max-ThinkingAlibaba57.9Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000
Qwen3.7-MaxAlibaba75.2Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Kimi K2.5Moonshot AI, released 2026-01-2772.7Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15Tools: enabled; search; Context: 256000

WideSearch (item-F1)

ModelValuePrinted bySetup as printed
Claude Opus 4.5Anthropic, released 2025-11-2476.2%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15Tools: search, code interpreter, browsing
Gemini 3 ProGoogle, released 2025-11-1857%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15Effort: high; Tools: search, code interpreter, browsing
DeepSeek-V3.2DeepSeek, released 2025-12-0132.5%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15Tools: search, code interpreter, browsing
Kimi K2.6Moonshot AI, released 2026-04-2080.8%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15Tools: search, code interpreter, browsing
Kimi K2.5Moonshot AI, released 2026-01-2779%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15; printed on 1 more pageTools: search, code interpreter, browsing, agent swarm
72.7%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15Tools: search, code interpreter, browsing

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.