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BrowseComp
Browsing / web agent comprehension benchmark cited on OpenAI GPT-5.6 model card.
20 current versions with results · 77 current models · older versions hidden
Higher is better · %. Missing results are not zero. Expand Evidence for source dates, efforts and harness notes.
| Provider | Published / checked | Evidence | ||
|---|---|---|---|---|
| Kimi K3.1 ProMoonshot AI | Moonshot AI | 92.1% | 2026-10-23 | All 1 recorded result & sources92.1% · raw 92.1 % Headline · max effort · Own vendor Source/record date: 2026-10-23 Harness: Context compaction at 200K, maximum 500 steps and forced answer at the limit; temperature 1.0/top-p 1.0. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. K3.1 Pro defaults: max, temperature 1.0, top-p 0.95 unless otherwise stated. https://www.kimi.ai/blog/kimi-k3-1-pro |
| Ling 3.1 FlashOlder versionView latest →inclusionAI | inclusionAI | 91.7% | 2026-09-30 | All 1 recorded result & sources91.7% · raw 91.67 % Headline · unknown effort · Own vendor Source/record date: 2026-09-30 Ant’s comparison table on the Ling-3.1-flash card (README commit 95feb31291, 19 October 2026). Effort undisclosed. Re-pointed 2026-11-01 from threatfrontier.com, which transcribed this table; value read from the original. https://huggingface.co/inclusionAI/Ling-3.1-flash |
| GPT-6 AstraOpenAI | OpenAI | 91.5% | 2026-09-20 | All 2 recorded results & sources91.5% · raw 91.5 % Headline · max effort · Peer vendor Source/record date: 2026-09-20 Harness: StepFun vendor-reported evaluation; Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. https://www.stepfun.com/step-5-preview91.5% · raw 91.5 % Alternative · max effort · Peer vendor Source/record date: 2026-10-23 Harness: Context compaction at 200K, maximum 500 steps and forced answer at the limit; temperature 1.0/top-p 1.0. Table labels max with fallback; chart notes mention possible Claude fallbacks/GPT cyberguards. This is not a guaranteed single-model-only execution. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup. https://www.kimi.ai/blog/kimi-k3-1-pro |
| Kimi K3Moonshot AI | Moonshot AI | 91.2% | 2026-07-16 | All 5 recorded results & sources91.2% · raw 91.2 % Headline · max effort · Own vendor Source/record date: 2026-07-16 BrowseComp with context-compaction at 300K (90.4 with full 1M / no compaction) https://github.com/MoonshotAI/Kimi-K391.2% · raw 91.2 % Alternative · unknown effort · Peer vendor Source/record date: 2026-10-05 Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. As reported by Reflection; peer comparison, not an independent evaluator record. Context management enabled; other agent settings unspecified. https://reflection.ai/blog/introducing-beam91.2% · raw 91.2 % Alternative · max effort · Peer vendor Source/record date: 2026-09-20 Harness: StepFun vendor-reported evaluation; Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Approved peer, max effort as labelled; not an independent run. Existing headline retained; alternate vendor configuration/evidence, no averaging. https://www.stepfun.com/step-5-preview91.2% · raw 91.2 % Alternative · unknown effort · Peer vendor Source/record date: 2026-10-21 Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. Search/visit/Python; top 50 search, summarizer; context reset at 300 calls/context limit, up to 5 rounds. Standard mode without agentic orchestration. Non-headline addition 2026-10-21: preserves the existing own-vendor or earlier configured headline; this source remains reachable as distinct vendor evidence. https://arxiv.org/html/2610.28578v1#S3.T191.2% · raw 91.2 % Alternative · unknown effort · Peer vendor Source/record date: 2026-10-29 As reported by Mistral in its 29 October chart of BrowseComp; not an independent measurement. https://mistral.ai/news/mistral-large-4-oss/ |
| Claude Opus 5.5Anthropic | Anthropic | 90.8% | 2026-10-23 | All 1 recorded result & sources90.8% · raw 90.8 % Headline · max effort · Peer vendor Source/record date: 2026-10-23 Harness: Context compaction at 200K, maximum 500 steps and forced answer at the limit; temperature 1.0/top-p 1.0. Table labels max with fallback; chart notes mention possible Claude fallbacks/GPT cyberguards. This is not a guaranteed single-model-only execution. Published 23 October 2026; checked 23 October 2026. Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished. Vendor and independently verified results remain separate. As reported by Moonshot; preserve the peer’s own-vendor headline and source-specific setup. https://www.kimi.ai/blog/kimi-k3-1-pro |
| Nex-N2.5-ProNex AGI | Nex AGI | 89.7% | 2026-09-08 | All 1 recorded result & sources89.7% · raw 89.7 % Headline · unknown effort · Own vendor Source/record date: 2026-09-08 BrowseComp with summary compaction >60% context https://huggingface.co/nex-agi/Nex-N2.5-Pro |
| Step 5 PreviewStepFun | StepFun | 88.7% | 2026-09-20 | All 1 recorded result & sources88.7% · raw 88.7 % Headline · high effort · Own vendor Source/record date: 2026-09-20 Harness: StepFun vendor-reported evaluation; Full agent/grader/task-subset settings unpublished unless stated. Source inspected 8 October 2026; evaluation date unknown unless stated. Step 5 Preview high effort. https://www.stepfun.com/step-5-preview |
| GPT-5.6 TerraOpenAI | OpenAI | 87.5% | 2026-07-09 | All 1 recorded result & sources87.5% · raw 87.5 % Headline · unknown effort · Own vendor Source/record date: 2026-07-09 https://openai.com/index/gpt-5-6 |
| Mistral Large 4Latest versionMistral AI | Mistral AI | 84.5% | 2026-10-29 | All 1 recorded result & sources84.5% · raw 84.5 % Headline · unknown effort · Own vendor Source/record date: 2026-10-29 Mistral’s 29 October chart for the released weights. https://mistral.ai/news/mistral-large-4-oss/ |
| DeepSeek V4.1 Flash 1017Latest versionDeepSeek | DeepSeek | 83.4% | 2026-10-29 | All 1 recorded result & sources83.4% · raw 83.4 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-29 As reported by Mistral in its 29 October chart of BrowseComp; not an independent measurement. https://mistral.ai/news/mistral-large-4-oss/ |
| Sage-A1.5Shanghai AI Laboratory | Shanghai AI Laboratory | 81.7% | 2026-10-21 | All 2 recorded results & sources81.7% · raw 81.7 % Headline · unknown effort · Own vendor Source/record date: 2026-10-21 Sage-A1.5 report Table 1. Final released checkpoint. Search/visit/Python; top 50 search, summarizer; context reset at 300 calls/context limit, up to 5 rounds. Standard mode without agentic orchestration. https://arxiv.org/html/2610.28578v1#S3.T182.8% · raw 82.8 % Alternative · unknown effort · Own vendor Source/record date: 2026-10-21 Harness: Agentic Orchestration enabled, spawn_subagent; subagents summarize after 50 turns. Table 4 final model, not teacher. Search/visit/Python; top 50 search, summarizer; context reset at 300 calls/context limit, up to 5 rounds. https://arxiv.org/html/2610.28578v1#S3.T4 |
| Beam 1.0Reflection AI | Reflection AI | 76.8% | 2026-10-17 | All 4 recorded results & sources76.8% · raw 76.8 % Headline · unknown effort · Own vendor Source/record date: 2026-10-17 Harness: Reflection final instruction-tuned BF16; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately. https://huggingface.co/reflection/Beam-1.0-501B-A23B76.7% · raw 76.7 % Alternative · unknown effort · Own vendor Source/record date: 2026-10-17 Harness: Reflection final instruction-tuned FP8; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately. https://huggingface.co/reflection/Beam-1.0-501B-A23B75.6% · raw 75.6 % Alternative · unknown effort · Own vendor Source/record date: 2026-10-17 Harness: Reflection final instruction-tuned NVFP4; temp=0.7, top_p=0.99. Effort and run date unpublished. Earlier preview results are retained separately. https://huggingface.co/reflection/Beam-1.0-501B-A23B77.4% · raw 77.4 % Alternative · unknown effort · Own vendor Source/record date: 2026-10-05 Harness: Reflection launch evaluation; full agent, revision and token-budget settings not published. Beam early-access preview, reported by Reflection. Context management enabled; other agent settings unspecified. Demoted 2026-10-17: retained preview observation; released BF16 card now supplies the current headline. https://reflection.ai/blog/introducing-beam |
| GLM-5.3Z.ai | Z.ai | 76.2% | 2026-10-21 | All 2 recorded results & sources76.2% · raw 76.2 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-21 Sage-A1.5 report Table 1. As reported by Shanghai AI Laboratory; mixed own-report/best-effort reproduction sources; exact peer effort unreported. Search/visit/Python; top 50 search, summarizer; context reset at 300 calls/context limit, up to 5 rounds. Standard mode without agentic orchestration. https://arxiv.org/html/2610.28578v1#S3.T182.5% · raw 82.5 % Alternative · unknown effort · Peer vendor Source/record date: 2026-10-29 As reported by Mistral in its 29 October chart of BrowseComp; not an independent measurement. https://mistral.ai/news/mistral-large-4-oss/ |
| Spark-X2.6-4BSparkLLM | SparkLLM | 53.1% | 2026-10-20 | All 1 recorded result & sources53.1% · raw 53.1 % Headline · high effort · Own vendor Source/record date: 2026-10-20 Harness: SparkLLM own run at thinking high per its card, temperature 1.0, top_p 0.95; exact label “BrowseComp” in the card figure. Self-reported; run date unpublished. https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg |
| Solar Pro 4Upstage | Upstage | 49.2% | 2026-08-11 | All 1 recorded result & sources49.2% · raw 49.2 % Headline · unknown effort · Own vendor Source/record date: 2026-08-11 Harness: Upstage internal evaluation, common vendor environment; exact harness/version, task subset, sampling and effort unspecified. Exact approved Solar Pro 4; Solar Open 2 is a separate, unapproved comparison peer. Checked 16 October 2026. https://www.upstage.ai/blog/en/solar-pro-4 |
| Qwen3.8 27BAlibaba (Qwen) | Alibaba (Qwen) | 46.4% | 2026-10-03 | All 1 recorded result & sources46.4% · raw 46.4 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-03 Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). As reported by Aleph Alpha for Qwen3.8 27B; preserves existing own-vendor headline when present. https://huggingface.co/Aleph-Alpha/Kolibri-1 |
| Spark-X2.6-1.7BSparkLLM | SparkLLM | 41.7% | 2026-10-19 | All 1 recorded result & sources41.7% · raw 41.7 % Headline · high effort · Own vendor Source/record date: 2026-10-19 Harness: SparkLLM own run at thinking high per its card, temperature 1.0, top_p 0.95; exact label “BrowseComp” in the card figure. Self-reported; run date unpublished. https://huggingface.co/XHToken/Spark-X2.6-1.7B/resolve/e6406af83988f26e87ea92455f31db3f6476131b/images/all_benchmark.svg |
| Kolibri-1Aleph Alpha | Aleph Alpha | 29.4% | 2026-10-03 | All 1 recorded result & sources29.4% · raw 29.4 % Headline · high effort · Own vendor Source/record date: 2026-10-03 Harness: Aleph Alpha eval-framework/Harbor, released post-trained checkpoint. Kolibri reasoning effort high; peers use vendor-documented sampling. Technical report Tables 27-29 (pp. 96-101). https://huggingface.co/Aleph-Alpha/Kolibri-1 |
| Gemma 4 12B UnifiedGoogle | 10% | 2026-10-20 | All 1 recorded result & sources10% · raw 10 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-20 SparkLLM-measured peer in its Spark-X2.6 card figure, label “BrowseComp”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored. https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg | |
| Gemma 4 E4BGoogle | 8.3% | 2026-10-20 | All 1 recorded result & sources8.3% · raw 8.3 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-20 SparkLLM-measured peer in its Spark-X2.6 card figure, label “BrowseComp”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored. https://huggingface.co/XHToken/Spark-X2.6-4B/resolve/aa074aa851209a683aeaf5f99a8e25a642d94541/images/all_benchmark.svg | |
| Gemma 4 E2BGoogle | 3.7% | 2026-10-19 | All 1 recorded result & sources3.7% · raw 3.7 % Headline · unknown effort · Peer vendor Source/record date: 2026-10-19 SparkLLM-measured peer in its Spark-X2.6 card figure, label “BrowseComp”, not a Google result. Starred peer values on that figure are copied from other cards and are not stored. https://huggingface.co/XHToken/Spark-X2.6-1.7B/resolve/e6406af83988f26e87ea92455f31db3f6476131b/images/all_benchmark.svg | |
| Agens Volundr 32B v1Blockway | Blockway | — | — | No recorded result |
| Claude Fable 5.1Anthropic | Anthropic | — | — | No recorded result |
| Claude Haiku 5.5Anthropic | Anthropic | — | — | No recorded result |
| Claude Sonnet 5.5Anthropic | Anthropic | — | — | No recorded result |
| Clover-35B-A3B-PreviewDiffuSpace | DiffuSpace | — | — | No recorded result |
| Command A+Cohere | Cohere | — | — | No recorded result |
| DeepSeek V4.1 FlashOlder versionView latest →DeepSeek | DeepSeek | — | — | No recorded result |
| Fern 0.1Mirendil | Mirendil | — | — | No recorded result |
| Gemini 3.8 FlashGoogle | — | — | No recorded result | |
| Gemini 4 ArgonGoogle | — | — | No recorded result | |
| Gemini 4 CarbonGoogle | — | — | No recorded result | |
| Gemma 4 26B-A4BGoogle | — | — | No recorded result | |
| Gemma 4 31BGoogle | — | — | No recorded result | |
| GLM-5.3-FlashZ.ai | Z.ai | — | — | No recorded result |
| GoTo-AI-Gemma-3-27B-ITGoTo / AI Singapore | GoTo / AI Singapore | — | — | No recorded result |
| GPT-6 LunaOpenAI | OpenAI | — | — | No recorded result |
| GPT-6 Luna (October 29)OpenAI | OpenAI | — | — | No recorded result |
| GPT-6 RosalindOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 SolOpenAI | OpenAI | — | — | No recorded result |
| GPT-6.1 TerraOpenAI | OpenAI | — | — | No recorded result |
| Grok 4.7xAI | xAI | — | — | No recorded result |
| Hy-Memory-30B-A3BTencent Hunyuan | Tencent Hunyuan | — | — | No recorded result |
| Hy4 previewTencent | Tencent | — | — | No recorded result |
| Jais 3 32BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 375B-A23BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| Jais 3 MoVA 36B-A4BIFM / Inception42 | IFM / Inception42 | — | — | No recorded result |
| LBS-27BInclusionAI | InclusionAI | — | — | No recorded result |
| LFM2.5-24B-A2BLiquid AI | Liquid AI | — | — | No recorded result |
| Ling 3.0 Flash VLinclusionAI | inclusionAI | — | — | No recorded result |
| Ling 3.1 Flash 1019Latest versioninclusionAI | inclusionAI | — | — | No recorded result |
| Mage-VL-CoworkMicrosoft | Microsoft | — | — | No recorded result |
| Mellum2.1 ThinkingJetBrains | JetBrains | — | — | No recorded result |
| Mercury 2.5Older versionView latest →Inception | Inception | — | — | No recorded result |
| Mercury 3Latest versionInception | Inception | — | — | No recorded result |
| MiMo-V2.6-Distill-Qwen-9BXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-FlashXiaomi | Xiaomi | — | — | No recorded result |
| MiMo-V2.6-ProXiaomi | Xiaomi | — | — | No recorded result |
| MiniCPM-V 4.7 35B-A3BOpenBMB | OpenBMB | — | — | No recorded result |
| MiniMax M3.1 FlashMiniMax | MiniMax | — | — | No recorded result |
| Mistral Large 4 PreviewOlder versionView latest →Mistral AI | Mistral AI | — | — | No recorded result |
| Muse Glimmer 30BMeta | Meta | — | — | No recorded result |
| Muse Spark 1.3Meta | Meta | — | — | No recorded result |
| Muse Spark OpenMeta | Meta | — | — | No recorded result |
| Muse WonderMeta | Meta | — | — | No recorded result |
| Muse Wonder FullMeta | Meta | — | — | No recorded result |
| Naive-N0.5-FlashNaiveAI | NaiveAI | — | — | No recorded result |
| Nanbeige4.3-33BNanbeige | Nanbeige | — | — | No recorded result |
| Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Nemotron 3.5 Lightning 30B-A3BNVIDIA | NVIDIA | — | — | No recorded result |
| Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIA | NVIDIA | — | — | No recorded result |
| Ornith 1.5 122BOrnith | Ornith | — | — | No recorded result |
| Pareto 26.10Latest versionUnbiased | Unbiased | — | — | No recorded result |
| Pareto 26.10 PreviewOlder versionView latest →Unbiased | Unbiased | — | — | No recorded result |
| Particle-1Particle AI | Particle AI | — | — | No recorded result |
| Qwen3.8 FlashAlibaba (Qwen) | Alibaba (Qwen) | — | — | No recorded result |
| Qwen3.8 MaxOlder versionView latest →Alibaba (Qwen) | Alibaba (Qwen) | — | — | No recorded result |
| Qwen3.8 Max (0902)Latest versionAlibaba (Qwen) | Alibaba (Qwen) | — | — | No recorded result |
| Qwen3.8 Omni FlashAlibaba (Qwen) | Alibaba (Qwen) | — | — | No recorded result |
| Raon-1 mini previewKRAFTON AI | KRAFTON AI | — | — | No recorded result |
| Recursive FlintRecursive | Recursive | — | — | No recorded result |
| SenseNova-Loop-9B-PreviewSenseNova | SenseNova | — | — | No recorded result |
| Solar Mini 4Upstage | Upstage | — | — | No recorded result |