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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.

BrowseComp results for latest model versions
Provider Published / checked Evidence
Kimi K3.1 ProMoonshot AIMoonshot AI92.1%2026-10-23
All 1 recorded result & sources

92.1% · 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 Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished.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
GPT-6 AstraOpenAIOpenAI91.5%2026-09-20
All 2 recorded results & sources

91.5% · 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Harness: StepFun vendor-reported evaluation; Full agent/grader/task-subset settings unpublished unless stated.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-preview

91.5% · 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 Actual run dates, serving checkpoint hashes and complete compute budgets are unpublished.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 AIMoonshot AI91.2%2026-07-16
All 5 recorded results & sources

91.2% · 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-K3

91.2% · 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-beam

91.2% · 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-preview

91.2% · 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.T1

91.2% · 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 5.5AnthropicAnthropic90.8%2026-10-23
All 1 recorded result & sources

90.8% · 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 AGINex AGI89.7%2026-09-08
All 1 recorded result & sources

89.7% · 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 PreviewStepFunStepFun88.7%2026-09-20
All 1 recorded result & sources

88.7% · 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 TerraOpenAIOpenAI87.5%2026-07-09
All 1 recorded result & sources

87.5% · 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 AIMistral AI84.5%2026-10-29
All 1 recorded result & sources

84.5% · 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 versionDeepSeekDeepSeek83.4%2026-10-29
All 1 recorded result & sources

83.4% · 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 LaboratoryShanghai AI Laboratory81.7%2026-10-21
All 2 recorded results & sources

81.7% · 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.T1

82.8% · 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 AIReflection AI76.8%2026-10-17
All 4 recorded results & sources

76.8% · 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-A23B

76.7% · 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-A23B

75.6% · 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-A23B

77.4% · 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.aiZ.ai76.2%2026-10-21
All 2 recorded results & sources

76.2% · 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.T1

82.5% · 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-X2.6-4BSparkLLMSparkLLM53.1%2026-10-20
All 1 recorded result & sources

53.1% · 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 4UpstageUpstage49.2%2026-08-11
All 1 recorded result & sources

49.2% · 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 & sources

46.4% · 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-X2.6-1.7BSparkLLMSparkLLM41.7%2026-10-19
All 1 recorded result & sources

41.7% · 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 AlphaAleph Alpha29.4%2026-10-03
All 1 recorded result & sources

29.4% · 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 UnifiedGoogleGoogle10%2026-10-20
All 1 recorded result & sources

10% · 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 E4BGoogleGoogle8.3%2026-10-20
All 1 recorded result & sources

8.3% · 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 E2BGoogleGoogle3.7%2026-10-19
All 1 recorded result & sources

3.7% · 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 v1BlockwayBlockway——No recorded result
Claude Fable 5.1AnthropicAnthropic——No recorded result
Claude Haiku 5.5AnthropicAnthropic——No recorded result
Claude Sonnet 5.5AnthropicAnthropic——No recorded result
Clover-35B-A3B-PreviewDiffuSpaceDiffuSpace——No recorded result
Command A+CohereCohere——No recorded result
Fern 0.1MirendilMirendil——No recorded result
Gemini 3.8 FlashGoogleGoogle——No recorded result
Gemini 4 ArgonGoogleGoogle——No recorded result
Gemini 4 CarbonGoogleGoogle——No recorded result
Gemma 4 26B-A4BGoogleGoogle——No recorded result
Gemma 4 31BGoogleGoogle——No recorded result
GLM-5.3-FlashZ.aiZ.ai——No recorded result
GoTo-AI-Gemma-3-27B-ITGoTo / AI SingaporeGoTo / AI Singapore——No recorded result
GPT-6 LunaOpenAIOpenAI——No recorded result
GPT-6 Luna (October 29)OpenAIOpenAI——No recorded result
GPT-6 RosalindOpenAIOpenAI——No recorded result
GPT-6.1 SolOpenAIOpenAI——No recorded result
GPT-6.1 TerraOpenAIOpenAI——No recorded result
Grok 4.7xAIxAI——No recorded result
Hy-Memory-30B-A3BTencent HunyuanTencent Hunyuan——No recorded result
Hy4 previewTencentTencent——No recorded result
Jais 3 32BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 375B-A23BIFM / Inception42IFM / Inception42——No recorded result
Jais 3 MoVA 36B-A4BIFM / Inception42IFM / Inception42——No recorded result
LBS-27BInclusionAIInclusionAI——No recorded result
LFM2.5-24B-A2BLiquid AILiquid AI——No recorded result
Ling 3.0 Flash VLinclusionAIinclusionAI——No recorded result
Ling 3.1 Flash 1019Latest versioninclusionAIinclusionAI——No recorded result
Mage-VL-CoworkMicrosoftMicrosoft——No recorded result
Mellum2.1 ThinkingJetBrainsJetBrains——No recorded result
Mercury 3Latest versionInceptionInception——No recorded result
MiMo-V2.6-Distill-Qwen-9BXiaomiXiaomi——No recorded result
MiMo-V2.6-FlashXiaomiXiaomi——No recorded result
MiMo-V2.6-ProXiaomiXiaomi——No recorded result
MiniCPM-V 4.7 35B-A3BOpenBMBOpenBMB——No recorded result
MiniMax M3.1 FlashMiniMaxMiniMax——No recorded result
Muse Glimmer 30BMetaMeta——No recorded result
Muse Spark 1.3MetaMeta——No recorded result
Muse Spark OpenMetaMeta——No recorded result
Muse WonderMetaMeta——No recorded result
Muse Wonder FullMetaMeta——No recorded result
Naive-N0.5-FlashNaiveAINaiveAI——No recorded result
Nanbeige4.3-33BNanbeigeNanbeige——No recorded result
Nemotron 3.5 Bolt 74B-A9B (BF16)NVIDIANVIDIA——No recorded result
Nemotron 3.5 Lightning 30B-A3BNVIDIANVIDIA——No recorded result
Nemotron 3.5 Super VL 120B-A12B (BF16)NVIDIANVIDIA——No recorded result
Ornith 1.5 122BOrnithOrnith——No recorded result
Pareto 26.10Latest versionUnbiasedUnbiased——No recorded result
Particle-1Particle AIParticle AI——No recorded result
Qwen3.8 FlashAlibaba (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 AIKRAFTON AI——No recorded result
Recursive FlintRecursiveRecursive——No recorded result
SenseNova-Loop-9B-PreviewSenseNovaSenseNova——No recorded result
Solar Mini 4UpstageUpstage——No recorded result

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