RankingQwen 3.8-Max

Qwen 3.8-Max

Data updated 12 Sept 2026

50 published benchmark measures · 11 benchmark families contribute across 5 task areas. 5 capability estimates available in the full profile. See all results ↓ · Compare published benchmarks →

Model evidence summary

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A model-wide score would mix effort settings. This page summarizes published evidence; only identified configurations receive leaderboard ranks.

Compare measured configurations →

The capability chart summarizes evidence across reported settings, not a runnable configuration or a leaderboard rank.

Performance profile

Capabilities

Adjusted comparison score · 0–100
Qwen 3.8-Max capability radarComparison scores from 0 to 100. Unknown capabilities have no point; lines stop at gaps. Hollow points are preliminary. Exact values and support labels follow the chart.AgenticHard reasoningCodingHuman prefKnowledgeMultimodalLong context50100Qwen 3.8-Max · Agentic: 41.3 · SupportedQwen 3.8-Max · Hard reasoning: 45.5 · SupportedQwen 3.8-Max · Coding: 48.3 · SupportedQwen 3.8-Max · Human pref: 49.3 · SupportedQwen 3.8-Max · Long context: 51.6 · Supported

Filled points are supported; hollow points are preliminary. Lines stop at unknown capabilities. Exact values and sources follow below.

Agentic3 families · 1 with independent evidence · Supported41.3

3 core families; 44 direct opponents across 19 labs.

Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

Refit without one family: 25.8–55.6; 0/11 scenarios unsupported. Without one publisher: 31.6–46.3; 0/15 unsupported. Smoothing check: 39.7–43.8; 0/3 unsupported. These are sensitivity checks, not confidence intervals.

Audit: family and publisher holdouts improved on neutral predictions within evaluated coverage; source sensitivity still requires inspection. Validation audit.

Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

Hard reasoning2 families · 0 with independent evidence · Supported45.5

2 core families; 7 direct opponents across 6 labs.

Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

Refit without one family: 40.6–45.9; 2/7 scenarios unsupported. Without one publisher: 42.2–50.2; 1/16 unsupported. Smoothing check: 45.2–46.3; 0/3 unsupported. These are sensitivity checks, not confidence intervals.

Audit: family and publisher holdouts improved on neutral predictions within evaluated coverage. Validation audit.

Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

Coding3 families · 1 with independent evidence · Supported48.3

3 core families; 28 direct opponents across 9 labs.

Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

Refit without one family: 34.7–62.4; 0/7 scenarios unsupported. Without one publisher: 38.7–50.8; 0/20 unsupported. Smoothing check: 47.8–48.8; 0/3 unsupported. These are sensitivity checks, not confidence intervals.

Audit: family and publisher holdouts improved on neutral predictions within evaluated coverage. Validation audit.

Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

Human pref1 families · 1 with independent evidence · Supported49.3

1 core families; 114 direct opponents across 19 labs.

Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

Refit without one family: No supported estimate; 1/1 scenarios unsupported. Without one publisher: No supported estimate; 1/1 unsupported. Smoothing check: 48.7–49.7; 0/3 unsupported. These are sensitivity checks, not confidence intervals.

Audit: cross-family and cross-publisher predictions could not be evaluated from the available comparison network. Validation audit.

Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

  • Human preference (Arena): 93.0 observed win share
    lmarena.ai · Source 1
KnowledgeNo comparable evidenceUnknown

0 core families; 0 direct opponents across 0 labs. No admitted core comparisons

Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

Refit without one family: No supported estimate; 4/4 scenarios unsupported. Without one publisher: No supported estimate; 5/5 unsupported. Smoothing check: No supported estimate; 3/3 unsupported. These are sensitivity checks, not confidence intervals.

Audit: almost no publisher-held-out comparisons remained estimable. Cross-source validity is unresolved. Validation audit.

Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

    MultimodalNo comparable evidenceUnknown

    0 core families; 0 direct opponents across 0 labs. No admitted core comparisons

    Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

    Refit without one family: No supported estimate; 8/8 scenarios unsupported. Without one publisher: No supported estimate; 8/8 unsupported. Smoothing check: No supported estimate; 3/3 unsupported. These are sensitivity checks, not confidence intervals.

    Audit: limited publisher-held-out coverage. Cross-source validity is unresolved. Validation audit.

    Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

      Long context2 families · 0 with independent evidence · Supported51.6

      2 core families; 3 direct opponents across 3 labs.

      Estimated against the same complete panel: gpt-5.6-sol claude-opus-4-8 gemini-3.1-pro . Indirect comparisons assume performance can be summarized by one strength within this capability.

      Refit without one family: 50.2–51.6; 2/5 scenarios unsupported. Without one publisher: 51.6–51.6; 3/5 unsupported. Smoothing check: 49.5–54.2; 0/3 unsupported. These are sensitivity checks, not confidence intervals.

      Audit: family and publisher holdouts underperformed neutral predictions. Treat this as an exploratory estimate. Validation audit.

      Matched family win shares below describe source evidence; they are not averaged to produce the adjusted score.

      • Longbench: 33.3 observed win share
        Alibaba · Source 1
      • MRCR: 66.7 observed win share
        Alibaba · Source 1

      Scores estimate outcomes against a shared reference panel; they are not accuracy percentages. Sparse or disconnected evidence cannot qualify an overall profile. Open a capability to inspect its evidence.

      Compare 4 effort levels across 25 benchmark/harness combinations →

      Reported effort · Max + unspecified

      Settings reported in this model's published benchmark results, including results outside the aggregate. Effort names are provider-specific. These are not API defaults or equal compute budgets.

      Mixed settings means multiple settings occur in the evidence. Best across efforts means the source selected its best reported result across settings; it does not mean Max. Unspecified settings stay unknown. This model-summary chart combines reported settings. The leaderboard keeps identified configurations separate and excludes unknown effort.

      Inspect each result and its source ↓ · Download effort evidence

      Compare capability profiles →

      Score contributions and missing evidence

      11 contributing families across 5 capabilities. Fixed reference panels do not change when the catalog expands.

      Capability is fitted jointly across families. Capability estimates below describe different task areas; their weighted sum is not the Capability score.

      Results without reviewed compatibility or a reference match remain in the raw evidence below. Coverage counts only contributing results.

      Model information & shareable badge
      Lab
      Qwen
      Catalog status
      api-listed
      Availability
      Documented provider API; account and region restrictions may apply
      Family
      qwen3.8
      Released
      Context
      License
      proprietary
      Model card
      https://www.alibabacloud.com/help/en/model-studio/model-pricing
      Default Capability family coverage
      Documented-evidence family coverage/badge/qwen-3.8-max.svg
      Benchmark scores & sources

      Original results, evaluation harnesses, and evidence behind this model.

      BenchmarkBucketScoreHarnessEvidenceSource-recorded date
      $OneMillion-Bench (expert score) · source release snapshot; version not specifiedSupporting evidence52.5%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: $OneMillion-Bench (expert score) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      Agents' Last Exam (ALE-CLI) · source release snapshot; version not specifiedSupporting evidence27%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: Agents' Last Exam (ALE-CLI) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      Agents' Last Exam (Pass / Score) · source release snapshot; version not specifiedSupporting evidence27%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Pass

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: Agents' Last Exam (Pass / Score) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      Agents' Last Exam (Pass / Score) · source release snapshot; version not specifiedSupporting evidence52.4%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Score

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: Agents' Last Exam (Pass / Score) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      AndroidBench · source release snapshot; version not specifiedSupporting evidence75.1%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: AndroidBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      Artificial Analysis Intelligence IndexSupporting evidence56 AA Intelligence Index

      Effort: Not specified

      official board

      Supporting evidence outside the reviewed capability core

      2026-08-06
      Automation-Bench (Pass@1) · source release snapshot; version not specifiedAgentic27.3%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: Automation-Bench (Pass@1) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      AutomationBench (v1.0.6) · v1.0.6Agentic39.8%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: AutomationBench (v1.0.6) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      CoWorkBench · source release snapshot; version not specifiedSupporting evidence74.8%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Internal professional work tasks across science,finance,law,medical,productivity.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: CoWorkBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      CyberGym · source release snapshot; version not specifiedSupporting evidence78.5%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: CyberGym · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      DeepSWE (v1.1) · v1.1Coding56.6%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: DeepSWE (v1.1) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      DeepSWE 1.1 · 1.1Coding56.6%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Best of Claude Code and mini-SWE-agent; Qwen best Claude Code; temp1,top_p.95,256K.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: DeepSWE 1.1 · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      DeepSWE v1.1Coding57.5%DeepSWE v1.1 reported

      Effort: Not specified

      contributes to capability
      official board2026-09-03
      ExploitBench · source release snapshot; version not specifiedSupporting evidence28.8%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: ExploitBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      ExploitGym (2h / 6h) · source release snapshot; version not specifiedSupporting evidence14 count
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details. 2h Single-run869tasks; API time normalized by model TPS plus overhead; reported number solved; domain whitelist.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: ExploitGym (2h / 6h) · reviewed 2026-09-12

      Published configuration

      Effort: Max

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      ExploitGym (2h / 6h) · source release snapshot; version not specifiedSupporting evidence26 count
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details. 6h Single-run869tasks; API time normalized by model TPS plus overhead; reported number solved; domain whitelist.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: ExploitGym (2h / 6h) · reviewed 2026-09-12

      Published configuration

      Effort: Max

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      FrontierSWE · source release snapshot; version not specifiedSupporting evidence73.5%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: FrontierSWE · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      GDPval-AAAgentic1630Artificial Analysis GDPval-AA

      Effort: Not specified

      contributes to capability
      official board2026-09-12
      GDPval-AA v2 · source release snapshot; version not specifiedAgentic1739
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      Externally evaluated result, attributed in the source footnote.

      Comparison limit: The GLM card attributes this evaluation to Artificial Analysis; it is not a new Z.ai comparison.

      zai-org/GLM-5.3 · Performance table: GDPval-AA v2 · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      The GLM card attributes this evaluation to Artificial Analysis; it is not a new Z.ai comparison.

      Reviewed 2026-09-12
      GPQA DiamondHard reasoning92.6%GPQA Diamond reported

      Effort: Not specified

      lab self-report

      Legacy self-report lacks a reviewed comparison configuration

      2026-08-03
      GPQA Diamond · source release snapshot; version not specifiedHard reasoning92.6%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: GPQA Diamond · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      HealthBench · source release snapshot; version not specifiedSupporting evidence60.2%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: HealthBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      HLE · source release snapshot; version not specifiedHard reasoning43.6%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: HLE · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      HLE w/ tools · source release snapshot; version not specifiedHard reasoning56.2%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: HLE w/ tools · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      HLE w/ Tools · source release snapshot; version not specifiedHard reasoning56.2%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: HLE w/ Tools · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      Humanity's Last ExamHard reasoning43.6%HLE no tools

      Effort: Not specified

      lab self-report

      Legacy self-report lacks a reviewed comparison configuration

      2026-08-03
      IFBench · source release snapshot; version not specifiedSupporting evidence82.8%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: IFBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      JobBench · source release snapshot; version not specifiedSupporting evidence53.4%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: JobBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      LMArena Text ArenaHuman pref1481LMArena Text

      Effort: Not specified

      contributes to capability
      official board2026-09-11
      LongBench v2 · source release snapshot; version not specifiedLong context66.3%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: LongBench v2 · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      MLS-Bench-Lite · source release snapshot; version not specifiedSupporting evidence41%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: MLS-Bench-Lite · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      MRCR v2 256K (8-needle) · source release snapshot; version not specifiedLong context92.9%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: MRCR v2 256K (8-needle) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      NL2Repo · source release snapshot; version not specifiedSupporting evidence55.9%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: NL2Repo · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      NL2Repo-Bench · source release snapshot; version not specifiedSupporting evidence55.9%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: NL2Repo-Bench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      OSWorld-VerifiedAgentic86.1%OSWorld-Verified reported

      Effort: Not specified

      lab self-report

      Legacy self-report lacks a reviewed comparison configuration

      2026-08-03
      PaperBenchSupporting evidence93%PaperBench reported

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      2026-08-03
      PaperBench · source release snapshot; version not specifiedSupporting evidence93%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. BasicAgent Code-Dev; Opus4.6 judge,3runs,12h each.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: PaperBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      PLawBench · source release snapshot; version not specifiedSupporting evidence73.2%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: PLawBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      PRBench-Finance · source release snapshot; version not specifiedSupporting evidence58.3%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: PRBench-Finance · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      PRBench-Legal · source release snapshot; version not specifiedSupporting evidence57.6%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: PRBench-Legal · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      ProgramBench (Almost Solved) · source release snapshot; version not specifiedSupporting evidence10.5%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: ProgramBench (Almost Solved) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      QwenQoderBench · source release snapshot; version not specifiedSupporting evidence58.4%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Internal Qoder tasks,ClaudeCode,avg@5,6h,32768 output,temp1,256K.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: QwenQoderBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      QwenReactBench · source release snapshot; version not specifiedSupporting evidence1724
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Internal bilingual EN/CN React benchmark,7categories,ClaudeCode,render+multimodaljudge,BT/Elo.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: QwenReactBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      QwenSVGBench · source release snapshot; version not specifiedSupporting evidence1713
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Internal bilingual EN/CN SVG benchmark,render+multimodaljudge,BT/Elo.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: QwenSVGBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      QwenSWEBench · source release snapshot; version not specifiedSupporting evidence80.7%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Internal software engineering,ClaudeCode,avg@3,8h,32768 output,temp1,256K.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: QwenSWEBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      SkillsBench · source release snapshot; version not specifiedSupporting evidence70.2%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. v1.1 public87tasks,3runs; Anthropic ClaudeCode,OpenAI Codex,Qwen OpenCode.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: SkillsBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      SWE-bench ProCoding67.7%SWE-bench Pro reported

      Effort: Not specified

      lab self-report

      Legacy self-report lacks a reviewed comparison configuration

      2026-08-03
      SWE-bench Pro · source release snapshot; version not specifiedCoding67.7%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Refined task set with problematic tasks corrected; all baselines rerun, Claude Code,temp1,top_p.95,256K context.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: SWE-bench Pro · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      Terminal Bench 2.1 · 2.1Coding86.6%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Qwen Claude Code avg@10,5h timeout,131072 output; comparators best published across harnesses.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: Terminal Bench 2.1 · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      No matched opponent in this evaluation unit

      Reviewed 2026-09-12
      Terminal Bench 2.1 · 2.1Coding86.6%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: Terminal Bench 2.1 · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      Terminal-Bench 2.1Coding86.6%Terminal-Bench 2.1 reported

      Effort: Not specified

      lab self-report

      Legacy self-report lacks a reviewed comparison configuration

      2026-08-03
      Toolathlon Verified · source release snapshot; version not specifiedAgentic72.5%
      Reported settings & source

      GLM-5.3 release table; benchmark-specific harness and reasoning configurations in Evaluation Details.

      First-party reported result.

      zai-org/GLM-5.3 · Performance table: Toolathlon Verified · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      Toolathlon Verified (Pass@1) · source release snapshot; version not specifiedAgentic72.5%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: Toolathlon Verified (Pass@1) · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      contributes to capability
      lab self-reportReviewed 2026-09-12
      VulcanBench v3Supporting evidence81.2%VulcanBench v3 bare-bones API · Report 12 · low

      Effort: Not specified

      official board

      Supporting evidence outside the reviewed capability core

      2026-08-04
      VulcanBench v3Supporting evidence71%VulcanBench v3 bare-bones API · Report 12 · medium

      Effort: Not specified

      official board

      Supporting evidence outside the reviewed capability core

      2026-08-04
      VulcanBench v3Supporting evidence55.1%VulcanBench v3 bare-bones API · Report 12 · xhigh

      Effort: Not specified

      official board

      Supporting evidence outside the reviewed capability core

      2026-08-04
      WideSearch · source release snapshot; version not specifiedSupporting evidence81.9%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card. Item-F1 over4runs; Qwen-Agent for Qwen,ClaudeCode for comparators.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: WideSearch · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      WorkSpaceBench · source release snapshot; version not specifiedSupporting evidence67.7%
      Reported settings & source

      Source benchmark-specific methodology; Qwen benchmark effort unspecified, GPT-5.6 Sol max per table header. Max in Qwen model names is not a reported effort setting. Comparator settings and source citations as documented in the model card.

      First-party reported result.

      Qwen/Qwen3.8-2.4T-A95B · Performance table: WorkSpaceBench · reviewed 2026-09-12

      Published configuration

      Effort: Not specified

      lab self-report

      Supporting evidence outside the reviewed capability core

      Reviewed 2026-09-12
      ARC-AGI-2Hard reasoning
      LiveCodeBenchCoding
      MMLU-ProKnowledge
      SWE-bench VerifiedAgentic