Language modelActive

Qwen 3.5 122B A10B

Alibaba

Released: February 24, 2026
Data date: September 8, 2026

Benchmark-Meta-Score: Unavailable
Results from one source only
Speed: 129.8 tokens/s
Output throughput
Price: $0.3 · $2.4
Input · Output / 1M tokens
Input: Text, Image, Video
Output: Text

What distinguishes Qwen 3.5 122B A10B is its mid-sized MoE configuration with a vision encoder. It connects text, images, and video to 122 billion total parameters, with 10 billion active per token. Reasoning runs by default but can be disabled in the instruct configuration.

Qwen releases the weights under Apache-2.0 and lists 262,144 native context tokens, extendable to 1,010,000.

Specifications and access

Specification	Value and source
Weights	Open weightsSource
Access	API, LocalSource
Parameters	122BSource
Active parameters	10BSource
Context window	262,144 tokensSource
Weights repository	Qwen/Qwen3.5-122B-A10BSource
License	Apache-2.0Source
Architecture	hybrid Gated DeltaNet + Gated Attention; dense or sparse MoE with vision encoderSource
Input	Text, Image, VideoSource
Output	TextSource
Reasoning mode	thinking by default; switchable non-thinking/instruct modeSource
Tool calling	YesSource
Structured output	YesSource
Native context window	262,144 tokensSource
Maximum context window	1,010,000 tokensSource
Parameters	122 BSource
Active parameters	10 BSource
Languages	201 languages and dialectsSource
Repository created	2026-02-24 (Repository creation date is a precise publication proxy, but may differ from the public announcement date or an individual checkpoint's first availability.)Source

Benchmark meta-analysis

Overall and area scores

These Gradually indexes place selected published measurements on a 0 to 100 scale. They are not accuracy percentages and do not guarantee results in your application.

Retrieval dates of the sources used 2026-10-19 - 2026-10-19

Overall index

Not enough independent results for a score yet

An overall score needs results from at least two sources.

provisional

Published configurations differ within this comparison cohort. Treat the index as provisional.

Test series: 8
Test families: 8 / 65
Sources: 1
Share of the fixed test panel (informative): 10 %

Coding

Index below 1 / 100

provisional

Published configurations differ within this comparison cohort. Treat the index as provisional.

Standard error: ± 0.0
95% interval: 0.0 to 0.2
Test series: 1
Test families: 1 / 15
Sources: 1
Share of the fixed test panel (informative): 3 %

Reasoning

Index below 1 / 100

provisional

Published configurations differ within this comparison cohort. Treat the index as provisional.

Standard error: ± 1.0
95% interval: 0.0 to 6.6
Test series: 3
Test families: 3 / 7
Sources: 1
Share of the fixed test panel (informative): 36 %

Knowledge

Index below 1 / 100

provisional

Published configurations differ within this comparison cohort. Treat the index as provisional.

Standard error: ± 0.0
95% interval: 0.0 to 0.1
Test series: 1
Test families: 1 / 3
Sources: 1
Share of the fixed test panel (informative): 33 %

Agents

Index below 1 / 100

provisional

Published configurations differ within this comparison cohort. Treat the index as provisional.

Standard error: ± 0.1
95% interval: 0.0 to 0.7
Test series: 3
Test families: 3 / 12
Sources: 1
Share of the fixed test panel (informative): 25 %

Documented method · Included test families and measurements

Method version: benchmark-meta-score-v3

The index includes active measurements from reviewed primary sources when at least five models are compared in the same documented comparison slice across dataset, harness, agent, tools, and trial count. Each benchmark series and evaluator contributes one shared setup slice from the newest capture. When one source and series include several explicitly documented reasoning tiers, the highest documented tier (none through max) is selected, never the best result value. The explicit source label “Non-reasoning” is treated as none. Unknown or ambiguous tiers exclude the model from that series. Within each series, percentages and rates are logit-transformed, other units stay unchanged, and all values are then standardized. A one-factor model then estimates one shared strength per model and, per series, how sharply it separates the models. Area scores move away from that strength only as far as the model's own results in the area support. The overall score weights the core areas at 75% and finance, law and health at 25%. It requires at least eight test series from two sources and three areas. The 0 to 100 scale refers to a fixed reference group of 29 language models whose average sits at 50.

Published model-specific parameters can differ. This is not a controlled experiment; comparisons with such differences are marked provisional.

Unmeasured series are not entered as zero. Where a model has no own results in a core area, its overall strength stands in, and the note “estimated without own results in …” names the area. Fewer test series lead to a larger standard error.

The 95% interval follows from the standard error of 200 recalculations with randomly redrawn test families. It describes how precisely the recorded test series determine the value. It is no prediction for future tasks or for later recalculations with other participants.

The source count is not a count of independent experiments.

OECD handbook on composite indicators

All 8 test families and 8 of 8 raw measurements are listed here. The complete calculation for every model is available in the JSON export.

Test family: AA-Briefcase
Agents · Mean rank percentile of the family: 28.0 / 100
Family weight in the fixed test panel (informative): 0.89 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-aa-briefcase
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  0.89 %
  Raw value:
  497.34 Elo
  Metric:
  AA-Briefcase Elo
  Version:
  v1.1
  Participating models:
  83
  Rank percentile within the cohort:
  28.0 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-aa-briefcase:v1.1:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-aa-briefcase","v1.1","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: AA-LCR
Reasoning · Mean rank percentile of the family: 42.7 / 100
Family weight in the fixed test panel (informative): 1.53 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-aa-lcr
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  1.53 %
  Raw value:
  76.3333333333333 %
  Metric:
  Pass rate
  Version:
  v1.1
  Participating models:
  83
  Rank percentile within the cohort:
  42.7 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-aa-lcr:v1.1:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-aa-lcr","v1.1","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 76.3%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: AutomationBench-AA
Agents · Mean rank percentile of the family: 35.4 / 100
Family weight in the fixed test panel (informative): 0.89 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-automationbench-aa
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  0.89 %
  Raw value:
  5.481116230292565 %
  Metric:
  Objectives completed without guardrail violations
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  35.4 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-automationbench-aa:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-automationbench-aa","unspecified","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 5.5%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: GDP.pdf
Reasoning · Mean rank percentile of the family: 22.0 / 100
Family weight in the fixed test panel (informative): 1.53 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-gdp-pdf
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  1.53 %
  Raw value:
  3.4000000000000004 %
  Metric:
  All-pass rate
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  22.0 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-gdp-pdf:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-gdp-pdf","unspecified","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 3.4%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: GDPval-AA
Agents · Mean rank percentile of the family: 34.1 / 100
Family weight in the fixed test panel (informative): 0.89 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-gdpval-aa
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  0.89 %
  Raw value:
  814.01 Elo
  Metric:
  GDPval-AA Elo
  Version:
  v2.1
  Participating models:
  83
  Rank percentile within the cohort:
  34.1 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-gdpval-aa:v2.1:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-gdpval-aa","v2.1","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: AA-Omniscience
Knowledge · Mean rank percentile of the family: 19.5 / 100
Family weight in the fixed test panel (informative): 3.57 % · Coverage of this test family: 100 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-omniscience
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  3.57 %
  Raw value:
  -41.5 points
  Metric:
  AA-Omniscience Index
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  19.5 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-omniscience:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-omniscience","unspecified","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: Humanity’s Last Exam
Reasoning · Mean rank percentile of the family: 35.4 / 100
Family weight in the fixed test panel (informative): 1.53 % · Coverage of this test family: 50 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-humanitys-last-exam
  Series weight within the test family:
  50 %
  Nominal contribution to the overall panel:
  0.77 %
  Raw value:
  25.2085264133457 %
  Metric:
  Text-only pass@1 accuracy
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  35.4 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-humanitys-last-exam:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-humanitys-last-exam","unspecified","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 25.2%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Test family: Terminal-Bench
Coding · Mean rank percentile of the family: 17.7 / 100
Family weight in the fixed test panel (informative): 0.71 % · Coverage of this test family: 50 %
- Artificial Analysis
  Published configurations differ within this cohort.
  Measurement:
  artificial-analysis-terminal-bench-4
  Series weight within the test family:
  50 %
  Nominal contribution to the overall panel:
  0.36 %
  Raw value:
  0 %
  Metric:
  Task success
  Version:
  4.0
  Participating models:
  83
  Rank percentile within the cohort:
  17.7 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-terminal-bench-4:4.0:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
  Reasoning tier:
  Reasoning
  Documented comparison setup
  Publication cohort:
  ["artificial-analysis-terminal-bench-4","4.0","aa-model-page-2026-10-19-8a022369738c"]
  Dataset type:
  artificial-analysis-evaluation
  Setup and model parameters
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
  Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 0.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19

Benchmark sources at a glance

Each evaluator measures different capabilities under its own conditions. Test series, composite indices and their components stay separate. The detailed results below retain their scales, configurations and source dates.

Evaluator	Test series	Composite indices	Recorded active measurements
Artificial Analysis	10	1	27

Coverage is not a quality ranking. Overlapping tests and multiple settings do not count as independent experiments. Vendor claims, historical and disputed results are excluded from this overview and remain labelled in the detailed evidence.

7 measurements from these sources still lack a verified test-family identity and do not increase the test-series count.

Measurements without matching peer values

These measurements have no matching peer values under the same test conditions. Their original values and sources remain available here.

AA-LCR: Overall (Show measurement, test conditions, and source)

Source value: 76.3333333333333
Score: 76.3333333333333
Metric: Pass rate
Unit: %
Benchmark version: v1.1
Category: reasoning
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-aa-lcr:v1.1:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 76.3%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning

Source Artificial Analysis

AutomationBench-AA: Overall (Show measurement, test conditions, and source)

Source value: 5.481116230292565
Score: 5.481116230292565
Metric: Objectives completed without guardrail violations
Unit: %
Benchmark version: unspecified
Category: agentic
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-automationbench-aa:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 5.5%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning

Source Artificial Analysis

CritPt: Overall (Show measurement, test conditions, and source)

Source value: 0.571428571428571
Score: 0.571428571428571
Metric: Score
Unit: %
Benchmark version: unspecified
Category: reasoning
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-critpt:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: disputed
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 0.6%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
Context: Artificial Analysis marks CritPt as under review; dataset revisions may change results.. The source dataset marks this result as disputed. It remains visible as documented evidence, but is not reliable comparative proof.

Source Artificial Analysis

GDP.pdf: Overall (Show measurement, test conditions, and source)

Source value: 3.4000000000000004
Score: 3.4000000000000004
Metric: All-pass rate
Unit: %
Benchmark version: unspecified
Category: reasoning
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-gdp-pdf:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 3.4%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning

Source Artificial Analysis

Humanity's Last Exam: Overall (Show measurement, test conditions, and source)

Source value: 25.2085264133457
Score: 25.2085264133457
Metric: Text-only pass@1 accuracy
Unit: %
Benchmark version: unspecified
Category: reasoning
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-humanitys-last-exam:unspecified:v4.3.2:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 25.2%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption.. Reasoning: reasoning enabled. Reasoning effort: Reasoning
Context: Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.

Source Artificial Analysis

IFBench: Overall (Show measurement, test conditions, and source)

Source value: 50.8163265306122
Score: 50.8163265306122
Metric: IFBench prompt-level loose accuracy (pass@1)
Unit: %
Benchmark version: AA test set: 294 questions
Category: general
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-ifbench:AA test set: 294 questions:standalone:non-reasoning:tokens=0:suffix=Non-reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Artificial Analysis runs 294 questions from the IFBench test set with five repeats per question. The official evaluator scores prompt-level accuracy in loose mode as pass@1.. Source model ID: artificial-analysis/021b1b31-d2fc-4653-ab74-c10bd2f41c8e/qwen3-5-122b-a10b/qwen3-5-122b-a10b-non-reasoning. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Non-reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Tool policy: Single-turn answer evaluated with the official IFBench source code. Attempts: pass@1, 5 repeats per question. Reasoning: non-reasoning. Reasoning effort: Non-reasoning. Score display: 50.8%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Artificial Analysis runs 294 questions from the IFBench test set with five repeats per question. The official evaluator scores prompt-level accuracy in loose mode as pass@1.. Tool policy: Single-turn answer evaluated with the official IFBench source code. Attempts: pass@1, 5 repeats per question. Reasoning: non-reasoning. Reasoning effort: Non-reasoning
Context: The often cited 58 refers to verifiable out-of-domain constraint types, not the number of questions in AA's test run.

Source Artificial Analysis

IFBench: Overall (Show measurement, test conditions, and source)

Source value: 75.7142857142857
Score: 75.7142857142857
Metric: IFBench prompt-level loose accuracy (pass@1)
Unit: %
Benchmark version: AA test set: 294 questions
Category: general
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-ifbench:AA test set: 294 questions:standalone:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. Artificial Analysis runs 294 questions from the IFBench test set with five repeats per question. The official evaluator scores prompt-level accuracy in loose mode as pass@1.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Tool policy: Single-turn answer evaluated with the official IFBench source code. Attempts: pass@1, 5 repeats per question. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 75.7%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. Artificial Analysis runs 294 questions from the IFBench test set with five repeats per question. The official evaluator scores prompt-level accuracy in loose mode as pass@1.. Tool policy: Single-turn answer evaluated with the official IFBench source code. Attempts: pass@1, 5 repeats per question. Reasoning: reasoning enabled. Reasoning effort: Reasoning
Context: The often cited 58 refers to verifiable out-of-domain constraint types, not the number of questions in AA's test run.

Source Artificial Analysis

MMMU-Pro: Overall (Show measurement, test conditions, and source)

Source value: 70.2890173410405
Score: 70.2890173410405
Metric: pass@1 accuracy
Unit: %
Benchmark version: AA cohort: 1,730 questions
Category: multimodal
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-mmmu-pro:AA cohort: 1,730 questions:standalone:non-reasoning:tokens=0:suffix=Non-reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. The AA run covers 1,730 questions with ten answer options. Answers are extracted by regex and scored pass@1.. Source model ID: artificial-analysis/021b1b31-d2fc-4653-ab74-c10bd2f41c8e/qwen3-5-122b-a10b/qwen3-5-122b-a10b-non-reasoning. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Non-reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Tool policy: Ten-option multiple choice; regex answer extraction. Attempts: pass@1, one run per question. Reasoning: non-reasoning. Reasoning effort: Non-reasoning. Score display: 70.3%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. The AA run covers 1,730 questions with ten answer options. Answers are extracted by regex and scored pass@1.. Tool policy: Ten-option multiple choice; regex answer extraction. Attempts: pass@1, one run per question. Reasoning: non-reasoning. Reasoning effort: Non-reasoning
Context: The benchmark page describes 3,460 questions in the full MMMU-Pro dataset; AA's methodology specifies a 1,730-question run.

Source Artificial Analysis

MMMU-Pro: Overall (Show measurement, test conditions, and source)

Source value: 74.971098265896
Score: 74.971098265896
Metric: pass@1 accuracy
Unit: %
Benchmark version: AA cohort: 1,730 questions
Category: multimodal
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-mmmu-pro:AA cohort: 1,730 questions:standalone:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. The AA run covers 1,730 questions with ten answer options. Answers are extracted by regex and scored pass@1.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Tool policy: Ten-option multiple choice; regex answer extraction. Attempts: pass@1, one run per question. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 75.0%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. The AA run covers 1,730 questions with ten answer options. Answers are extracted by regex and scored pass@1.. Tool policy: Ten-option multiple choice; regex answer extraction. Attempts: pass@1, one run per question. Reasoning: reasoning enabled. Reasoning effort: Reasoning
Context: The benchmark page describes 3,460 questions in the full MMMU-Pro dataset; AA's methodology specifies a 1,730-question run.

Source Artificial Analysis

AA-Omniscience Accuracy: Overall (Show measurement, test conditions, and source)

Source value: 19.116666666666667
Score: 19.116666666666667
Metric: AA-Omniscience Accuracy
Unit: %
Benchmark version: AA Omniscience diagnostic
Category: knowledge
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-omniscience-accuracy:AA Omniscience diagnostic:standalone:non-reasoning:tokens=0:suffix=Non-reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Source model ID: artificial-analysis/021b1b31-d2fc-4653-ab74-c10bd2f41c8e/qwen3-5-122b-a10b/qwen3-5-122b-a10b-non-reasoning. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Non-reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: non-reasoning. Reasoning effort: Non-reasoning. Score display: 19.1%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: non-reasoning. Reasoning effort: Non-reasoning
Context: This is the separately published accuracy diagnostic, not the AA-Omniscience Index. AA identifies higher values as better.

Source Artificial Analysis

AA-Omniscience Accuracy: Overall (Show measurement, test conditions, and source)

Source value: 24.366666666666667
Score: 24.366666666666667
Metric: AA-Omniscience Accuracy
Unit: %
Benchmark version: AA Omniscience diagnostic
Category: knowledge
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-omniscience-accuracy:AA Omniscience diagnostic:standalone:reasoning:tokens=2000:suffix=Reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Source model ID: artificial-analysis/2236df45-0699-40d1-b5cc-69ee345d2257/qwen3-5-122b-a10b/qwen3-5-122b-a10b. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: Reasoning. Score display: 24.4%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b, UUID 2236df45-0699-40d1-b5cc-69ee345d2257, reasoning=true, source reasoning-token configuration budget=2000, suffix=Reasoning). This configured value is not measured token consumption. Proportion of all questions answered correctly, regardless of whether the model answers or abstains on other questions.. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: reasoning enabled. Reasoning effort: Reasoning
Context: This is the separately published accuracy diagnostic, not the AA-Omniscience Index. AA identifies higher values as better.

Source Artificial Analysis

AA-Omniscience Hallucination Rate: Overall (Show measurement, test conditions, and source)

Source value: 91.59282917782815
Score: 91.59282917782815
Metric: AA-Omniscience Hallucination Rate
Unit: %
Benchmark version: AA Omniscience diagnostic
Category: knowledge
Task: overall
Task label: Overall
Direction: Lower is better
Comparison cohort: artificial-analysis-omniscience-hallucination-rate:AA Omniscience diagnostic:standalone:non-reasoning:tokens=0:suffix=Non-reasoning
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Proportion of incorrect answers among all non-correct responses: incorrect / (incorrect + partial answers + not attempted).. Source model ID: artificial-analysis/021b1b31-d2fc-4653-ab74-c10bd2f41c8e/qwen3-5-122b-a10b/qwen3-5-122b-a10b-non-reasoning. Source model name: Qwen 3.5 122B A10B. Provider reported by source: Alibaba. Model snapshot: Qwen3.5 122B A10B (Non-reasoning). Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: non-reasoning. Reasoning effort: Non-reasoning. Score display: 91.6%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-19-8a022369738c. Source payload hash: 8a022369738cbe2a0e2f9bf486a2882865dbb0c6f1396dfec84059a802560e3c. Parser version: artificial-analysis-rsc-models-v2. Imported at: 2026-10-19
Comparison methodology: Exact AA configuration: Qwen3.5 122B A10B (Non-reasoning) (release qwen3-5-122b-a10b, row qwen3-5-122b-a10b-non-reasoning, UUID 021b1b31-d2fc-4653-ab74-c10bd2f41c8e, reasoning=false, source reasoning-token configuration budget=0, suffix=Non-reasoning). This configured value is not measured token consumption. Proportion of incorrect answers among all non-correct responses: incorrect / (incorrect + partial answers + not attempted).. Attempts: AA-reported aggregate; diagnostic-specific run count is not stated on the leaderboard. Reasoning: non-reasoning. Reasoning effort: Non-reasoning
Context: This is the separately published hallucination-rate diagnostic, not the AA-Omniscience Index. AA identifies lower values as better.

Source Artificial Analysis

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Sources and data date

Type	Evidence and data date
Speed	Alibaba. Output speed after the first streaming chunk, not total response time. Retrieved September 8, 2026. Source: Artificial Analysis · Artificial Analysis (retrieved September 8, 2026)Speed measurement methodology
Price	Base API prices without caching or batch discounts. Higher context tiers and other rates are listed under Costs. Source: Pricing · API pricing
Input	Documented modalities. Retrieved September 8, 2026. Source: Model documentation · Model metadata (retrieved September 8, 2026) · Qwen3.5-122B-A10B model card · Editorial description reviewed October 2, 2026
Output	Documented modalities. Retrieved September 8, 2026. Source: Model documentation · Model metadata (retrieved September 8, 2026) · Qwen3.5-122B-A10B model card · Editorial description reviewed October 2, 2026
Research status	Research date September 8, 2026. 3 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication.
Not found in the inspected sources	knowledge-cutoff Original wording No exact training-data cutoff was stated in the checked official card/report.
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Artificial Analysis (retrieved October 19, 2026)
Additional source	Model metadata (retrieved September 8, 2026)
Additional source	Alibaba Cloud Model Studio visual understanding · Editorial description reviewed October 2, 2026
Additional source	OpenRouter: Popularity index (derived), CC BY 4.0
Additional source	Vercel AI Gateway: Popularity index (derived), CC BY 4.0
Additional source	Ollama: cumulative downloads for the popularity index
Additional source	Replicate: cumulative runs for the popularity index
Additional source	Google Trending Now: limited feed selection for Germany and the US
Additional source	Creative Commons Attribution 4.0