Language modelActive

Hy3

Tencent

Released: July 2, 2026
Data date: September 8, 2026
Predecessor: Hy3 Preview (Official documentation)

Benchmark-Meta-Score: Unavailable
Results from one source only
Speed: 94.9 tokens/s
Output throughput
Price: $0.14 · $0.58
Input · Output / 1M tokens
Input: Text
Output: Text

Hy3 stands out through an additional 3.8-billion-parameter multi-token-prediction branch. Tencent combines it with 295 billion total parameters, 21 billion active parameters, 192 experts, top-8 routing, and a 262,144-token context.

The model card lists text input and output, tool calls, and reasoning_effort with the no_think, low, and high settings. Tencent describes Hy3 as an evolution of Hy3 Preview with improved post-training and more reinforcement learning. The weights use Apache 2.0.

Specifications and access

Specification	Value and source
Weights	Open weightsSource
Access	API, LocalSource
Parameters	295BSource
Active parameters	21BSource
Context window	262,144 tokensSource
License	Apache-2.0Source
Parameters	295 BSource
Active parameters	21 BSource
MTP parameters	3.8 BSource
Architecture	sparse MoE, 80 transformer layers plus one MTP layer, 192 experts with top-8 routing, GQA 64/8 with head dimension 128Source
Input	TextSource
Output	TextSource
Reasoning mode	reasoning and fast-response modes are documentedSource
Tool calling	YesSource

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: ± 0.3
95% interval: 0.0 to 1.6
Test series: 1
Test families: 1 / 15
Sources: 1
Share of the fixed test panel (informative): 3 %

Reasoning

Index 10.6 / 100

provisional

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

Standard error: ± 3.8
95% interval: 4.9 to 20.0
Test series: 3
Test families: 3 / 7
Sources: 1
Share of the fixed test panel (informative): 36 %

Knowledge

Index 1.4 / 100

provisional

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

Standard error: ± 0.7
95% interval: 0.5 to 3.7
Test series: 1
Test families: 1 / 3
Sources: 1
Share of the fixed test panel (informative): 33 %

Agents

Index 5.3 / 100

provisional

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

Standard error: ± 1.7
95% interval: 2.8 to 9.5
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: 56.1 / 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-aa-briefcase
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  0.89 %
  Raw value:
  946.66 Elo
  Metric:
  AA-Briefcase Elo
  Version:
  v1.1
  Participating models:
  83
  Rank percentile within the cohort:
  56.1 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-aa-briefcase:v1.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: 55.5 / 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:
  79 %
  Metric:
  Pass rate
  Version:
  v1.1
  Participating models:
  83
  Rank percentile within the cohort:
  55.5 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-aa-lcr:v1.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 79.0%. 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
Test family: AutomationBench-AA
Agents · Mean rank percentile of the family: 47.6 / 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:
  18.409128371172397 %
  Metric:
  Objectives completed without guardrail violations
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  47.6 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-automationbench-aa:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 18.4%. 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: GDP.pdf
Reasoning · Mean rank percentile of the family: 50.6 / 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:
  11.200000000000001 %
  Metric:
  All-pass rate
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  50.6 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-gdp-pdf:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 11.2%. 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: GDPval-AA
Agents · Mean rank percentile of the family: 50.0 / 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-gdpval-aa
  Series weight within the test family:
  100 %
  Nominal contribution to the overall panel:
  0.89 %
  Raw value:
  1,066.59 Elo
  Metric:
  GDPval-AA Elo
  Version:
  v2.1
  Participating models:
  83
  Rank percentile within the cohort:
  50.0 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-gdpval-aa:v2.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: 34.1 / 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:
  -18.466666666666665 points
  Metric:
  AA-Omniscience Index
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  34.1 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-omniscience:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: 46.3 / 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:
  33.4569045412419 %
  Metric:
  Text-only pass@1 accuracy
  Version:
  unspecified
  Participating models:
  83
  Rank percentile within the cohort:
  46.3 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-humanitys-last-exam:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 33.5%. 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: Terminal-Bench
Coding · Mean rank percentile of the family: 40.9 / 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:
  0.505050505050505 %
  Metric:
  Task success
  Version:
  4.0
  Participating models:
  83
  Rank percentile within the cohort:
  40.9 %
  Retrieved:
  2026-10-19
  Comparison cohort:
  artificial-analysis-terminal-bench-4:4.0:v4.3.2:reasoning:tokens=2000:suffix=unspecified
  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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
  Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 0.5%. 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

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	8	1	20

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: 79
Score: 79
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 79.0%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

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

Source value: 18.409128371172397
Score: 18.409128371172397
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 18.4%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

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

Source value: 4.857142857142859
Score: 4.857142857142859
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: disputed
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 4.9%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
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: 11.200000000000001
Score: 11.200000000000001
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 11.2%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

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

Source value: 33.4569045412419
Score: 33.4569045412419
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 33.5%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
Context: Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.

Source Artificial Analysis

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

Source value: 31.966666666666665
Score: 31.966666666666665
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=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). 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/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. 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. Score display: 32.0%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). 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
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: 74.13032827045566
Score: 74.13032827045566
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:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). 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/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. 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. Score display: 74.1%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). 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: reasoning enabled
Context: This is the separately published hallucination-rate diagnostic, not the AA-Omniscience Index. AA identifies lower values as better.

Source Artificial Analysis

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

Source value: 48.6111111111111
Score: 48.6111111111111
Metric: SciCode score
Unit: %
Benchmark version: unspecified
Category: coding
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-scicode:unspecified:v4.3.2:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: disputed
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 48.6%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled
Context: Artificial Analysis says SciCode is under review following an independent dataset audit.. The source dataset marks this result as disputed. It remains visible as documented evidence, but is not reliable comparative proof.

Source Artificial Analysis

Terminal-Bench: Overall (Show measurement, test conditions, and source)

Source value: 0.505050505050505
Score: 0.505050505050505
Metric: Task success
Unit: %
Benchmark version: 4.0
Category: coding
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-terminal-bench-4:4.0:v4.3.2:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. Score display: 0.5%. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

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

Source value: 946.66
Score: 946.66
Metric: AA-Briefcase Elo
Unit: Elo
Benchmark version: v1.1
Category: agentic
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-aa-briefcase:v1.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

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

Source value: 1066.59
Score: 1066.59
Metric: GDPval-AA Elo
Unit: Elo
Benchmark version: v2.1
Category: agentic
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-gdpval-aa:v2.1:v4.3.2:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

Artificial Analysis Intelligence Index: Overall (Show measurement, test conditions, and source)

Source value: 25.2972775731571
Score: 25.2972775731571
Metric: Artificial Analysis Intelligence Index
Unit: points
Benchmark version: v4.3.2
Category: aggregate
Task: overall
Task label: Overall
Direction: Higher is better
Comparison cohort: artificial-analysis-intelligence-index:v4.3.2:v4.3.2:reasoning:tokens=2000:suffix=unspecified
Source type: independent-evaluator
Evaluator: Artificial Analysis
Status: active
Retrieved at: 2026-10-19
Methodology: Exact AA configuration: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Source model ID: artificial-analysis/b23e6c69-96e5-44c9-8f58-4b42e0c399d5/hy3/hy3. Source model name: Hy3. Provider reported by source: Tencent. Model snapshot: Hy3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Reasoning: reasoning enabled. 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: Hy3 (release hy3, row hy3, UUID b23e6c69-96e5-44c9-8f58-4b42e0c399d5, reasoning=true, source reasoning-token configuration budget=2000, suffix=not specified). This configured value is not measured token consumption.. Reasoning: reasoning enabled

Source Artificial Analysis

Page 1 of 2

Predecessor and successor

Sources and data date

Type	Evidence and data date
Speed	Median across serving providers. 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) · Tencent Hy3 model card · Editorial description reviewed October 2, 2026
Output	Documented modalities. Retrieved September 8, 2026. Source: Model documentation · Model metadata (retrieved September 8, 2026) · Tencent Hy3 model card · Editorial description reviewed October 2, 2026
Research status	Research date September 8, 2026. 2 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 The exact Hy3 model card does not publish a training-data cutoff.
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	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