Motif TechnologiesLanguage model
Motif 3
Motif 3 has no overall index value yet because there are too few independent benchmark results.
PopularityRank 342 of 785
38out of 100-2 vs. last month
based on search, usage and attention
Summary
Motif 3 is Motif Technologies’ large open Mixture-of-Experts model with 314 billion total parameters and 13.2 billion active parameters per token. Its model card describes 384 routed experts, eight active experts plus a shared expert, and a native 262,144-token context. The design targets agents, tool use, coding, mathematics, and multilingual work, with particular emphasis on Korean and legal and financial text.
The small active count does not make Motif 3 a small model. Its 314 billion total parameters still determine the weight and serving burden even though only part of the experts compute for each token. The official card documents vLLM and separate quantized checkpoints; the MIT license applies to the published weights.
All benchmark results
Every published result with its source, test setup and comparison models.
Show all 29 published benchmark results
Page 1 of 3
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.
CritPt v2: Overall (Show measurement, test conditions, and source)
- Source value
- 6.571428571428569
- Score
- 6.571428571428569
- Metric
- pass@1 accuracy
- Unit
- %
- Benchmark version
- v2
- Category
- reasoning
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- disputed
- Retrieved at
- 2026-11-02
- Methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. The full CritPt v2 run covers 70 questions with five repeats. The official grading server reports pass@1.. Source model ID: artificial-analysis/b01eefb1-c9f8-412d-8353-571031a52f23/motif-3/motif-3. Source model name: Motif 3. Provider reported by source: Motif Technologies. Model snapshot: Motif 3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Tool policy: Python functions, symbolic expressions, and numerical answers; official grading server. Attempts: 70 questions, five repeats per question, pass@1. Reasoning: reasoning enabled. Score display: 6.6%. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-02-67d46be20a5b. Source payload hash: 67d46be20a5b412db6cfb60ad190441fcaa5513500b8fd47d033168d0e97b6b2. Parser version: artificial-analysis-rsc-models-v3. Imported at: 2026-11-02. Source cohort: artificial-analysis-critpt-v2:v2:standalone:reasoning:effort=unspecified:suffix=unspecified
- Comparison methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. The full CritPt v2 run covers 70 questions with five repeats. The official grading server reports pass@1.. Tool policy: Python functions, symbolic expressions, and numerical answers; official grading server. Attempts: 70 questions, five repeats per question, pass@1. Reasoning: reasoning enabled
- Context
- This AA source field contains the original CritPt score. The earlier CritPt v2 attribution was incorrect; the value and former label remain as disputed historical evidence.. The source dataset marks this result as disputed. It remains visible as documented evidence, but is not reliable comparative proof.
GDPval-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 1127.34
- Score
- 1127.34
- Metric
- GDPval-AA Elo
- Unit
- Elo
- Benchmark version
- v2.1
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- superseded
- Retrieved at
- 2026-11-02
- Methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Source model ID: artificial-analysis/b01eefb1-c9f8-412d-8353-571031a52f23/motif-3/motif-3. Source model name: Motif 3. Provider reported by source: Motif Technologies. Model snapshot: Motif 3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-02-67d46be20a5b. Source payload hash: 67d46be20a5b412db6cfb60ad190441fcaa5513500b8fd47d033168d0e97b6b2. Parser version: artificial-analysis-rsc-models-v3. Imported at: 2026-11-02. Source cohort: artificial-analysis-gdpval-aa:v2.1:standalone:reasoning:effort=unspecified:suffix=unspecified
- Comparison methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled
- Context
- This result is retained as historical evidence and is not interchangeable with current results.
GDPval-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 1127.79
- Score
- 1127.79
- Metric
- GDPval-AA Elo
- Unit
- Elo
- Benchmark version
- v2.1
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- superseded
- Retrieved at
- 2026-10-29
- Methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Source model ID: artificial-analysis/b01eefb1-c9f8-412d-8353-571031a52f23/motif-3/motif-3. Source model name: Motif 3. Provider reported by source: Motif Technologies. Model snapshot: Motif 3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-10-29-5a1b1cf41cd1. Source payload hash: 5a1b1cf41cd14d4fa7e1b5c737732505ff7f014395c8a19ff9385c13df09b106. Parser version: artificial-analysis-rsc-models-v3. Imported at: 2026-10-29. Source cohort: artificial-analysis-gdpval-aa:v2.1:standalone:reasoning:effort=unspecified:suffix=unspecified
- Comparison methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). AA source value for average reasoning tokens before the answer: 2000. Its methodology averages 60 varied prompts and assumes 2,000 when no average is available. This is not a token cap. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled
- Context
- This result is retained as historical evidence and is not interchangeable with current results.
GDPval-AA: Overall (Show measurement, test conditions, and source)
- Source value
- 1127.34
- Score
- 1127.34
- Metric
- GDPval-AA Elo
- Unit
- Elo
- Benchmark version
- v2.1
- Category
- agentic
- Task
- overall
- Task label
- Overall
- Direction
- Higher is better
- Source type
- independent-evaluator
- Evaluator
- Artificial Analysis
- Status
- active
- Retrieved at
- 2026-11-07
- Methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). This source capture does not provide an average reasoning-token count. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Source model ID: artificial-analysis/b01eefb1-c9f8-412d-8353-571031a52f23/motif-3/motif-3. Source model name: Motif 3. Provider reported by source: Motif Technologies. Model snapshot: Motif 3. Evaluator: Artificial Analysis. Dataset type: artificial-analysis-evaluation. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled. Source ID: artificial-analysis. Evidence capture ID: aa-model-page-2026-11-07-b96e3ffc8c5b. Source payload hash: b96e3ffc8c5b052aa56f96d05e89d02b8cc234a75085820fca0ca2a39e498274. Parser version: artificial-analysis-rsc-models-v4. Imported at: 2026-11-07. Source cohort: artificial-analysis-gdpval-aa:v2.1:standalone:reasoning:effort=unspecified:suffix=unspecified
- Comparison methodology
- Exact AA configuration: Motif 3 (release motif-3, row motif-3, UUID b01eefb1-c9f8-412d-8353-571031a52f23, reasoning=true, effort=not specified, suffix=not specified). This source capture does not provide an average reasoning-token count. 220 tasks with one run each. AA scores outcomes through pairwise panel comparisons and anchors the Elo scale at DeepSeek V4.1 Flash (Max) at 1,600.. Harness: Artificial Analysis Stirrup. Agent: Stirrup agent. Tool policy: Agentic task completion with file outputs. Attempts: 220 tasks, one run per task; panel pairwise judgments. Reasoning: reasoning enabled
GDPVal v2 (Show measurement, test conditions, and source)
- Source value
- 38.7
- Score
- 38.7
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column. Publisher reports all Motif evaluations at temperature 1.0, top-p 0.95, max sequence 262144; per-task scaffold and date are not supplied.
τ²-Bench Telecom (Show measurement, test conditions, and source)
- Source value
- 94.7
- Score
- 94.7
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. Per-task scaffold/date are not supplied.
τ³-Banking (Show measurement, test conditions, and source)
- Source value
- 35.3
- Score
- 35.3
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- agentic
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. Per-task scaffold/date are not supplied.
SWE-Bench Verified (Show measurement, test conditions, and source)
- Source value
- 76.2
- Score
- 76.2
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- coding
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. The card does not give SWE scaffold/date.
Terminal-Bench (Show measurement, test conditions, and source)
- Source value
- 74.9
- Score
- 74.9
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Benchmark version
- 2.1
- Category
- coding
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. The card does not give terminal-agent scaffold/date.
SciCode (Show measurement, test conditions, and source)
- Source value
- 40.6
- Score
- 40.6
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- coding
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. Task-specific protocol is not given.
GPQA Diamond (Show measurement, test conditions, and source)
- Source value
- 83.4
- Score
- 83.4
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- reasoning
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. Task-specific protocol is not given.
HLE (Show measurement, test conditions, and source)
- Source value
- 37
- Score
- 37
- Metric
- publisher table score; unit not stated
- Unit
- No unit provided
- Category
- reasoning
- Direction
- Higher is better
- Source type
- vendor-reported
- Evaluator
- Motif Technologies Motif 3 model card
- Status
- active
- Retrieved at
- 2026-10-15
- Methodology
- Vendor-reported result. Exact Motif 3 column; global sampling settings are temperature 1.0, top-p 0.95, max sequence 262144. Task-specific protocol is not given.
Page 1 of 3
Popularity compared
How often the model is searched for, used and mentioned, compared with every model of its category.
Popularity index
The 100 most popular models of this category, 0 to 100, higher is more popular
20 of 101 models
As of November 2026 · Source: gradually.ai popularity index
Over time
Weekly values from October 18, 2026 to November 8, 2026
Motif 3DeepSeek-R1 0528 38Ministral 3 14B 38Sarvam 30B 38GPT-4.1 38
Method changes in the timeline, a jump at these points is no market event:
- 1November 1, 2026: Value only with search or usage data, 30-day attention
- 2November 1, 2026: Method version 4 (common scale, shrinkage)
What is gaining popularity right now, across models, vendors, harnesses and AI subscriptions, is collected in All AI trends.
Similar models
More models of the same kind as Motif 3, chosen by model line, developer, size, price and release date.
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- DeepSeek V4 Flash 0731DeepSeek · similar size
- MiMo-V2.5Xiaomi · similar size
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All specifications
Architecture
Input and output
Watermarking and provenance
AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.
- AI watermarking
- Unknown
- no source
- Watermarking technique
- Not known
- no source
Licence and access
- Shutdown
- None announced
- no source
Frequently asked questions about Motif 3
How large is the context window of Motif 3?
262,144 tokens. That is how much text Motif 3 reads at once, about 390 A4 pages.
Page count as a rule of thumb from Artificial Analysis
Motif 3Rank 67 of 103262K
Kimi K2.6262K
Qwen 3.8 27B262K
Kimi K2.7 Code262K
Kimi K2.5262K
Nemotron 3 Ultra262K
Kimi K2 Thinking262K
Can I run Motif 3 locally?
Yes, the weights are open. With 314B parameters it needs a lot of memory, more a server than a laptop.
Stated by Motif Technologies
- Open weights
- yes
- License
- MIT
- Parameters
- 314B
- active per token
- 13.2B
Sources and data date
Show all 13 sources
Benchmark sources at a glance
Which independent evaluators tested this model. This is coverage, not a quality ranking.
| Evaluator | Test series | Composite indices | Recorded active measurements |
|---|---|---|---|
| Artificial Analysis | 1 | 0 | 1 |
Without vendor claims and historical or disputed results; those stay labelled in the single values.
| Type | Evidence and data date |
|---|---|
| Input | Documented modalities. Retrieved October 27, 2026. |
| Output | Documented modalities. Retrieved October 27, 2026. |
| Research status | Research date October 15, 2026. 3 source URLs checked. This documents the inspected sources, not an exhaustive inventory of every publication. |
| Not published | score-units-and-task-snapshots Note The card publishes an exact model column and global sampling settings, but most units, benchmark snapshots and task-specific scaffolds are unspecified; raw values were left unconverted. |
| Not published | checkpoint-hash Original wording The exact model ID and stated execution mode are published, but the page does not provide an immutable weight or checkpoint digest. |
| Unresolved | leaderboard-model-count Original wording The current v1.4 leaderboard/footer lists 61 models while the per-model rank header denominator is 60; no rank is carried into the bundle. |
| Additional source | Hugging Face (retrieved October 15, 2026; October 17, 2026) · Motif 3 model card · Editorial description reviewed October 2, 2026 |
| Additional source | Artificial Analysis (retrieved November 2, 2026) |
| Additional source | Artificial Analysis (retrieved October 29, 2026; November 2, 2026; November 7, 2026) |
| Additional source | MathBench.ai exact-model results page (retrieved October 17, 2026; October 28, 2026) |
| Additional source | Model metadata (retrieved October 17, 2026; October 28, 2026) |
| Additional source | Motif 3 technical report · 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 |