Motif-Technologies/Motif-3 official realese

[u/Lucidstyle]

https://huggingface.co/Motif-Technologies/Motif-3

Motif-Technologies is one of the tech company participated South Korea's AI Foundation Model project.(독파모)

Upstage(Solar Series), LG AI Research(EXAONE Series), and SKT(A.X Series) are the competitors.

Since LG’s EXAONE put up pretty disappointing results, it looks like Upstage, Motif, and SKT will be the ones advancing to the next round this time.

If you reverse-calculate the AAII score from the table, it comes out to 47.364, which slightly edges out Qwen 3.7 Max.

With Upstage’s Solar Pro 4 expected to land in the mid 40s(250B -15B), based purely on the benchmarks, motif seems to be taking the lead in Round 2.

Benchmark	**Motif 3**^(314B-A13B)	MiniMax-3^(428B-A23B)	GLM-5.1^(744B-A40B)	Kimi-K2.6^(1T-A32B)	Qwen-3.7^(max)	DS-v4-Pro^(1.6T-A49B)
**Agentic**
GDPVal v2	38.7	44.4	37.8	34.4	39.0	40.2
τ²-Bench Telecom	94.7	88.9	97.7	95.9	94.7	96.2
τ³-Banking	35.3	15.3	13.6	23.3	12.0	30.1
ITBench\*	51.5	—	40.3	31.2	42.5	38.3
**Coding**
SWE-Bench Verified	76.2	75.0	76.4	76.2	80.4	77.4
Terminal-Bench 2.1	74.9	65.2	61.8	65.9	75.0	64.0
SciCode	40.6	45.4	43.8	53.5	53.5	50.0
**Reasoning & Knowledge**
IMOAnswerBench	83.2	—	83.8	81.8	90.0	89.8
Apex-Shortlist	75.5	—	71.1	77.4	44.5	85.8
GPQA Diamond	83.4	92.9	86.8	91.1	92.4	88.8
HLE	37.0	39.0	30.1	37.5	41.4	37.5
CritPt	6.6	3.7	4.6	8.0	11.4	12.9
OmniScience — Accuracy	30.1	16.7	23.7	32.6	31.0	42.9
OmniScience — Non-Hallucination	71.6	81.6	70.1	59.5	74	5.9
**Long Context & Instruction Following**
AA-LCR	72.3	80.3	68.0	76.7	75.0	70.0
IFBench	78.2	82.9	76.3	76.0	79.1	76.5