S1 决策指数0.4.1

247 个开源复现与同类决策模型，由 Decision Index 统一复测，按其综合分排名，以 Jev 1.14 为参考。公开基准只展示、不计分。

Decision Index 0.4.1 · 数据更新于 2026年10月29日 14:04 · 本站同步于 2026年10月30日 03:00（每日） · 来源：Hugging Face 上的 Decision Index

最大参数量全部

<100M1B5B10B20B35B+

隐藏参考模型

参考

60.2

Jev 1.14

#1 · 并列

71.9

KnowLine 31B Gen1

71.5

Fastino GLiDE 1.2

#3 · 并列

71.1

Sieve 31B v3

70.5

Turion Jev 31B

#5 · 并列

70.2

vLLM-SR d3-ultra (Decision 3.0, 27B)

69.8

Jeffan-31b-1710

#7 · 并列

68.6

H2O Lightning 31B v1.1

68.5

WeMM-JEV-27B

68.4

baselabs mammoth-1 (27B)

68.2

Ainvest-Decision-27B v1.0

68.1

oenogarum (Gemma 4 31B)

68.0

AutoTrust-JEV-27B v1.1

68.0

Perplexity Decider v1.2 (27B)

67.9

StartLux-Decision v1.1 27B

#15 · 并列

67.6

AJev lm6q (Gemma 4 31B)

67.6

FlexDM · Gemma-4-31B

67.6

MISA AI 2.0 Decision Plus · oak 1.1 (31B)

67.4

Lychee-27B

67.3

vLLM-SR d3-turbo v1.1 (27B)

67.2

vLLM-SR d3 (27B)

67.0

allec-oavg (Gemma 4 31B)

66.9

VisionJEV 1.0.0 (27B)

#23 · 并列

66.7

Aleria Judge 1.1.1 (Gemma 4 31B)

66.6

Bespoke Nimble v4 Max (27B)

66.6

Nace.AI Drex Max v1 (27B)

66.5

AnyJev Tacitus 31B

66.0

Decider 31B (NVFP4)

#28 · 并列

65.8

KnowLine 35B-A3B Gen1.5

65.7

OneShot 27B

65.3

vera-large

#31 · 并列

64.9

Bobcat 1.3 (31B)

64.8

Amos 1 Large (27B)

64.8

Matilda Decision v1

64.6

KnowLine 26B-A4B Gen2.5

64.6

jev-brain · Gemma-4-31B

64.4

frontier-infra Jebadiah 27B v2.1 (t1e)

#37 · 并列

63.7

AnyJev L0 · Gemma-4-31B

63.1

deck31b (Gemma 4 31B)

63.0

Darwin-27B-ZTC

#40

62.7

decisio 0.6.0 (Gemma 4 31B)

#41 · 并列

61.7

Cerno 27B

61.6

Decider chat · Gemma-4-31B

61.5

OneJev1.6-27B

61.5

Torchcast Decision 27B

61.1

Qwen Decision 27B noncausal LoRA

#46 · 并列

60.8

Quyet-1.0-Large

60.3

baselabs elephant-1 (9B)

60.3

garum (Gemma 4 31B)

60.1

Standard One 35B SH (v1)

60.0

Lumma-fev-27B

#51 · 并列

59.9

Sieve 27B v2

59.8

mogan-decision-31B-it

59.7

linne-fern 1.0 (27B)

59.6

Kev 27B

59.4

Xor 26B-A4B v1.2

59.2

Jev 1.13

59.1

span-02 (Gemma 4 26B-A4B)

#58 · 并列

59.0

garas (Gemma 4 31B)

58.8

Eikos-27B

58.8

Shisa DE-2.1 (repeat)

58.8

reflex Qwen3.8-27B-FP8 (pmscr)

58.6

RSI-Jev v6.1 VL 27B (effort auto)

58.4

KnowLine 9B Gen1

#64 · 并列

58.1

StartLux-Decision v1.1 9B

58.0

vLLM-SR Decision 2.0 Vega 27B

57.6

JEV-35B

57.4

JEV-27B

#68 · 并列

57.0

simple-jev · Qwen3.8-27B (featherless)

56.6

Tern-35B-A3B

56.4

Surogate Rune 26B-A4B v3

56.2

SynACK Decide 26B-A4B v7

#72 · 并列

56.0

KnowLine 4B Gen5.5

55.9

Blink v0.3 26B-A4B (NVFP4)

55.6

JADE

55.4

Wald-26B-A4B

55.3

AJev lora1 (Gemma 4 26B-A4B)

#77 · 并列

54.9

Cloudflare clef

54.8

StartLux-Decision v1.1 4B

54.7

Decider chat · Qwen3.6-27B

54.3

Perplexity Decider Flash v1.2 (4B)

54.3

vLLM-SR d3-flash (9B)

54.1

JPT-35B-A3B

#83 · 并列

53.6

Xor 1.2

53.5

GEV-26B-Decide

53.1

OneJev1.6-9B

#86 · 并列

52.8

Nace.AI Drex v2.0 (35B-A3B)

52.6

muria (Gemma 4 12B)

52.2

Jeffan-4B-2010

52.0

Verdin-4B v1.1

#90 · 并列

51.1

Bespoke Nimble 9B v3

51.0

Senova-4B v2

50.9

frontier-infra Jebadiah 9B v2.1 (t1e)

50.8

decisio 0.4.0 (Qwen3.6-35B-A3B)

#94 · 并列

50.0

vLLM-SR d3-mini (4B)

49.5

JoshuaSP diffusiongemma (open-jev)

#96 · 并列

48.9

AJev lora7 (Gemma 4 12B)

48.9

OneJev1.6-4B

48.8

decisio 0.4.0 (Gemma 4 12B)

#99 · 并列

47.7

Mica v0.5 4B

47.5

PurpleMIST-Flash-1.0

47.3

Cerno 9B v1.1

47.0

Sieve 9B v2

#103 · 并列

46.6

Decider 35B-A3B

46.6

Winnow-12B

46.3

Seb-9B v2

46.0

vLLM-SR Decision 2.0 Lux 9B

#107 · 并列

45.8

Hopper 12B (trained)

45.8

Nace.AI Drex v1.5

45.6

Trio-Spark DI (9B)

45.5

CoCo-Decision-4B 2.4

45.0

Cloudflare clef-omni (30B-A3B)

#112 · 并列

44.9

JevK5 9B v0.3.3

44.4

Cloudflare clef-flash

44.4

Jevfire

44.3

RSI-Jev v6.1 VL 4B

44.2

Jegue 0.1 (9B)

44.1

JPT-9B

44.1

jiwo 4B v2

#119 · 并列

43.9

ezjev 4B s2

43.8

Jev-Omni

43.2

Solomon v1.1

#122 · 并列

42.9

Standard One 8B SH (v4)

42.7

Amber Hybrid 4B

42.5

Saif 4B

42.2

JEV-9B

42.1

Bespoke Nimble 9B v2

#127 · 并列

41.7

Sieve 9B

41.2

Cerno 4B v1.1

41.0

Sieve 4B

#130 · 并列

40.9

Kev 9B v2

40.9

Nari Decision 4B v3.2

40.8

Aplomb 1

40.8

vLLM-SR Decision 2.0 Nox 4B

40.2

Hopper (G) 1.2

40.1

StartLux-Decision v1.1 2B

#136 · 并列

39.8

FlyMy.AI Decision 4B v1.6

39.8

Standard One 3B SH (v4)

39.6

JPT-4B

39.5

Amber 4B

#140 · 并列

38.7

Intern-Decision-4B

38.7

RSI-Jev v5.0 VL 3B

38.2

djev

#143 · 并列

37.9

Valen-4B

37.6

razorback16 openjev diffusiongemma (NVFP4, vLLM)

37.3

NeoHorse-Jev-4B

#146 · 并列

36.6

JevK5 v0.3

36.3

Decider 4B

35.9

baselabs joey-1 (2B)

#149 · 并列

35.5

lev

35.4

Lev1 3.7B

34.9

Kev 4B r10

#152 · 并列

34.5

Jev-Style 2B v4

34.5

Sieve 2B v3

34.4

Cam1

34.4

LatentMesh Blitz 2B v1

34.4

Saracura PT-BR 4B

34.3

mmastrac diffusiongemma (vLLM PR 57250)

34.3

vLLM-SR d3-nano (2B)

34.0

Kas 4B

33.7

Tev1-4B-experimental

#161 · 并列

32.7

Winnow-E4B

32.6

Aurelis-2B

32.2

Jevstral 8B

32.2

Metask-Jev-4B

32.0

Ryotide Qwen v0.3.1

#166 · 并列

31.3

Intelif Qwen3-4B

31.2

GLiClass v4 edge (0.4B)

31.1

LiquidAI d1-3B

31.1

open-jev (pngwn)

30.6

vera-core-2

#171 · 并列

30.4

Jobe

29.6

OneJev1.6-0.8B

#173 · 并列

29.4

crystal-0.8b

29.3

Crivo-1B

29.3

vLLM-SR vela3-fast (Vela 3.0, 0.4B)

29.2

Gevva E4B

28.9

StartLux-Decision v1.1 0.8B

28.8

openvons

#179 · 并列

26.7

SemIf

26.5

Saina Helm 2 Omni (0.8B)

26.2

vLLM-SR d3-lite (0.8B)

26.0

Amber 0.4B

#183 · 并列

25.8

jiwo 0.8B v2

25.3

Saina Helm 2.0 v2

#185 · 并列

24.9

this-that 1.2

24.3

Gevva E2B

#187 · 并列

23.7

Crivo-400M

23.7

Decider 2B

23.6

jdi-ptr14-0.8b

23.6

vLLM-SR Decision 2.0 Sol 2B

Jev 1.14 60.2

综合分直接采用数据源发布的数值。悬停柱子查看分项与数据源排名。

参数量 vs 得分帕累托前沿

延迟 vs 得分System1 的核心是“快”

计分方法

分数、排名与并列均直接来自 Decision Index：与公开基准相同技能的私有题（S）、来自新领域的私有题（N），以及仅作对照、不计分的公开基准（P）。

S私有 · 同技能

与 37 个公开基准考察相同能力，但题目从未公开。

N私有 · 新领域

来自 8 个行业的真实决策任务，由认证从业者出题。

P公开基准

灰色展示，用来对照“公开分 − 私有分”的差距，差距大说明可能过拟合。

并列规则：与组首差值在 95% 置信区间内（≈0.8 分）的模型共享名次。

能力领域子榜

数据源按五个能力领域打分，每个领域的第一名不同。点击即可在上方图表中按该领域排名。

正面对比

任选两个模型，逐项对比私有题两部分和 8 个行业子分数。

67.2私有 · 同技能59.3

62.0私有 · 新领域48.3

59.4📚 知识与推理57.1

72.0💬 语言理解61.2

73.0🔎 检索与意图63.5

84.7🛠 工具调用73.8

60.5🎨 艺术与审美39.2

完整结果

点击表头排序。行业列颜色越深分数越高。

#	模型	类型	参数	当前得分 ↓	同技能	新领域	公开基准	校准误差↓	延迟 ms	来源排名	📚 知识与推理	💬 语言理解	🔎 检索与意图	🛠 工具调用	🎨 艺术与审美
1=	KnowLine 31B Gen1	LoRA	31.27B	71.9	67.2	62.0	70.1	3.2	204	#1=	59.4	72.0	73.0	84.7	60.5
1=	Fastino GLiDE 1.2	全量微调	27.8B	71.5	68.6	59.7	72.0	2.0	93	#2=	60.6	75.5	72.2	88.0	62.6
3=	Sieve 31B v3	全量微调	31.27B	71.1	68.5	58.9	71.7	5.4	232	#3=	61.2	71.6	76.1	86.9	62.3
3=	Turion Jev 31B	LoRA	31.27B	70.5	65.3	61.5	66.2	1.9	144	#4=	55.4	69.9	71.2	78.7	51.3
5=	vLLM-SR d3-ultra (Decision 3.0, 27B)	全量微调	26.09B	70.2	66.8	59.2	71.6	6.7	201	#5=	62.3	72.4	71.8	87.8	63.5
5=	Jeffan-31b-1710	全量微调	31.27B	69.8	66.2	59.1	73.1	4.7	121	#6=	63.2	76.0	72.2	89.4	63.6
7=	H2O Lightning 31B v1.1	全量微调	31.27B	68.6	65.6	57.5	67.8	7.4	100	#7=	56.5	69.6	66.9	86.3	59.7
7=	WeMM-JEV-27B	全量微调	26.09B	68.5	65.4	57.5	69.4	5.1	98	#8=	59.0	74.1	70.1	86.0	52.4
7=	baselabs mammoth-1 (27B)	全量微调	27.36B	68.4	66.3	56.3	75.3	4.1	220	#9=	68.0	76.1	77.4	88.6	64.1
7=	Ainvest-Decision-27B v1.0	全量微调	26.09B	68.2	64.6	57.9	71.9	4.2	99	#10=	57.9	74.7	75.5	87.1	65.7
7=	oenogarum (Gemma 4 31B)	全量微调	31.27B	68.1	62.8	59.8	62.8	4.0	259	#11=	52.3	66.0	64.6	77.3	51.5
7=	AutoTrust-JEV-27B v1.1	全量微调	27.36B	68.0	64.1	58.0	67.3	6.7	80	#13=	55.2	73.4	67.0	85.2	51.0
7=	Perplexity Decider v1.2 (27B)	全量微调	26.09B	68.0	64.3	57.8	67.7	5.5	144	#12=	55.3	71.9	68.1	85.4	56.2
7=	StartLux-Decision v1.1 27B	全量微调	27.78B	67.9	64.8	57.0	72.9	2.6	80	#14=	60.7	75.6	74.8	87.9	66.2
15=	AJev lm6q (Gemma 4 31B)	LoRA	31.27B	67.6	63.4	58.1	65.5	9.6	144	#16=	53.8	68.6	67.3	81.5	54.4
15=	FlexDM · Gemma-4-31B	推理技巧	31.27B	67.6	63.0	58.5	63.6	4.4	109	#17=	51.1	66.4	69.4	79.7	48.0
15=	MISA AI 2.0 Decision Plus · oak 1.1 (31B)	全量微调	31.27B	67.6	62.6	59.2	68.2	7.2	113	#15=	54.4	70.9	71.8	85.7	57.5
15=	Lychee-27B	全量微调	26.09B	67.4	62.5	58.7	62.8	10.8	97	#18=	51.8	66.2	63.9	80.8	47.0
15=	vLLM-SR d3-turbo v1.1 (27B)	全量微调	26.09B	67.3	64.3	56.4	71.6	5.2	191	#19=	58.9	74.5	75.8	86.9	60.9
15=	vLLM-SR d3 (27B)	全量微调	26.09B	67.2	62.8	57.9	65.5	4.3	97	#20=	55.3	68.0	66.9	82.6	51.0
15=	allec-oavg (Gemma 4 31B)	全量微调	31.27B	67.0	62.4	58.0	62.0	4.7	257	#21=	50.7	65.2	64.8	77.6	49.0
15=	VisionJEV 1.0.0 (27B)	全量微调	26.09B	66.9	62.8	57.4	66.5	7.4	90	#22=	55.8	71.4	68.0	82.7	48.7
23=	Aleria Judge 1.1.1 (Gemma 4 31B)	推理技巧	31.27B	66.7	62.4	57.4	63.5	8.9	117	#23=	51.0	67.9	66.2	79.0	50.3
23=	Bespoke Nimble v4 Max (27B)	全量微调	27.36B	66.6	62.6	57.0	68.5	6.4	107	#25=	55.4	70.4	71.6	88.6	54.3
23=	Nace.AI Drex Max v1 (27B)	全量微调	26.09B	66.6	63.1	56.5	67.5	5.7	104	#24=	57.1	72.2	68.8	81.9	53.4
23=	AnyJev Tacitus 31B	全量微调	31.27B	66.5	62.5	56.9	65.5	2.3	95	#26=	52.8	70.3	67.6	81.3	53.2
23=	Decider 31B (NVFP4)	全量微调	32.68B	66.0	61.8	56.9	64.3	2.4	72	#27=	50.3	66.7	65.5	84.2	55.2
28=	KnowLine 35B-A3B Gen1.5	LoRA	35.95B	65.8	65.5	51.8	70.7	4.4	47	#28=	55.0	72.9	75.4	88.3	64.2
28=	OneShot 27B	全量微调	27.78B	65.7	62.1	56.0	65.4	2.3	128	#29=	52.9	70.9	65.1	81.9	54.2
28=	vera-large	全量微调	25.63B	65.3	61.6	55.6	67.8	5.1	160	#30=	51.2	75.7	69.5	83.0	58.5
31=	Bobcat 1.3 (31B)	LoRA	31.27B	64.9	59.9	56.8	59.3	10.2	64	#31=	48.0	61.0	65.5	76.1	40.9
31=	Amos 1 Large (27B)	全量微调	27.78B	64.8	62.7	53.3	64.9	3.2	148	#32=	52.4	72.4	66.1	79.2	49.5
31=	Matilda Decision v1	全量微调	26.09B	64.8	60.3	56.1	65.4	8.6	92	#33=	51.1	71.3	67.6	84.6	47.4
31=	KnowLine 26B-A4B Gen2.5	LoRA	25.81B	64.6	62.8	52.7	68.2	1.9	72	#35=	55.1	71.2	70.9	83.3	61.4
31=	jev-brain · Gemma-4-31B	推理技巧	31.27B	64.6	61.6	54.3	61.7	13.3	101	#34=	48.6	65.8	67.6	76.7	45.7
31=	frontier-infra Jebadiah 27B v2.1 (t1e)	LoRA	27.78B	64.4	59.4	56.6	60.5	5.6	303	#36=	48.2	65.5	59.9	79.3	45.8
37=	AnyJev L0 · Gemma-4-31B	推理技巧	31.27B	63.7	59.1	55.3	59.8	24.0	98	#37=	47.8	61.7	63.5	76.4	48.0
37=	deck31b (Gemma 4 31B)	推理技巧	32.68B	63.1	58.6	54.8	58.2	20.4	219	#38=	46.7	60.0	62.8	75.6	42.3
37=	Darwin-27B-ZTC	全量微调	25.62B	63.0	58.7	54.6	62.6	4.5	104	#39=	44.7	68.5	60.9	86.7	53.3
40	decisio 0.6.0 (Gemma 4 31B)	推理技巧	31.27B	62.7	58.5	54.2	58.1	14.2	54	#40	47.2	59.8	62.7	75.0	41.4
41=	Cerno 27B	全量微调	26.9B	61.7	59.1	51.4	65.2	7.2	54	#41=	49.0	71.1	65.9	86.7	50.9
41=	Decider chat · Gemma-4-31B	推理技巧	32.68B	61.6	56.9	54.0	57.8	4.7	109	#42=	45.5	59.5	63.1	75.6	42.2
41=	OneJev1.6-27B	全量微调	27.36B	61.5	62.5	46.8	69.6	2.7	112	#44=	57.5	71.2	73.7	85.5	59.2
41=	Torchcast Decision 27B	LoRA	27.8B	61.5	58.1	52.2	65.1	2.4	100	#43=	46.7	72.0	67.5	84.6	54.4
41=	Qwen Decision 27B noncausal LoRA	LoRA	27.78B	61.1	57.7	52.0	57.7	5.1	127	#45=	42.8	62.3	57.8	80.2	43.1
46=	Quyet-1.0-Large	LoRA	32.68B	60.8	58.8	49.9	60.8	7.8	105	#46=	49.7	67.0	65.8	72.6	41.9
46=	baselabs elephant-1 (9B)	全量微调	9.41B	60.3	62.4	44.4	72.2	5.8	114	#48=	60.6	73.8	76.2	88.0	61.6
46=	garum (Gemma 4 31B)	LoRA	31.27B	60.3	58.8	48.9	58.4	5.1	119	#47=	44.8	61.8	63.3	75.0	44.2
—	Jev 1.14	托管 API	—	60.2	59.3	48.3	60.7	8.0	196	#49=	57.1	61.2	63.5	73.8	39.2
46=	Standard One 35B SH (v1)	LoRA	35.11B	60.1	61.8	45.0	66.3	5.4	320	#50=	52.2	66.0	72.5	86.1	54.6
46=	Lumma-fev-27B	全量微调	26.09B	60.0	56.6	51.0	57.2	6.8	100	#51=	42.5	60.8	57.7	78.8	44.8
51=	Sieve 27B v2	LoRA	27.78B	59.9	60.0	46.6	68.0	5.3	106	#52=	56.8	66.0	73.4	85.8	58.9
51=	mogan-decision-31B-it	LoRA	31.27B	59.8	57.7	49.4	65.6	5.4	109	#53=	51.6	70.0	69.6	79.7	56.1
51=	linne-fern 1.0 (27B)	全量微调	27.78B	59.7	56.5	50.4	58.9	7.9	108	#54=	44.9	62.8	62.4	79.0	41.5
51=	Kev 27B	全量微调	27.8B	59.6	55.5	51.5	56.7	2.2	135	#55=	45.7	62.6	55.8	72.7	42.7
51=	Xor 26B-A4B v1.2	LoRA	25.81B	59.4	58.7	47.3	59.5	6.8	110	#56=	45.5	63.2	64.8	72.2	51.9
51=	Jev 1.13	托管 API	—	59.2	58.0	47.7	58.0	7.8	524	#57=	53.9	59.2	55.4	75.1	39.1
51=	span-02 (Gemma 4 26B-A4B)	全量微调	25.81B	59.1	59.3	45.8	63.6	11.4	33	#58=	52.0	65.3	65.5	83.9	48.6
58=	garas (Gemma 4 31B)	LoRA	31.27B	59.0	56.6	48.9	56.6	4.9	117	#59=	43.3	58.7	61.9	73.8	43.6
58=	Eikos-27B	LoRA	27.78B	58.8	55.9	49.4	52.9	5.7	130	#61=	40.0	52.6	55.9	74.4	41.4
58=	Shisa DE-2.1 (repeat)	LoRA	25.81B	58.8	56.6	48.7	59.2	16.5	55	#60=	47.3	61.9	64.8	76.3	40.9
58=	reflex Qwen3.8-27B-FP8 (pmscr)	推理技巧	27.78B	58.8	57.4	47.6	57.3	4.5	149	#62=	37.3	62.8	64.2	77.2	45.2
58=	RSI-Jev v6.1 VL 27B (effort auto)	LoRA	27.78B	58.6	58.2	46.3	65.6	7.7	76	#63=	51.7	69.1	69.1	81.2	57.3
58=	KnowLine 9B Gen1	LoRA	9.65B	58.4	60.8	42.7	65.7	2.8	128	#64=	47.6	69.1	71.9	82.7	59.8
64=	StartLux-Decision v1.1 9B	全量微调	9.65B	58.1	61.3	41.4	70.0	4.6	39	#65=	53.4	73.1	74.3	88.2	63.1
64=	vLLM-SR Decision 2.0 Vega 27B	LoRA	27.8B	58.0	55.7	48.1	57.0	8.6	120	#66=	46.0	59.0	60.9	73.5	42.0
64=	JEV-35B	LoRA	35.95B	57.6	56.2	46.7	59.7	8.5	51	#67=	42.6	63.2	71.0	76.4	42.2
64=	JEV-27B	全量微调	27.8B	57.4	54.2	48.6	53.6	7.6	102	#68=	41.4	56.4	53.7	73.5	41.6
68=	simple-jev · Qwen3.8-27B (featherless)	推理技巧	27.78B	57.0	55.5	46.4	56.1	11.3	373	#69=	36.9	61.2	63.2	76.2	40.8
68=	Tern-35B-A3B	全量微调	34.77B	56.6	56.0	45.0	59.0	3.4	63	#70=	43.2	64.9	63.5	77.0	43.0
68=	Surogate Rune 26B-A4B v3	全量微调	25.81B	56.4	57.1	43.2	58.3	12.0	121	#71=	46.0	61.9	63.5	71.2	46.5
68=	SynACK Decide 26B-A4B v7	LoRA	25.81B	56.2	56.3	43.8	59.7	6.9	129	#72=	43.7	63.5	62.4	79.1	50.1
72=	KnowLine 4B Gen5.5	全量微调	4.66B	56.0	61.2	37.3	66.8	4.7	35	#73=	47.3	68.2	74.0	87.4	61.0
72=	Blink v0.3 26B-A4B (NVFP4)	全量微调	25.8B	55.9	57.2	42.1	58.2	4.0	25	#74=	45.1	63.6	63.0	70.0	47.0
72=	JADE	LoRA	27.8B	55.6	54.3	44.9	53.4	23.8	133	#75=	41.2	56.5	54.4	73.2	39.0
72=	Wald-26B-A4B	全量微调	25.81B	55.4	56.4	41.9	62.3	4.3	90	#76=	44.7	64.3	69.1	83.3	50.9
72=	AJev lora1 (Gemma 4 26B-A4B)	LoRA	25.81B	55.3	54.9	43.6	57.7	4.8	89	#77=	41.9	62.1	63.5	73.2	46.8
77=	Cloudflare clef	全量微调	27.8B	54.9	53.1	45.1	61.7	4.0	102	#78=	52.8	61.3	62.8	80.7	48.9
77=	StartLux-Decision v1.1 4B	全量微调	4.66B	54.8	58.6	38.1	67.8	5.2	38	#79=	50.2	71.2	73.0	86.4	60.0
77=	Decider chat · Qwen3.6-27B	推理技巧	27.78B	54.7	52.2	45.7	51.6	2.1	84	#80=	38.3	55.9	52.2	71.4	37.0
77=	Perplexity Decider Flash v1.2 (4B)	全量微调	4.54B	54.3	56.2	40.0	60.1	5.2	75	#81=	41.4	65.1	65.2	81.0	46.6
77=	vLLM-SR d3-flash (9B)	全量微调	8.39B	54.3	54.6	41.9	57.8	5.6	54	#82=	43.3	60.6	64.2	76.0	41.9
77=	JPT-35B-A3B	LoRA	35.95B	54.1	52.3	44.4	52.7	4.9	250	#83=	36.5	61.2	55.6	69.2	36.6
83=	Xor 1.2	LoRA	35.95B	53.6	53.6	41.8	52.3	2.4	150	#84=	35.5	56.9	54.5	71.2	45.0
83=	GEV-26B-Decide	LoRA	25.8B	53.5	55.0	39.9	58.0	7.2	129	#85=	43.7	61.2	67.9	69.7	45.6
83=	OneJev1.6-9B	全量微调	9.41B	53.1	56.9	36.7	65.3	2.2	42	#86=	50.1	66.6	71.7	83.0	56.0
86=	Nace.AI Drex v2.0 (35B-A3B)	全量微调	35.11B	52.8	54.3	39.2	61.3	1.8	276	#87=	47.9	65.3	63.0	76.5	53.9
86=	muria (Gemma 4 12B)	全量微调	11.96B	52.6	53.5	39.8	51.4	7.1	54	#88=	31.4	56.6	58.9	70.8	39.1
86=	Jeffan-4B-2010	全量微调	4.21B	52.2	58.0	33.5	64.9	3.9	50	#89=	49.5	69.8	62.8	87.4	54.6
86=	Verdin-4B v1.1	全量微调	4.21B	52.0	54.1	37.9	61.0	6.3	200	#90	43.7	63.3	66.9	81.0	51.1
90=	Bespoke Nimble 9B v3	LoRA	9.65B	51.1	52.3	38.2	57.2	12.3	74	#91=	41.0	60.7	55.5	84.2	44.1
90=	Senova-4B v2	全量微调	4.54B	51.0	55.8	33.9	66.9	14.1	53	#92=	48.9	69.6	73.2	85.4	59.7
90=	frontier-infra Jebadiah 9B v2.1 (t1e)	LoRA	9.65B	50.9	51.0	39.5	51.5	5.5	125	#93=	35.3	56.6	55.5	70.4	38.1
90=	decisio 0.4.0 (Qwen3.6-35B-A3B)	推理技巧	35.95B	50.8	49.2	41.6	48.4	5.5	71	#94=	33.4	50.1	53.6	68.4	36.1
94=	vLLM-SR d3-mini (4B)	全量微调	4.54B	50.0	51.9	36.5	54.9	5.6	50	#95=	39.8	57.8	63.6	72.0	37.7
94=	JoshuaSP diffusiongemma (open-jev)	推理技巧	25.82B	49.5	50.0	37.9	50.1	21.6	260	#96=	32.5	54.3	58.4	70.2	32.0
96=	AJev lora7 (Gemma 4 12B)	LoRA	11.96B	48.9	50.5	36.1	55.2	8.2	69	#97=	38.3	62.6	63.0	68.4	39.8
96=	OneJev1.6-4B	全量微调	4.54B	48.9	55.8	29.6	62.0	2.5	27	#98=	45.0	64.4	68.9	81.5	49.8
96=	decisio 0.4.0 (Gemma 4 12B)	推理技巧	11.96B	48.8	48.4	38.3	49.7	10.3	38	#99=	30.8	52.4	58.0	71.6	35.3
99=	Mica v0.5 4B	全量微调	4.66B	47.7	52.3	31.5	57.6	10.1	20	#100=	38.8	63.1	61.7	80.9	40.8
99=	PurpleMIST-Flash-1.0	LoRA	7.94B	47.5	48.2	36.1	46.7	3.2	53	#101=	34.9	53.1	47.5	65.1	25.5
99=	Cerno 9B v1.1	全量微调	8.95B	47.3	52.4	30.6	58.6	4.8	27	#102=	39.3	64.3	65.1	79.2	43.0
99=	Sieve 9B v2	LoRA	9.65B	47.0	49.3	33.7	53.4	7.3	51	#103=	38.3	55.9	64.2	69.8	34.0
103=	Decider 35B-A3B	全量微调	35.95B	46.6	45.1	38.1	47.7	2.3	101	#104=	35.9	52.8	54.7	56.5	35.2
103=	Winnow-12B	LoRA	11.96B	46.6	48.1	34.3	50.7	16.8	73	#105=	34.8	57.0	54.1	71.0	31.4
103=	Seb-9B v2	LoRA	9.65B	46.3	52.9	27.8	59.2	11.1	89	#106=	39.9	62.2	63.5	83.1	48.9
103=	vLLM-SR Decision 2.0 Lux 9B	全量微调	9.65B	46.0	47.4	34.0	46.8	5.6	37	#107=	35.5	46.9	55.7	60.4	33.1
107=	Hopper 12B (trained)	LoRA	11.96B	45.8	47.0	34.1	48.3	7.6	290	#109=	31.7	53.8	53.2	66.3	34.2
107=	Nace.AI Drex v1.5	全量微调	8.95B	45.8	49.7	30.8	58.1	9.0	54	#108=	44.6	60.4	61.7	75.0	48.8
107=	Trio-Spark DI (9B)	全量微调	8.95B	45.6	50.5	29.4	55.5	12.7	209	#110=	39.2	59.4	58.8	76.6	42.8
107=	CoCo-Decision-4B 2.4	LoRA	4.21B	45.5	51.7	27.8	55.2	11.4	62	#111=	35.6	62.6	58.7	77.3	39.1
107=	Cloudflare clef-omni (30B-A3B)	全量微调	31.83B	45.0	46.5	33.2	56.5	4.0	191	#112=	53.8	49.8	59.3	72.6	46.4
112=	JevK5 9B v0.3.3	LoRA	9.65B	44.9	48.2	30.8	47.6	6.0	40	#113=	31.6	54.7	50.0	64.1	35.7
112=	Cloudflare clef-flash	全量微调	9.65B	44.4	44.0	35.0	56.2	2.5	53	#114=	53.0	47.2	52.2	81.9	48.4
112=	Jevfire	推理技巧	27.78B	44.4	46.9	31.4	49.8	5.2	90	#115=	30.3	53.9	56.2	72.3	35.7
112=	RSI-Jev v6.1 VL 4B	全量微调	4.66B	44.3	48.0	29.8	51.0	4.9	58	#116=	31.6	55.3	57.1	68.4	45.7
112=	Jegue 0.1 (9B)	LoRA	9.65B	44.2	48.8	28.6	54.1	11.6	46	#117=	33.5	62.5	65.5	72.3	29.8
112=	JPT-9B	LoRA	9.65B	44.1	43.5	35.0	47.0	7.7	149	#119=	30.9	57.7	44.6	67.0	28.8
112=	jiwo 4B v2	全量微调	4.21B	44.1	47.2	30.4	46.1	6.8	50	#118=	29.1	52.9	51.7	63.1	29.8
119=	ezjev 4B s2	LoRA	4.66B	43.9	46.2	31.2	50.8	6.3	36	#120=	31.0	60.5	56.3	69.9	31.2
119=	Jev-Omni	LoRA	11.96B	43.8	42.2	36.0	41.0	16.1	55	#121=	26.1	51.3	35.8	60.8	27.4
119=	Solomon v1.1	Head / Adapter	27.78B	43.2	37.0	41.3	38.1	8.1	224	#122=	27.8	56.7	26.0	47.0	24.5
122=	Standard One 8B SH (v4)	LoRA	8.92B	42.9	50.4	24.1	57.4	10.7	90	#123=	36.9	57.9	66.4	84.0	42.5
122=	Amber Hybrid 4B	推理技巧	4.61B	42.7	50.4	23.7	59.9	4.6	274	#124=	36.7	60.1	68.9	84.9	55.3
122=	Saif 4B	LoRA	4.21B	42.5	44.2	30.8	50.8	5.0	95	#125=	29.9	54.4	62.0	71.3	35.1
122=	JEV-9B	全量微调	9.65B	42.2	42.8	31.9	43.3	7.3	50	#126=	30.7	44.2	46.5	62.1	32.8
122=	Bespoke Nimble 9B v2	LoRA	9.65B	42.1	39.5	35.7	39.9	2.4	77	#127=	30.5	44.3	34.9	59.2	27.6
127=	Sieve 9B	LoRA	9.65B	41.7	42.9	31.0	41.9	4.3	50	#128=	29.0	45.6	46.1	61.3	21.9
127=	Cerno 4B v1.1	全量微调	4.21B	41.2	47.4	24.2	57.6	5.0	27	#129=	34.5	63.0	65.9	82.9	40.6
127=	Sieve 4B	LoRA	4.66B	41.0	45.2	26.6	50.1	3.1	93	#130=	33.9	53.9	61.6	66.8	28.3
130=	Kev 9B v2	LoRA	9.65B	40.9	42.4	29.9	41.5	4.5	60	#131=	30.8	46.7	46.8	56.9	17.5
130=	Nari Decision 4B v3.2	全量微调	4.22B	40.9	43.4	28.6	44.8	6.9	23	#132=	28.7	44.5	59.8	62.1	25.4
130=	Aplomb 1	LoRA	5.3B	40.8	42.3	29.7	43.5	7.5	54	#133=	29.9	47.2	44.5	61.6	34.0
130=	vLLM-SR Decision 2.0 Nox 4B	LoRA	4.21B	40.8	43.7	27.9	44.2	3.0	34	#134=	31.4	46.4	52.4	60.1	26.3
130=	Hopper (G) 1.2	LoRA	4.66B	40.2	42.4	28.4	41.2	9.3	23	#135=	24.6	45.7	45.4	60.1	29.2
130=	StartLux-Decision v1.1 2B	全量微调	2.27B	40.1	51.5	17.0	59.2	3.5	30	#136=	36.2	62.4	69.7	79.0	53.7
136=	FlyMy.AI Decision 4B v1.6	LoRA	4.66B	39.8	43.1	26.8	42.7	4.6	27	#137=	26.4	46.3	45.3	59.8	39.0
136=	Standard One 3B SH (v4)	LoRA	3.85B	39.8	49.8	18.5	58.1	11.4	80	#138=	36.3	57.5	67.0	85.7	47.5
136=	JPT-4B	LoRA	4.66B	39.6	40.1	29.9	42.8	7.9	139	#139=	26.5	53.7	45.0	57.2	26.1
136=	Amber 4B	LoRA	4.21B	39.5	48.2	19.8	52.1	5.7	128	#140=	34.7	58.3	54.6	71.9	40.1
140=	Intern-Decision-4B	全量微调	4.66B	38.7	39.1	29.4	38.0	2.8	44	#141=	23.0	42.5	40.3	55.7	28.2
140=	RSI-Jev v5.0 VL 3B	全量微调	4.66B	38.7	38.7	29.9	38.1	4.8	19	#142=	24.1	45.0	43.0	52.8	19.9
140=	djev	推理技巧	25.82B	38.2	41.6	25.2	40.9	21.2	84	#143=	25.9	50.0	41.8	51.7	34.4
143=	Valen-4B	全量微调	4.54B	37.9	39.1	27.7	38.7	10.7	236	#144=	27.4	46.3	41.9	52.1	17.4
143=	razorback16 openjev diffusiongemma (NVFP4, vLLM)	推理技巧	25.82B	37.6	39.7	26.4	37.8	23.2	38	#145=	25.7	45.5	37.0	47.2	33.1
143=	NeoHorse-Jev-4B	Head / Adapter	4.66B	37.3	36.9	29.2	37.0	10.4	49	#146=	23.6	39.6	43.9	58.9	11.0
146=	JevK5 v0.3	LoRA	4.66B	36.6	41.8	21.9	41.1	6.1	26	#147=	25.9	46.6	44.5	56.9	30.8
146=	Decider 4B	全量微调	4.66B	36.3	37.2	26.9	41.2	8.4	13	#148=	27.7	44.0	44.7	58.6	30.0
146=	baselabs joey-1 (2B)	全量微调	2.72B	35.9	50.2	10.2	63.3	4.4	85	#149=	45.1	62.8	71.2	85.8	54.7
149=	lev	LoRA	4.66B	35.5	37.2	25.2	39.2	6.4	71	#150=	22.8	39.1	47.9	57.5	30.8
149=	Lev1 3.7B	LoRA	3.7B	35.4	41.5	19.9	42.7	5.8	29	#151=	23.1	44.3	47.1	68.8	32.4
149=	Kev 4B r10	LoRA	4.66B	34.9	36.2	25.4	38.0	3.2	59	#152=	26.3	41.8	42.5	55.0	17.9
152=	Jev-Style 2B v4	全量微调	2.21B	34.5	41.9	17.6	44.4	11.0	40	#153=	23.6	42.5	65.4	61.8	29.0
152=	Sieve 2B v3	LoRA	2.27B	34.5	45.8	12.6	53.5	7.2	43	#154=	30.9	49.3	66.5	80.5	47.6
152=	Cam1	LoRA	4.66B	34.4	32.3	29.0	30.7	6.3	249	#157=	19.2	33.8	36.9	46.3	11.5
152=	LatentMesh Blitz 2B v1	LoRA	2.27B	34.4	44.2	14.5	48.2	13.7	52	#155=	22.3	54.0	60.4	66.5	41.8
152=	Saracura PT-BR 4B	LoRA	4.66B	34.4	35.0	25.9	38.0	17.9	62	#156=	25.3	41.9	46.2	53.9	14.9
152=	mmastrac diffusiongemma (vLLM PR 57250)	推理技巧	25.82B	34.3	33.4	27.4	32.7	20.2	127	#159=	25.0	46.5	24.2	34.0	31.7
152=	vLLM-SR d3-nano (2B)	全量微调	2.21B	34.3	42.5	16.4	42.2	11.2	38	#158=	25.3	42.2	58.8	58.9	22.4
152=	Kas 4B	LoRA	4.02B	34.0	38.7	20.4	38.4	9.8	69	#160=	32.2	35.1	40.4	48.9	39.4
152=	Tev1-4B-experimental	全量微调	4.66B	33.7	31.8	28.4	29.5	10.4	36	#161=	24.3	39.2	15.5	41.8	23.5
161=	Winnow-E4B	LoRA	8B	32.7	36.8	20.2	40.9	5.8	45	#162=	22.8	46.8	43.8	62.5	26.9
161=	Aurelis-2B	全量微调	2.52B	32.6	44.7	10.1	51.3	6.5	74	#163=	32.2	54.1	54.2	79.5	35.9
161=	Jevstral 8B	LoRA	8B	32.2	36.3	19.8	34.0	4.7	28	#164=	24.7	33.6	39.2	52.9	14.1
161=	Metask-Jev-4B	LoRA	4.66B	32.2	27.8	30.1	27.6	10.4	57	#165=	21.6	40.1	12.9	37.6	21.9
161=	Ryotide Qwen v0.3.1	推理技巧	4B	32.0	36.7	18.8	37.3	9.2	81	#166=	21.0	36.0	47.5	55.1	29.8
166=	Intelif Qwen3-4B	LoRA	4.02B	31.3	35.9	18.4	32.5	7.1	23	#167=	19.5	31.2	39.6	51.0	21.3
166=	GLiClass v4 edge (0.4B)	全量微调	0.44B	31.2	42.2	10.5	47.5	8.9	22	#168=	21.4	54.6	66.7	58.1	38.6
166=	LiquidAI d1-3B	全量微调	3.12B	31.1	41.2	11.5	49.0	4.7	16	#169=	24.3	56.5	52.8	74.5	38.9
166=	open-jev (pngwn)	LoRA	4.66B	31.1	30.0	25.2	30.5	5.9	112	#170=	22.8	34.7	29.1	45.7	14.5
166=	vera-core-2	全量微调	1.88B	30.6	39.6	12.5	41.3	4.6	90	#171=	21.4	43.9	53.8	61.5	23.9
171=	Jobe	推理技巧	4.66B	30.4	34.3	18.4	32.9	12.3	54	#172=	18.5	34.8	36.7	48.8	28.9
171=	OneJev1.6-0.8B	全量微调	0.85B	29.6	40.5	9.3	48.8	3.5	13	#173=	26.1	48.1	63.4	72.9	35.6
173=	crystal-0.8b	全量微调	0.85B	29.4	39.3	10.3	42.8	1.7	54	#174=	19.1	44.8	55.4	64.9	33.4
173=	Crivo-1B	全量微调	1.03B	29.3	38.8	10.8	47.8	15.1	16	#176=	18.5	56.3	55.8	78.7	28.9
173=	vLLM-SR vela3-fast (Vela 3.0, 0.4B)	全量微调	0.38B	29.3	40.2	9.0	50.4	12.1	54	#175=	21.2	53.1	66.9	73.7	43.1
173=	Gevva E4B	全量微调	8B	29.2	31.0	20.2	32.4	14.5	53	#177=	17.9	27.6	40.0	56.9	22.6
173=	StartLux-Decision v1.1 0.8B	全量微调	0.87B	28.9	41.3	6.9	53.8	1.5	30	#178=	28.5	55.5	66.5	74.6	51.1
173=	openvons	推理技巧	4.02B	28.8	32.1	17.9	28.7	37.1	21	#179=	19.5	30.7	25.4	44.7	24.4
179=	SemIf	推理技巧	4.66B	26.7	28.0	18.7	26.5	9.9	113	#180=	17.9	34.0	15.7	39.1	27.9
179=	Saina Helm 2 Omni (0.8B)	LoRA	0.85B	26.5	35.2	9.6	37.4	10.0	39	#181=	15.3	39.3	50.2	59.7	23.7
179=	vLLM-SR d3-lite (0.8B)	全量微调	0.85B	26.2	34.8	9.3	36.9	9.4	37	#182=	18.6	34.2	53.7	56.3	22.3
179=	Amber 0.4B	全量微调	0.4B	26.0	35.7	7.9	49.7	7.5	43	#183=	18.9	48.7	64.4	78.9	49.6
183=	jiwo 0.8B v2	全量微调	0.75B	25.8	30.7	13.7	29.6	6.8	36	#184=	10.9	36.1	44.2	40.3	12.2
183=	Saina Helm 2.0 v2	LoRA	0.85B	25.3	34.7	7.8	39.3	16.8	39	#185=	16.6	44.1	50.5	61.3	22.5
185=	this-that 1.2	全量微调	1.88B	24.9	27.5	15.7	28.7	19.8	44	#186=	16.6	31.5	32.8	45.0	14.2
185=	Gevva E2B	全量微调	5.1B	24.3	27.8	14.1	28.5	9.0	43	#187=	11.9	25.0	38.6	52.5	16.5
187=	Crivo-400M	全量微调	0.4B	23.7	30.7	9.5	39.8	12.1	17	#188=	11.5	44.3	51.0	69.0	25.4
187=	Decider 2B	全量微调	2.27B	23.7	28.5	12.0	29.8	7.7	8	#189=	17.2	32.2	37.3	42.4	17.6
187=	jdi-ptr14-0.8b	全量微调	0.75B	23.6	31.3	8.4	35.8	4.2	67	#191=	13.5	40.3	52.6	53.0	16.8
187=	vLLM-SR Decision 2.0 Sol 2B	全量微调	2.27B	23.6	29.3	11.1	30.1	3.7	26	#190=	16.2	24.6	45.6	48.8	14.4
191=	mini-jev	推理技巧	4.02B	22.8	23.4	16.6	21.3	34.6	67	#192=	15.8	29.8	8.7	28.4	25.3
191=	Valen-2B	全量微调	2.21B	22.2	24.3	14.2	27.0	10.5	161	#193=	14.8	30.4	26.2	45.1	17.8
191=	vLLM-SR vela3-fast-vision (Vela 3.0, 0.25B)	全量微调	0.25B	22.1	30.5	6.5	37.5	11.2	37	#194=	13.2	36.6	54.9	51.8	41.5
194=	Sieve 2B	LoRA	2.27B	21.9	23.7	14.4	22.2	8.9	63	#195=	10.4	20.8	28.5	35.3	19.5
194=	wyat-1-800m	LoRA	0.87B	21.5	25.2	11.7	25.8	23.2	112	#196=	11.3	20.4	43.0	41.9	13.2
196=	Intern-Decision-2B	全量微调	2.27B	20.9	23.3	12.9	19.3	6.1	34	#197=	12.0	21.3	15.7	33.3	14.4
196=	Sieve 0.8B	全量微调	0.59B	20.8	26.0	9.3	32.3	8.8	52	#198=	14.3	26.6	54.8	51.2	13.5
196=	Strands Decider 2B	LoRA	1.9B	20.7	22.4	13.5	25.4	4.4	52	#199=	11.2	25.7	34.0	43.8	10.7
196=	EXAONE-4.0-1.2B-JEV v0.3	全量微调	1.28B	20.6	26.9	7.8	30.7	7.9	149	#200=	15.0	26.6	40.9	56.6	13.9
200=	tasksource Decider nano v5 (150M)	全量微调	0.15B	19.9	26.1	7.3	33.5	7.0	13	#201=	9.7	38.7	50.1	50.9	16.6
200=	Crivo-68M	全量微调	0.07B	19.5	25.3	7.6	32.8	10.3	12	#202=	5.0	30.8	48.8	64.0	20.9
202=	JEV Ettin 150M	全量微调	0.15B	18.5	25.5	5.4	37.3	12.9	77	#203=	14.5	43.2	52.1	60.4	9.4
202=	vLLM-SR Decision 2.0 Eos 0.8B	全量微调	0.87B	18.4	21.3	10.2	20.6	13.0	25	#204=	7.0	15.3	38.4	34.0	8.9
202=	Crivo-150M v2	全量微调	0.15B	18.3	24.9	5.5	34.4	11.5	13	#205=	8.3	34.5	48.2	62.8	21.8
202=	Bekko System One v0 400M	全量微调	0.4B	18.0	21.6	9.1	22.5	11.1	17	#206=	11.6	24.0	42.2	18.6	13.9
202=	Mola-150M	全量微调	0.15B	17.8	23.6	6.3	31.3	8.0	13	#207=	12.0	30.2	51.4	50.1	9.9
207=	vLLM-SR d3-edge (0.6B)	全量微调	0.59B	17.7	24.3	5.0	28.8	14.1	19	#208=	11.1	24.2	53.6	42.7	11.8
207=	Mola-68M	全量微调	0.07B	17.6	22.0	7.7	27.3	11.9	11	#209=	7.9	23.3	49.4	47.9	5.7
207=	JEV FLAN-T5 Large public v2 (342M)	全量微调	—	17.3	19.8	9.9	22.0	4.7	17	#210=	12.4	29.7	35.5	17.6	8.1
207=	DecisionTune 1.0	全量微调	0.39B	17.2	22.1	6.8	28.9	14.8	14	#211=	11.7	29.9	45.0	46.5	5.7
211=	Valen-0.8B	全量微调	0.85B	16.6	19.6	8.6	20.8	10.8	200	#212=	10.2	24.8	20.6	35.6	11.2
211=	Bosun v3.1 1.7B	LoRA	1.72B	16.5	20.4	7.5	20.6	13.0	40	#213=	4.8	13.5	42.8	34.8	9.0
211=	Dinah-1	全量微调	0.15B	16.4	22.3	4.9	34.3	21.8	14	#215=	23.1	23.1	50.7	62.2	8.6
211=	vLLM-SR Decision 2.0 Kai 0.6B	全量微调	0.6B	16.4	16.9	11.6	16.7	3.8	19	#214=	6.4	11.6	32.0	26.7	7.4
211=	Kev 0.8B r15	LoRA	0.87B	16.3	15.8	12.7	16.8	4.0	45	#216=	7.0	14.2	22.1	35.5	3.8
216=	PICK-150M v5	全量微调	0.15B	15.6	19.8	6.5	32.1	12.5	16	#217=	8.0	35.5	45.2	59.9	8.4
216=	JPT-0.8B	LoRA	0.87B	15.5	17.8	8.6	19.4	6.9	118	#218=	8.2	25.2	16.4	36.2	8.4
216=	JEV Ettin 400M	全量微调	0.4B	15.2	14.8	11.8	14.1	9.0	16	#219=	8.7	12.9	26.3	14.8	5.8
219=	Sifr 0.8B v3.1	全量微调	0.87B	14.5	18.9	5.3	25.7	12.0	35	#220=	13.2	23.1	45.5	35.9	5.8
219=	Crivo-32M v2	全量微调	0.03B	14.2	18.4	5.3	27.3	13.3	8	#221=	2.7	25.0	45.6	50.0	19.0
219=	Prumo	推理技巧	—	14.0	15.8	8.1	20.1	4.7	0	#222=	17.0	3.1	26.6	45.3	13.4
219=	Kodiak v0.2 1B (accuracy)	全量微调	3B	13.9	16.3	7.1	19.1	7.7	142	#223=	13.5	15.3	36.2	15.1	15.9
223=	Intern-Decision-0.8B	全量微调	0.87B	12.7	12.9	9.0	11.8	2.6	34	#224=	6.8	10.9	6.4	28.4	7.7
223=	Jev-Style 0.8B v3	全量微调	0.87B	12.5	14.7	6.4	17.0	8.4	36	#225=	5.4	11.9	26.2	35.4	8.3
223=	Tev1-0.8B-experimental	全量微调	0.87B	12.5	12.8	8.6	13.1	12.6	29	#226=	6.8	15.3	4.9	32.0	5.9
223=	Bekko System One v0 68M	全量微调	0.07B	12.4	12.6	8.7	13.0	11.3	12	#227=	4.0	6.4	32.2	14.1	13.1
227=	LiquidAI d1-omni-600M	全量微调	0.59B	11.8	12.9	7.1	17.9	12.8	11	#228=	6.6	19.3	35.0	19.5	6.5
227=	Crivo-17M	全量微调	0.02B	11.7	15.9	3.2	22.2	8.0	6	#229=	1.2	21.0	40.1	36.5	17.0
227=	Von 1.3	全量微调	0.4B	11.7	12.8	7.0	13.9	21.6	18	#230=	9.3	11.6	30.1	11.7	2.7
230=	Bosun v3.1 0.6B	LoRA	0.6B	11.0	14.1	4.2	14.5	14.2	39	#231=	2.6	4.3	34.2	28.4	6.7
230=	vera-spark	全量微调	0.64B	11.0	15.1	2.8	19.6	15.7	80	#232=	10.1	24.9	30.1	18.1	12.4
230=	Lavoir	全量微调	0.4B	10.9	9.9	8.9	8.9	14.9	20	#233=	2.8	11.5	12.0	13.0	3.9
233	GLiNER2.5-Decide	全量微调	0.49B	10.1	12.1	4.9	11.5	8.8	23	#234	2.3	8.3	25.3	14.8	9.8
234=	Laya	全量微调	0.42B	9.2	9.1	6.6	6.2	14.0	6	#235=	2.9	10.1	7.2	5.8	3.5
234=	JevK5 Lite	全量微调	0.3B	8.8	10.4	4.2	10.3	14.9	19	#236=	5.4	9.0	28.7	3.1	2.6
236=	LFM2.5-2.6B-RLCD	全量微调	2.7B	8.2	7.7	6.3	6.8	25.5	39	#237=	6.6	5.9	10.5	4.4	6.3
236=	Qwen-2.5-1B-RLCD	推理技巧	1.54B	7.9	6.2	7.4	4.0	20.5	44	#238=	1.4	5.2	0.9	7.0	8.5
236=	Bekko System One v0 17M	全量微调	0.02B	7.7	5.9	7.4	7.4	16.1	7	#239=	2.5	2.7	21.3	5.9	7.5
239=	CLM-v0.1-8B	全量微调	8.19B	6.5	6.0	4.9	7.4	32.3	47	#240=	2.4	5.7	11.3	14.0	5.2
239=	jeff	推理技巧	0.58B	6.2	6.9	3.3	8.3	9.7	22	#241=	2.7	11.6	21.3	1.2	0.9
239=	LFM2.5-350M-RLCD	全量微调	0.35B	5.9	2.3	8.2	1.4	56.8	27	#242=	0.8	0.6	0.0	3.8	3.6
242=	system-one-gemma	LoRA	0.27B	5.2	5.0	3.5	5.2	23.9	32	#243=	1.3	1.2	17.2	3.3	4.9
242=	DM-JEPA 1.1	全量微调	0.15B	5.0	4.2	4.0	19.2	44.5	63	#244=	17.3	21.7	34.0	7.9	8.6
242=	Julia 1	全量微调	0.14B	4.8	4.5	3.2	4.2	42.0	6	#245=	1.4	1.4	9.9	7.2	2.1
245=	Nirnaya 0.4B	全量微调	0.39B	3.5	2.7	3.0	1.6	4.6	14	#246=	0.5	0.5	1.4	5.5	0.5
245=	Zev	推理技巧	—	3.4	1.8	3.8	1.6	13.8	1	#247=	0.7	0.2	0.9	3.0	6.0
247	Verdict	全量微调	0.15B	2.0	2.4	0.3	1.9	15.4	11	#248	0.3	1.6	0.0	6.6	1.5

方法论

本榜单镜像自 Decision Index 0.4.1。S1 Hub 不重新测试、不修改任何分数——每天导入一次官方发布的数据文件，并保留每次导入的记录。来源：Hugging Face 上的 Decision Index

数据源发布

所有数值都是 Decision Index 在统一硬件上的测试结果；方法细节见数据源页面。

每日同步

定时任务每天 03:00 UTC 导入最新文件；文件未变化时跳过，管理员可查看每次执行记录。

校准误差

决策模型要“知道自己有多确定”。ECE 越低越好，单独展示、不计分。