Compare Models

Ling 3.0 Flash

Ling 3.0 Flash is an open-weight model from Ant Group, released July 23, 2026. Its best result is #54 of 109 on MedScribe.

Release Date: Jul 23, 2026

Developer Ant Group  🇨🇳
Context Window 262k
Max Output Tokens 131k
Token Costs (in/out) $0.07/0.22
Weights Open
Input Modalities

Accuracy

47.92 %

Avg. Cost (In/Out)

$ 0.07 / $ 0.22

Latency

22 min 27 s

Vals Index
BenchmarksAccuracyRankings
Code Migration

0.00%

±0.00
79/79
EMB

25.01%

±2.46
69/76
Finance Agent (v2)

30.31%

±0.28
73/81
Legal Research Bench

0.00%

±0.00
89/89
MedCode

32.27%

±1.91
90/107
MedScribe

80.90%

±2.04
54/109
Public Benefits Bench v1.1

50.74%

±1.30
46/50
TaxEval v2

70.65%

±0.90
91/145
Vibe Code Bench v1.1

2.91%

±2.07
116/123
GPQA Diamond

84.85%

±2.20
50/138
LiveCodeBench

83.99%

±1.04
44/143
LegalBench

79.69%

±0.52
96/151
MMLU Pro

82.01%

±0.38
82/138
SkillsBench

27.95%

±3.76
33/35
SWE-bench

65.20%

±2.13
73/88
Terminal-Bench 2.1

50.19%

±2.46
59/75
Proprietary BenchmarksAcademic BenchmarksIndustry Partners
Vals
Default Provider : Ant Group
Temperature: 0.6
Top P: 0.95
Top K: 20
Max Output Tokens: 131,072