Compare Models

Ling 3.0 Flash Fin

Ling 3.0 Flash Fin is an open-weight model from Ant Group, released September 3, 2026. Its best result is #21 of 75 on Finance Agent (v2).

Release Date: Sep 3, 2026

Developer Ant Group  🇨🇳
Context Window 262k
Max Output Tokens 131k
Token Costs (in/out) $0.06/0.18
Weights Open
Input Modalities

Accuracy

36.69 %

Avg. Cost (In/Out)

$ 0.06 / $ 0.18

Latency

12 min 38 s

Vals Index
BenchmarksAccuracyRankings
Code Migration

1.82%

±0.87
72/74
CyberBench v1.1

58.33%

±6.08
35/44
EMB

36.83%

±3.33
57/71
Finance Agent (v2)

54.93%

±0.68
21/75
Legal Research Bench

15.38%

±2.51
58/74
MedCode

29.30%

±1.94
96/105
MedScribe

75.59%

±2.03
78/107
Tax Agent Bench

45.70%

±3.32
46/66
Vibe Code Bench v1.1

3.40%

±1.29
100/109
Harvey's Legal Agent Benchmark

0.00%

±0.00
63/75
LegalBench

68.74%

±0.53
129/149
Terminal-Bench 2.1

50.19%

±1.35
60/75
Proprietary BenchmarksAcademic BenchmarksIndustry Partners
Vals
Default Provider : Ant Group
Temperature: 1
Top P: 0.95
Top K: 20
Max Output Tokens: 131,072